From a3b1395b711fb7c84de92eb2ed4d317336f61d8d Mon Sep 17 00:00:00 2001
From: Cen Wang <cenwang@umass.edu>
Date: Wed, 3 Dec 2025 17:12:17 -0500
Subject: [PATCH 1/4] Add development library zstandard

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 509383df..55eb6542 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,6 +53,7 @@ dev = [
     "pytest>=9.0.1",
     "ruff>=0.14.2",
     "ty>=0.0.1a26",
+    "zstandard>=0.25.0",
 ]
 docs = ["sphinx>=8.2.3", "sphinx-autoapi>=3.6.1", "sphinx-rtd-theme>=3.0.2"]
 notebooks = ["ipykernel>=7.1.0"]

From 3c8399b1ce5dd0efaa71aec9b2784985245c66ce Mon Sep 17 00:00:00 2001
From: Cen Wang <cenwang@umass.edu>
Date: Wed, 3 Dec 2025 17:13:57 -0500
Subject: [PATCH 2/4] Use pickle + zstd to save expect test data

---
 scripts/generate_experiment_results.py | 13 +++++++------
 test/experiment_test_core.py           |  7 ++++---
 test/test_experiments.py               |  4 ++--
 3 files changed, 13 insertions(+), 11 deletions(-)

diff --git a/scripts/generate_experiment_results.py b/scripts/generate_experiment_results.py
index db5fcb20..d8397ef1 100644
--- a/scripts/generate_experiment_results.py
+++ b/scripts/generate_experiment_results.py
@@ -1,9 +1,10 @@
 """Create test cases for all compatible problem-solver pairs."""
 
+import pickle
 import sys
 from pathlib import Path
 
-import yaml
+import zstandard as zstd
 
 # Append the parent directory (simopt package) to the system path
 sys.path.append(str(Path(__file__).resolve().parent.parent))
@@ -83,11 +84,11 @@ def create_test(problem_name: str, solver_name: str) -> None:
     # Define the directory and output file
     file_problem_name = "".join(e for e in problem_name if e.isalnum())
     file_solver_name = "".join(e for e in solver_name if e.isalnum())
-    results_filename = f"{file_problem_name}_{file_solver_name}.yaml"
+    results_filename = f"{file_problem_name}_{file_solver_name}.pickle.zst"
     results_filepath = EXPECTED_RESULTS_DIR / results_filename
     # Write the results to the file
-    with Path.open(results_filepath, "w") as f:
-        yaml.dump(results_dict, f)
+    with zstd.open(results_filepath, "wb") as f:
+        pickle.dump(results_dict, f)
 
 
 def main() -> None:
@@ -103,7 +104,7 @@ def main() -> None:
     # Create the test directory if it doesn't exist
     # Create the expected directory if it doesn't exist
     Path.mkdir(EXPECTED_RESULTS_DIR, parents=True, exist_ok=True)
-    existing_results = [path.name for path in EXPECTED_RESULTS_DIR.glob("*.yaml")]
+    existing_results = [path.name for path in EXPECTED_RESULTS_DIR.glob("*.pickle.zst")]
 
     # Don't generate any tests for pairs that already have tests generated
     for pair in compatible_pairs:
@@ -112,7 +113,7 @@ def main() -> None:
         # Generate the expected filenames
         file_problem_name = "".join(e for e in problem_name if e.isalnum())
         file_solver_name = "".join(e for e in solver_name if e.isalnum())
-        results_filename = f"{file_problem_name}_{file_solver_name}.yaml"
+        results_filename = f"{file_problem_name}_{file_solver_name}.pickle.zst"
         # If file exists, skip it
         if results_filename in existing_results:
             print(f"Test for {pair} already exists")
diff --git a/test/experiment_test_core.py b/test/experiment_test_core.py
index 92002972..8e6fa68b 100644
--- a/test/experiment_test_core.py
+++ b/test/experiment_test_core.py
@@ -14,13 +14,14 @@ class as the setup, they would be executed whenever they were discovered
 """
 
 import math
+import pickle
 import unittest
 from abc import abstractmethod
 from pathlib import Path
 from typing import Any
 
 import numpy as np
-import yaml
+import zstandard as zstd
 
 from simopt.experiment_base import ProblemSolver, post_normalize
 
@@ -44,8 +45,8 @@ def filepath(self) -> Path:
     def setUp(self) -> None:
         """Set up the experiment and load expected results."""
         # Set the name of the experiment file
-        with self.filepath.open("rb") as f:
-            expected_results = yaml.load(f, Loader=yaml.Loader)
+        with zstd.open(self.filepath, "rb") as f:
+            expected_results = pickle.load(f)
 
         self.num_macroreps = expected_results["num_macroreps"]
         self.num_postreps = expected_results["num_postreps"]
diff --git a/test/test_experiments.py b/test/test_experiments.py
index 6049315f..85edf671 100644
--- a/test/test_experiments.py
+++ b/test/test_experiments.py
@@ -22,12 +22,12 @@
 
 
 def _filename_to_classname(file: str) -> str:
-    name = file.replace(".yaml", "")
+    name = file.replace(".pickle.zst", "")
     parts = name.replace("-", "_").split("_")
     return "Test" + "".join(part.title() for part in parts)
 
 
-for yaml_path in EXPECTED_RESULTS_DIR.glob("*.yaml"):
+for yaml_path in EXPECTED_RESULTS_DIR.glob("*.pickle.zst"):
     class_name = _filename_to_classname(yaml_path.name)
     _FILE_CLASS_MAP[class_name] = yaml_path.resolve()  # store full path
 

From 4dd6a2ecde15e810de7c9809324327039ccdf154 Mon Sep 17 00:00:00 2001
From: Cen Wang <cenwang@umass.edu>
Date: Tue, 9 Dec 2025 01:19:33 -0500
Subject: [PATCH 3/4] Record additional fields in expect test

---
 scripts/generate_experiment_results.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/scripts/generate_experiment_results.py b/scripts/generate_experiment_results.py
index d8397ef1..01849aef 100644
--- a/scripts/generate_experiment_results.py
+++ b/scripts/generate_experiment_results.py
@@ -79,6 +79,11 @@ def create_test(problem_name: str, solver_name: str) -> None:
         "objective_curves": myexperiment.objective_curves,
         "progress_curves": myexperiment.progress_curves,
         "all_est_lhs": myexperiment.all_est_lhs,
+        "all_post_replicates": myexperiment.all_post_replicates,
+        "all_stoch_constraints": myexperiment.all_stoch_constraints,
+        "n_postreps_init_opt": myexperiment.n_postreps_init_opt,
+        "x0_postreps": myexperiment.x0_postreps,
+        "xstar_postreps": myexperiment.xstar_postreps,
     }
 
     # Define the directory and output file

From 4bb9858961dc922cb33e7e85a6118ab5f69694cc Mon Sep 17 00:00:00 2001
From: Cen Wang <cenwang@umass.edu>
Date: Sat, 6 Dec 2025 01:40:45 -0500
Subject: [PATCH 4/4] Recreate expect test data

---
 .../AMUSEMENTPARK1_RNDSRCH.pickle.zst         |   Bin 0 -> 10687 bytes
 .../AMUSEMENTPARK1_RNDSRCH.yaml               |   713 -
 test/expected_results/CHESS1_FCSA.pickle.zst  |   Bin 0 -> 12983 bytes
 test/expected_results/CHESS1_FCSA.yaml        |   540 -
 .../CHESS1_RNDSRCH.pickle.zst                 |   Bin 0 -> 62496 bytes
 test/expected_results/CHESS1_RNDSRCH.yaml     |   859 -
 .../expected_results/CNTNEWS1_ADAM.pickle.zst |   Bin 0 -> 29569 bytes
 test/expected_results/CNTNEWS1_ADAM.yaml      |   669 -
 .../expected_results/CNTNEWS1_ALOE.pickle.zst |   Bin 0 -> 531 bytes
 test/expected_results/CNTNEWS1_ALOE.yaml      |   229 -
 .../CNTNEWS1_ASTRODF.pickle.zst               |   Bin 0 -> 228035 bytes
 test/expected_results/CNTNEWS1_ASTRODF.yaml   |  4229 --
 .../CNTNEWS1_NELDMD.pickle.zst                |   Bin 0 -> 17310 bytes
 test/expected_results/CNTNEWS1_NELDMD.yaml    |   485 -
 .../CNTNEWS1_RNDSRCH.pickle.zst               |   Bin 0 -> 18521 bytes
 test/expected_results/CNTNEWS1_RNDSRCH.yaml   |   501 -
 .../expected_results/CNTNEWS1_SPSA.pickle.zst |   Bin 0 -> 35964 bytes
 test/expected_results/CNTNEWS1_SPSA.yaml      |   845 -
 .../CNTNEWS1_STRONG.pickle.zst                |   Bin 0 -> 548 bytes
 test/expected_results/CNTNEWS1_STRONG.yaml    |   229 -
 .../CONTAM1_RNDSRCH.pickle.zst                |   Bin 0 -> 2126 bytes
 test/expected_results/CONTAM1_RNDSRCH.yaml    |   754 -
 test/expected_results/CONTAM2_FCSA.pickle.zst |   Bin 0 -> 1308 bytes
 test/expected_results/CONTAM2_FCSA.yaml       |   623 -
 .../CONTAM2_RNDSRCH.pickle.zst                |   Bin 0 -> 10480 bytes
 test/expected_results/CONTAM2_RNDSRCH.yaml    |  1032 -
 .../DUALSOURCING1_RNDSRCH.pickle.zst          |   Bin 0 -> 22512 bytes
 .../DUALSOURCING1_RNDSRCH.yaml                |   591 -
 .../DYNAMNEWS1_ADAM.pickle.zst                |   Bin 0 -> 645 bytes
 test/expected_results/DYNAMNEWS1_ADAM.yaml    |   579 -
 .../DYNAMNEWS1_ALOE.pickle.zst                |   Bin 0 -> 640 bytes
 test/expected_results/DYNAMNEWS1_ALOE.yaml    |   579 -
 .../DYNAMNEWS1_ASTRODF.pickle.zst             |   Bin 0 -> 903 bytes
 test/expected_results/DYNAMNEWS1_ASTRODF.yaml |   919 -
 .../DYNAMNEWS1_NELDMD.pickle.zst              |   Bin 0 -> 1725 bytes
 test/expected_results/DYNAMNEWS1_NELDMD.yaml  |   528 -
 .../DYNAMNEWS1_RNDSRCH.pickle.zst             |   Bin 0 -> 2337 bytes
 test/expected_results/DYNAMNEWS1_RNDSRCH.yaml |   596 -
 .../DYNAMNEWS1_SPSA.pickle.zst                |   Bin 0 -> 11584 bytes
 test/expected_results/DYNAMNEWS1_SPSA.yaml    |  2194 -
 .../DYNAMNEWS1_STRONG.pickle.zst              |   Bin 0 -> 651 bytes
 test/expected_results/DYNAMNEWS1_STRONG.yaml  |   579 -
 .../expected_results/EXAMPLE1_ADAM.pickle.zst |   Bin 0 -> 55564 bytes
 test/expected_results/EXAMPLE1_ADAM.yaml      |   789 -
 .../expected_results/EXAMPLE1_ALOE.pickle.zst |   Bin 0 -> 27024 bytes
 test/expected_results/EXAMPLE1_ALOE.yaml      |   519 -
 .../EXAMPLE1_ASTRODF.pickle.zst               |   Bin 0 -> 24710 bytes
 test/expected_results/EXAMPLE1_ASTRODF.yaml   |   429 -
 .../EXAMPLE1_NELDMD.pickle.zst                |   Bin 0 -> 44661 bytes
 test/expected_results/EXAMPLE1_NELDMD.yaml    |   672 -
 .../EXAMPLE1_RNDSRCH.pickle.zst               |   Bin 0 -> 44720 bytes
 test/expected_results/EXAMPLE1_RNDSRCH.yaml   |   645 -
 .../expected_results/EXAMPLE1_SPSA.pickle.zst |   Bin 0 -> 35721 bytes
 test/expected_results/EXAMPLE1_SPSA.yaml      |  1005 -
 .../EXAMPLE1_STRONG.pickle.zst                |   Bin 0 -> 31165 bytes
 test/expected_results/EXAMPLE1_STRONG.yaml    |   510 -
 .../expected_results/FACSIZE1_FCSA.pickle.zst |   Bin 0 -> 683 bytes
 test/expected_results/FACSIZE1_FCSA.yaml      |   573 -
 .../FACSIZE1_RNDSRCH.pickle.zst               |   Bin 0 -> 4830 bytes
 test/expected_results/FACSIZE1_RNDSRCH.yaml   |   957 -
 .../FACSIZE2_RNDSRCH.pickle.zst               |   Bin 0 -> 5219 bytes
 test/expected_results/FACSIZE2_RNDSRCH.yaml   |   609 -
 .../FIXEDSAN1_ADAM.pickle.zst                 |   Bin 0 -> 439017 bytes
 test/expected_results/FIXEDSAN1_ADAM.yaml     | 10989 ----
 .../FIXEDSAN1_ALOE.pickle.zst                 |   Bin 0 -> 285057 bytes
 test/expected_results/FIXEDSAN1_ALOE.yaml     |  6629 ---
 .../FIXEDSAN1_ASTRODF.pickle.zst              |   Bin 0 -> 527560 bytes
 test/expected_results/FIXEDSAN1_ASTRODF.yaml  | 13529 -----
 .../FIXEDSAN1_NELDMD.pickle.zst               |   Bin 0 -> 378737 bytes
 test/expected_results/FIXEDSAN1_NELDMD.yaml   |  8789 ---
 .../FIXEDSAN1_RNDSRCH.pickle.zst              |   Bin 0 -> 76341 bytes
 test/expected_results/FIXEDSAN1_RNDSRCH.yaml  |  1949 -
 .../FIXEDSAN1_SPSA.pickle.zst                 |   Bin 0 -> 102826 bytes
 test/expected_results/FIXEDSAN1_SPSA.yaml     |  2749 -
 .../FIXEDSAN1_STRONG.pickle.zst               |   Bin 0 -> 82134 bytes
 test/expected_results/FIXEDSAN1_STRONG.yaml   |  2089 -
 .../HOTEL1_RNDSRCH.pickle.zst                 |   Bin 0 -> 12873 bytes
 test/expected_results/HOTEL1_RNDSRCH.yaml     |  3282 --
 .../IRONORE1_RNDSRCH.pickle.zst               |   Bin 0 -> 18492 bytes
 test/expected_results/IRONORE1_RNDSRCH.yaml   |   399 -
 .../IRONORECONT1_ADAM.pickle.zst              |   Bin 0 -> 20589 bytes
 test/expected_results/IRONORECONT1_ADAM.yaml  |   429 -
 .../IRONORECONT1_ALOE.pickle.zst              |   Bin 0 -> 9208 bytes
 test/expected_results/IRONORECONT1_ALOE.yaml  |   269 -
 .../IRONORECONT1_ASTRODF.pickle.zst           |   Bin 0 -> 68046 bytes
 .../IRONORECONT1_ASTRODF.yaml                 |  1009 -
 .../IRONORECONT1_NELDMD.pickle.zst            |   Bin 0 -> 27859 bytes
 .../expected_results/IRONORECONT1_NELDMD.yaml |   489 -
 .../IRONORECONT1_RNDSRCH.pickle.zst           |   Bin 0 -> 16694 bytes
 .../IRONORECONT1_RNDSRCH.yaml                 |   349 -
 .../IRONORECONT1_SPSA.pickle.zst              |   Bin 0 -> 23561 bytes
 test/expected_results/IRONORECONT1_SPSA.yaml  |   529 -
 .../IRONORECONT1_STRONG.pickle.zst            |   Bin 0 -> 19477 bytes
 .../expected_results/IRONORECONT1_STRONG.yaml |   469 -
 test/expected_results/MM11_ADAM.pickle.zst    |   Bin 0 -> 57191 bytes
 test/expected_results/MM11_ADAM.yaml          |   733 -
 test/expected_results/MM11_ALOE.pickle.zst    |   Bin 0 -> 44106 bytes
 test/expected_results/MM11_ALOE.yaml          |   597 -
 test/expected_results/MM11_ASTRODF.pickle.zst |   Bin 0 -> 27646 bytes
 test/expected_results/MM11_ASTRODF.yaml       |   453 -
 test/expected_results/MM11_NELDMD.pickle.zst  |   Bin 0 -> 63511 bytes
 test/expected_results/MM11_NELDMD.yaml        |   837 -
 test/expected_results/MM11_RNDSRCH.pickle.zst |   Bin 0 -> 39231 bytes
 test/expected_results/MM11_RNDSRCH.yaml       |   541 -
 test/expected_results/MM11_SPSA.pickle.zst    |   Bin 0 -> 110660 bytes
 test/expected_results/MM11_SPSA.yaml          |  1349 -
 test/expected_results/MM11_STRONG.pickle.zst  |   Bin 0 -> 15564 bytes
 test/expected_results/MM11_STRONG.yaml        |   309 -
 .../NETWORK1_RNDSRCH.pickle.zst               |   Bin 0 -> 26647 bytes
 test/expected_results/NETWORK1_RNDSRCH.yaml   |   749 -
 .../PARAMESTI1_ADAM.pickle.zst                |   Bin 0 -> 53591 bytes
 test/expected_results/PARAMESTI1_ADAM.yaml    |   753 -
 .../PARAMESTI1_ALOE.pickle.zst                |   Bin 0 -> 25533 bytes
 test/expected_results/PARAMESTI1_ALOE.yaml    |   438 -
 .../PARAMESTI1_ASTRODF.pickle.zst             |   Bin 0 -> 72019 bytes
 test/expected_results/PARAMESTI1_ASTRODF.yaml |   951 -
 .../PARAMESTI1_NELDMD.pickle.zst              |   Bin 0 -> 73783 bytes
 test/expected_results/PARAMESTI1_NELDMD.yaml  |   978 -
 .../PARAMESTI1_RNDSRCH.pickle.zst             |   Bin 0 -> 49495 bytes
 test/expected_results/PARAMESTI1_RNDSRCH.yaml |   699 -
 .../PARAMESTI1_SPSA.pickle.zst                |   Bin 0 -> 62933 bytes
 test/expected_results/PARAMESTI1_SPSA.yaml    |   861 -
 .../PARAMESTI1_STRONG.pickle.zst              |   Bin 0 -> 31201 bytes
 test/expected_results/PARAMESTI1_STRONG.yaml  |   501 -
 .../RMITD1_RNDSRCH.pickle.zst                 |   Bin 0 -> 56711 bytes
 test/expected_results/RMITD1_RNDSRCH.yaml     |   849 -
 test/expected_results/SAN1_ADAM.pickle.zst    |   Bin 0 -> 350107 bytes
 test/expected_results/SAN1_ADAM.yaml          |  8569 ---
 test/expected_results/SAN1_ALOE.pickle.zst    |   Bin 0 -> 235129 bytes
 test/expected_results/SAN1_ALOE.yaml          |  5529 --
 test/expected_results/SAN1_ASTRODF.pickle.zst |   Bin 0 -> 650741 bytes
 test/expected_results/SAN1_ASTRODF.yaml       | 18689 -------
 test/expected_results/SAN1_NELDMD.pickle.zst  |   Bin 0 -> 357334 bytes
 test/expected_results/SAN1_NELDMD.yaml        |  8289 ---
 test/expected_results/SAN1_RNDSRCH.pickle.zst |   Bin 0 -> 75480 bytes
 test/expected_results/SAN1_RNDSRCH.yaml       |  1929 -
 test/expected_results/SAN1_SPSA.pickle.zst    |   Bin 0 -> 99569 bytes
 test/expected_results/SAN1_SPSA.yaml          |  2649 -
 test/expected_results/SAN1_STRONG.pickle.zst  |   Bin 0 -> 71200 bytes
 test/expected_results/SAN1_STRONG.yaml        |  1849 -
 test/expected_results/SAN2_FCSA.pickle.zst    |   Bin 0 -> 5742667 bytes
 test/expected_results/SAN2_FCSA.yaml          | 46468 ----------------
 test/expected_results/SAN2_RNDSRCH.pickle.zst |   Bin 0 -> 178090 bytes
 test/expected_results/SAN2_RNDSRCH.yaml       |  1976 -
 test/expected_results/SSCONT1_ADAM.pickle.zst |   Bin 0 -> 50027 bytes
 test/expected_results/SSCONT1_ADAM.yaml       |   753 -
 test/expected_results/SSCONT1_ALOE.pickle.zst |   Bin 0 -> 52926 bytes
 test/expected_results/SSCONT1_ALOE.yaml       |   771 -
 .../SSCONT1_ASTRODF.pickle.zst                |   Bin 0 -> 79581 bytes
 test/expected_results/SSCONT1_ASTRODF.yaml    |  1077 -
 .../SSCONT1_NELDMD.pickle.zst                 |   Bin 0 -> 54580 bytes
 test/expected_results/SSCONT1_NELDMD.yaml     |   762 -
 .../SSCONT1_RNDSRCH.pickle.zst                |   Bin 0 -> 42874 bytes
 test/expected_results/SSCONT1_RNDSRCH.yaml    |   627 -
 test/expected_results/SSCONT1_SPSA.pickle.zst |   Bin 0 -> 32752 bytes
 test/expected_results/SSCONT1_SPSA.yaml       |   564 -
 .../SSCONT1_STRONG.pickle.zst                 |   Bin 0 -> 47249 bytes
 test/expected_results/SSCONT1_STRONG.yaml     |   690 -
 .../TABLEALLOCATION1_RNDSRCH.pickle.zst       |   Bin 0 -> 5935 bytes
 .../TABLEALLOCATION1_RNDSRCH.yaml             |   498 -
 160 files changed, 192215 deletions(-)
 create mode 100644 test/expected_results/AMUSEMENTPARK1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/AMUSEMENTPARK1_RNDSRCH.yaml
 create mode 100644 test/expected_results/CHESS1_FCSA.pickle.zst
 delete mode 100644 test/expected_results/CHESS1_FCSA.yaml
 create mode 100644 test/expected_results/CHESS1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/CHESS1_RNDSRCH.yaml
 create mode 100644 test/expected_results/CNTNEWS1_ADAM.pickle.zst
 delete mode 100644 test/expected_results/CNTNEWS1_ADAM.yaml
 create mode 100644 test/expected_results/CNTNEWS1_ALOE.pickle.zst
 delete mode 100644 test/expected_results/CNTNEWS1_ALOE.yaml
 create mode 100644 test/expected_results/CNTNEWS1_ASTRODF.pickle.zst
 delete mode 100644 test/expected_results/CNTNEWS1_ASTRODF.yaml
 create mode 100644 test/expected_results/CNTNEWS1_NELDMD.pickle.zst
 delete mode 100644 test/expected_results/CNTNEWS1_NELDMD.yaml
 create mode 100644 test/expected_results/CNTNEWS1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/CNTNEWS1_RNDSRCH.yaml
 create mode 100644 test/expected_results/CNTNEWS1_SPSA.pickle.zst
 delete mode 100644 test/expected_results/CNTNEWS1_SPSA.yaml
 create mode 100644 test/expected_results/CNTNEWS1_STRONG.pickle.zst
 delete mode 100644 test/expected_results/CNTNEWS1_STRONG.yaml
 create mode 100644 test/expected_results/CONTAM1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/CONTAM1_RNDSRCH.yaml
 create mode 100644 test/expected_results/CONTAM2_FCSA.pickle.zst
 delete mode 100644 test/expected_results/CONTAM2_FCSA.yaml
 create mode 100644 test/expected_results/CONTAM2_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/CONTAM2_RNDSRCH.yaml
 create mode 100644 test/expected_results/DUALSOURCING1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/DUALSOURCING1_RNDSRCH.yaml
 create mode 100644 test/expected_results/DYNAMNEWS1_ADAM.pickle.zst
 delete mode 100644 test/expected_results/DYNAMNEWS1_ADAM.yaml
 create mode 100644 test/expected_results/DYNAMNEWS1_ALOE.pickle.zst
 delete mode 100644 test/expected_results/DYNAMNEWS1_ALOE.yaml
 create mode 100644 test/expected_results/DYNAMNEWS1_ASTRODF.pickle.zst
 delete mode 100644 test/expected_results/DYNAMNEWS1_ASTRODF.yaml
 create mode 100644 test/expected_results/DYNAMNEWS1_NELDMD.pickle.zst
 delete mode 100644 test/expected_results/DYNAMNEWS1_NELDMD.yaml
 create mode 100644 test/expected_results/DYNAMNEWS1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/DYNAMNEWS1_RNDSRCH.yaml
 create mode 100644 test/expected_results/DYNAMNEWS1_SPSA.pickle.zst
 delete mode 100644 test/expected_results/DYNAMNEWS1_SPSA.yaml
 create mode 100644 test/expected_results/DYNAMNEWS1_STRONG.pickle.zst
 delete mode 100644 test/expected_results/DYNAMNEWS1_STRONG.yaml
 create mode 100644 test/expected_results/EXAMPLE1_ADAM.pickle.zst
 delete mode 100644 test/expected_results/EXAMPLE1_ADAM.yaml
 create mode 100644 test/expected_results/EXAMPLE1_ALOE.pickle.zst
 delete mode 100644 test/expected_results/EXAMPLE1_ALOE.yaml
 create mode 100644 test/expected_results/EXAMPLE1_ASTRODF.pickle.zst
 delete mode 100644 test/expected_results/EXAMPLE1_ASTRODF.yaml
 create mode 100644 test/expected_results/EXAMPLE1_NELDMD.pickle.zst
 delete mode 100644 test/expected_results/EXAMPLE1_NELDMD.yaml
 create mode 100644 test/expected_results/EXAMPLE1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/EXAMPLE1_RNDSRCH.yaml
 create mode 100644 test/expected_results/EXAMPLE1_SPSA.pickle.zst
 delete mode 100644 test/expected_results/EXAMPLE1_SPSA.yaml
 create mode 100644 test/expected_results/EXAMPLE1_STRONG.pickle.zst
 delete mode 100644 test/expected_results/EXAMPLE1_STRONG.yaml
 create mode 100644 test/expected_results/FACSIZE1_FCSA.pickle.zst
 delete mode 100644 test/expected_results/FACSIZE1_FCSA.yaml
 create mode 100644 test/expected_results/FACSIZE1_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/FACSIZE1_RNDSRCH.yaml
 create mode 100644 test/expected_results/FACSIZE2_RNDSRCH.pickle.zst
 delete mode 100644 test/expected_results/FACSIZE2_RNDSRCH.yaml
 create mode 100644 test/expected_results/FIXEDSAN1_ADAM.pickle.zst
 delete mode 100644 test/expected_results/FIXEDSAN1_ADAM.yaml
 create mode 100644 test/expected_results/FIXEDSAN1_ALOE.pickle.zst
 delete mode 100644 test/expected_results/FIXEDSAN1_ALOE.yaml
 create mode 100644 test/expected_results/FIXEDSAN1_ASTRODF.pickle.zst
 delete mode 100644 test/expected_results/FIXEDSAN1_ASTRODF.yaml
 create mode 100644 test/expected_results/FIXEDSAN1_NELDMD.pickle.zst
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literal 0
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diff --git a/test/expected_results/AMUSEMENTPARK1_RNDSRCH.yaml b/test/expected_results/AMUSEMENTPARK1_RNDSRCH.yaml
deleted file mode 100644
index 797cd146..00000000
--- a/test/expected_results/AMUSEMENTPARK1_RNDSRCH.yaml
+++ /dev/null
@@ -1,713 +0,0 @@
-all_est_objectives:
-- - 1694.81
-  - 621.67
-  - 426.51
-  - 426.51
-- - 1695.01
-  - 500.08
-  - 475.41
-  - 465.01
-  - 413.25
-  - 413.25
-- - 1688.67
-  - 449.44
-  - 425.45
-  - 425.45
-- - 1696.48
-  - 567.56
-  - 374.29
-  - 374.29
-- - 1692.15
-  - 629.88
-  - 437.23
-  - 397.97
-  - 397.97
-- - 1694.2
-  - 773.76
-  - 452.01
-  - 447.57
-- - 1693.99
-  - 496.2
-  - 369.15
-  - 369.15
-- - 1691.36
-  - 496.07
-  - 483.93
-  - 421.86
-  - 435.13
-  - 435.13
-- - 1699.13
-  - 451.84
-  - 444.12
-  - 411.36
-  - 411.36
-- - 1695.34
-  - 468.1
-  - 413.39
-  - 413.39
-all_intermediate_budgets:
-- - 0
-  - 20
-  - 30
-  - 100
-- - 0
-  - 20
-  - 40
-  - 60
-  - 70
-  - 100
-- - 0
-  - 20
-  - 30
-  - 100
-- - 0
-  - 20
-  - 40
-  - 100
-- - 0
-  - 20
-  - 30
-  - 50
-  - 100
-- - 0
-  - 20
-  - 30
-  - 100
-- - 0
-  - 20
-  - 30
-  - 100
-- - 0
-  - 20
-  - 30
-  - 50
-  - 80
-  - 100
-- - 0
-  - 20
-  - 50
-  - 60
-  - 100
-- - 0
-  - 20
-  - 30
-  - 100
-all_recommended_xs:
-- - !!python/tuple
-    - 344.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-  - !!python/tuple
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-    - 3.0
-    - 32.0
-    - 27.0
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-    - 135.0
-  - !!python/tuple
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-    - 67.0
-    - 38.0
-    - 165.0
-    - 46.0
-    - 13.0
-  - !!python/tuple
-    - 16.0
-    - 5.0
-    - 67.0
-    - 38.0
-    - 165.0
-    - 46.0
-    - 13.0
-- - !!python/tuple
-    - 344.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 103.0
-    - 55.0
-    - 23.0
-    - 63.0
-    - 23.0
-    - 69.0
-    - 14.0
-  - !!python/tuple
-    - 36.0
-    - 107.0
-    - 4.0
-    - 21.0
-    - 112.0
-    - 20.0
-    - 50.0
-  - !!python/tuple
-    - 40.0
-    - 75.0
-    - 16.0
-    - 8.0
-    - 41.0
-    - 39.0
-    - 131.0
-  - !!python/tuple
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-    - 27.0
-    - 33.0
-    - 38.0
-    - 114.0
-    - 54.0
-    - 19.0
-  - !!python/tuple
-    - 65.0
-    - 27.0
-    - 33.0
-    - 38.0
-    - 114.0
-    - 54.0
-    - 19.0
-- - !!python/tuple
-    - 344.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 50.0
-    - 48.0
-    - 44.0
-    - 73.0
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-  - !!python/tuple
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-    - 134.0
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-  - !!python/tuple
-    - 99.0
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-    - 15.0
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 29.0
-    - 184.0
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 64.0
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-    - 22.0
-    - 124.0
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-    - 20.0
-    - 30.0
-    - 100.0
-  - !!python/tuple
-    - 1694.81
-    - 621.67
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-    - 426.51
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-    - 100.0
-  - !!python/tuple
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-problem_name: AMUSEMENTPARK-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-solver_name: RNDSRCH
diff --git a/test/expected_results/CHESS1_FCSA.pickle.zst b/test/expected_results/CHESS1_FCSA.pickle.zst
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diff --git a/test/expected_results/CHESS1_FCSA.yaml b/test/expected_results/CHESS1_FCSA.yaml
deleted file mode 100644
index 6554fe09..00000000
--- a/test/expected_results/CHESS1_FCSA.yaml
+++ /dev/null
@@ -1,540 +0,0 @@
-all_est_lhs:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - &id001 !!python/name:numpy.ndarray ''
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - &id002 !!python/object/apply:numpy.dtype
-    args:
-    - f8
-    - false
-    - true
-    state: !!python/tuple
-    - 3
-    - <
-    - null
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-    - null
-    - -1
-    - -1
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-  - false
-  - !!binary |
-    88gfDDx3/b/zyB8MPHf9vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
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-    - 1
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-  - !!binary |
-    brvQXKeR/b9uu9Bcp5H9vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    HAOy17u//b8cA7LXu7/9vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    0yZO7neo/b/TJk7ud6j9vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
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-    - 1
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-  - !!binary |
-    LHjRV5Bm/b8seNFXkGb9vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 3
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    CEKygAnc/b/ka88sCdD9v+RrzywJ0P2/
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    nzws1Jrm/b+fPCzUmub9vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    SUbOwp72/L9JRs7Cnvb8vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    DBr6J7jY/b8MGvonuNj9vw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    luzYCMTr/b+W7NgIxOv9vw==
-all_est_objectives:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    XoyN/14bUkBejI3/XhtSQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    xmzRP5EvUkDGbNE/kS9SQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    M2IXUGAsUkAzYhdQYCxSQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    NFpVxxQdUkA0WlXHFB1SQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    b7I83s0WUkBvsjzezRZSQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 3
-  - *id002
-  - false
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    kxdU3xEKUkCTF1TfEQpSQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    JDNIszEuUkAkM0izMS5SQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    oFCnOjQmUkCgUKc6NCZSQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    jyjH28AvUkCPKMfbwC9SQA==
-all_intermediate_budgets:
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-  - 1000
-- - 30
-  - 1000
-- - 30
-  - 1000
-- - 30
-  - 1000
-- - 30
-  - 1000
-- - 30
-  - 120
-  - 1000
-- - 30
-  - 1000
-- - 30
-  - 1000
-- - 30
-  - 1000
-- - 30
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 150.0
-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 72.4276732332523
-    - 72.4276732332523
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 72.4276732332523
-    - 72.4276732332523
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 72.4276732332523
-    - 72.4276732332523
-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-    - 120.0
-    - 1000.0
-  - !!python/tuple
-    - 72.4276732332523
-    - 72.62708887071616
-    - 72.62708887071616
-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
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-    - 72.4276732332523
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 72.4276732332523
-    - 72.4276732332523
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 72.4276732332523
-    - 72.4276732332523
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 72.4276732332523
-    - 72.4276732332523
-problem_name: CHESS-1
-progress_curves:
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.0
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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diff --git a/test/expected_results/CHESS1_RNDSRCH.pickle.zst b/test/expected_results/CHESS1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/CHESS1_RNDSRCH.yaml b/test/expected_results/CHESS1_RNDSRCH.yaml
deleted file mode 100644
index e8232700..00000000
--- a/test/expected_results/CHESS1_RNDSRCH.yaml
+++ /dev/null
@@ -1,859 +0,0 @@
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-problem_name: CHESS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
-    - 0.053483503397676456
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-solver_name: RNDSRCH
diff --git a/test/expected_results/CNTNEWS1_ADAM.pickle.zst b/test/expected_results/CNTNEWS1_ADAM.pickle.zst
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diff --git a/test/expected_results/CNTNEWS1_ADAM.yaml b/test/expected_results/CNTNEWS1_ADAM.yaml
deleted file mode 100644
index 4651534d..00000000
--- a/test/expected_results/CNTNEWS1_ADAM.yaml
+++ /dev/null
@@ -1,669 +0,0 @@
-all_est_objectives:
-- - 0.0
-  - 0.2474405509297145
-  - 0.3851329060383193
-  - 0.391508529502654
-  - 0.3980149517216228
-  - 0.3980149517216228
-- - 0.0
-  - 0.4311357294567686
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-  - 0.5203791427747975
-  - 0.5063093136182275
-  - 0.5063093136182275
-- - 0.0
-  - 0.33309713211730796
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-  - 0.448238689706914
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-  - 0.441652992209642
-- - 0.0
-  - 0.38241937103076956
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-  - 0.5259702336069461
-  - 0.49491150585281224
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-  - 0.502490196336352
-- - 0.0
-  - 0.22254895046977885
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-  - 0.4195597578368205
-  - 0.41061833933871084
-  - 0.4129936157255452
-  - 0.4129936157255452
-- - 0.0
-  - 0.321038670515768
-  - 0.1904483614323016
-  - 0.4906511157364701
-  - 0.454012637866771
-  - 0.46183064633681725
-  - 0.46183064633681725
-- - 0.0
-  - 0.3008994306386978
-  - 0.39202877852691737
-  - 0.42765353994617494
-  - 0.413693441062102
-  - 0.4275949696656343
-  - 0.4275949696656343
-- - 0.0
-  - 0.26357599374580576
-  - 0.41544053907458545
-  - 0.4102587084139304
-  - 0.4102587084139304
-- - 0.0
-  - 0.3880159147482879
-  - 0.45640378257413144
-  - 0.40792517491815167
-  - 0.4534573960087132
-  - 0.4534573960087132
-- - 0.0
-  - 0.3335810979704511
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-  - 0.42899862732848376
-  - 0.42769859903930696
-  - 0.42769859903930696
-all_intermediate_budgets:
-- - 0
-  - 120
-  - 240
-  - 360
-  - 480
-  - 1000
-- - 0
-  - 120
-  - 240
-  - 360
-  - 870
-  - 1000
-- - 0
-  - 120
-  - 240
-  - 570
-  - 690
-  - 810
-  - 1000
-- - 0
-  - 120
-  - 150
-  - 210
-  - 240
-  - 360
-  - 690
-  - 1000
-- - 0
-  - 120
-  - 150
-  - 210
-  - 240
-  - 330
-  - 360
-  - 450
-  - 570
-  - 660
-  - 750
-  - 840
-  - 960
-  - 1000
-- - 0
-  - 120
-  - 150
-  - 240
-  - 360
-  - 450
-  - 1000
-- - 0
-  - 120
-  - 240
-  - 450
-  - 570
-  - 810
-  - 1000
-- - 0
-  - 120
-  - 240
-  - 480
-  - 1000
-- - 0
-  - 120
-  - 240
-  - 510
-  - 630
-  - 1000
-- - 0
-  - 120
-  - 210
-  - 240
-  - 360
-  - 480
-  - 630
-  - 990
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.3050233636669336
-  - !!python/tuple
-    - 0.2185317126338195
-  - !!python/tuple
-    - 0.21157056027753252
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.203474497018807
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.17954098286099152
-  - !!python/tuple
-    - 0.16317885111803035
-  - !!python/tuple
-    - 0.16317885111803035
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.28068158455467385
-  - !!python/tuple
-    - 0.27640546292420576
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.2158360328605167
-  - !!python/tuple
-    - 0.2210258127112818
-  - !!python/tuple
-    - 0.2210258127112818
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.16437359067084711
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.3050233636669336
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.177792865100242
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.22306227804941636
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.2038706704067485
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.1809304538772994
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.3050233636669336
-  - !!python/tuple
-    - 0.22468852268986356
-  - !!python/tuple
-    - 0.22900671490707622
-  - !!python/tuple
-    - 0.22900671490707622
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.2725771987747624
-  - !!python/tuple
-    - 0.21759199014126873
-  - !!python/tuple
-    - 0.26097962117772183
-  - !!python/tuple
-    - 0.22192926958495912
-  - !!python/tuple
-    - 0.22192926958495912
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.2725771987747624
-  - !!python/tuple
-    - 0.08860125146054904
-  - !!python/tuple
-    - 0.2429316279194451
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.16750137939656518
-  - !!python/tuple
-    - 0.16547008519472642
-  - !!python/tuple
-    - 0.16547008519472642
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 120.0
-    - 240.0
-    - 360.0
-    - 480.0
-    - 1000.0
-  - !!python/tuple
-    - 0.0
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-    - 0.3851329060383193
-    - 0.391508529502654
-    - 0.3980149517216228
-    - 0.3980149517216228
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 360.0
-    - 870.0
-    - 1000.0
-  - !!python/tuple
-    - 0.0
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-    - 0.5221030061939704
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-    - 0.5063093136182275
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 0.38054433340313826
-    - 0.448238689706914
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 360.0
-    - 690.0
-    - 1000.0
-  - !!python/tuple
-    - 0.0
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-    - 0.3953142533658765
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-    - 0.42001351900172135
-    - 0.4195597578368205
-    - 0.41061833933871084
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 120.0
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-    - 1000.0
-  - !!python/tuple
-    - 0.0
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-    - 0.4906511157364701
-    - 0.454012637866771
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1000.0
-  - !!python/tuple
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-    - 0.42765353994617494
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.0
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-problem_name: CNTNEWS-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/CNTNEWS1_ALOE.pickle.zst b/test/expected_results/CNTNEWS1_ALOE.pickle.zst
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diff --git a/test/expected_results/CNTNEWS1_ALOE.yaml b/test/expected_results/CNTNEWS1_ALOE.yaml
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literal 0
HcmV?d00001

diff --git a/test/expected_results/CNTNEWS1_ASTRODF.yaml b/test/expected_results/CNTNEWS1_ASTRODF.yaml
deleted file mode 100644
index ede8a37c..00000000
--- a/test/expected_results/CNTNEWS1_ASTRODF.yaml
+++ /dev/null
@@ -1,4229 +0,0 @@
-all_est_objectives:
-- - 0.0
-  - 0.22992437234562227
-  - 0.4096936132784179
-  - 0.374586173485624
-  - 0.39412788267000154
-  - 0.39260200376375154
-  - 0.39260200740173035
-  - 0.39260201649667736
-  - 0.3926020392340449
-  - 0.39260209607746377
-  - 0.3926022381860109
-  - 0.3926025934573788
-  - 0.3926034816357985
-  - 0.39260570208184775
-  - 0.3926112531969709
-  - 0.3926251309847787
-  - 0.39265982545429823
-  - 0.39274656162809707
-  - 0.3928549818453457
-  - 0.3928278767910335
-  - 0.39283465305461157
-  - 0.3928335942634276
-  - 0.3928345471754934
-  - 0.3928345471754934
-- - 0.0
-  - 0.3439923382503173
-  - 0.49131171677303703
-  - 0.5064813730041924
-  - 0.5030054713826125
-  - 0.503076996956343
-  - 0.5030770024133112
-  - 0.5030770160557317
-  - 0.5030770501617831
-  - 0.5030771354269113
-  - 0.5030773485897321
-  - 0.5030778814967839
-  - 0.5030792137644134
-  - 0.5030825444334873
-  - 0.503090871106172
-  - 0.5031116877878837
-  - 0.503143476931764
-  - 0.5031752660756442
-  - 0.5032070552195242
-  - 0.5032388443634046
-  - 0.5032706335072848
-  - 0.503302422651165
-  - 0.5033342117950452
-  - 0.5033660009389255
-  - 0.5033977900828056
-  - 0.5034295792266861
-  - 0.5034613683705661
-  - 0.5034931575144463
-  - 0.5035249466583265
-  - 0.5035567358022067
-  - 0.5035885249460871
-  - 0.5035885248215641
-  - 0.5035885245102572
-  - 0.5035885237319898
-  - 0.5035885217863213
-  - 0.50358851692215
-  - 0.5035885047617215
-  - 0.5035884743606506
-  - 0.5035883983579733
-  - 0.5035882083512803
-  - 0.5035877333345471
-  - 0.5035865457927146
-  - 0.5035865457927146
-- - 0.0
-  - 0.24889761595433638
-  - 0.3498725931055646
-  - 0.37112465539964296
-  - 0.37150612512620546
-  - 0.37141075769456483
-  - 0.3714942041972504
-  - 0.371494211473208
-  - 0.371494229663102
-  - 0.3714942751378371
-  - 0.37149438882467484
-  - 0.37149467304176914
-  - 0.3714953835845049
-  - 0.3714971599413443
-  - 0.3715016008334428
-  - 0.37151270306368905
-  - 0.3715404586393047
-  - 0.3715775459738315
-  - 0.37161463330835853
-  - 0.37165172064288526
-  - 0.3716888079774122
-  - 0.3717258953119393
-  - 0.3717629826464659
-  - 0.37180006998099285
-  - 0.37183715731551975
-  - 0.37187424465004676
-  - 0.3719113319845737
-  - 0.3719484193191004
-  - 0.3719855066536274
-  - 0.3720225939881545
-  - 0.3720596813226812
-  - 0.3720967686572081
-  - 0.3720967688165006
-  - 0.37209676921473167
-  - 0.3720967702103097
-  - 0.37209677269925506
-  - 0.3720967789216179
-  - 0.37209679447752536
-  - 0.37209683336729404
-  - 0.3720969305917156
-  - 0.37209717365276945
-  - 0.3720977813054042
-  - 0.372099300436991
-  - 0.372099300436991
-- - 0.0
-  - 0.36369488062311356
-  - 0.5222144742551554
-  - 0.5127048056337827
-  - 0.5099494692419162
-  - 0.5106906454775327
-  - 0.5106906470782434
-  - 0.5106906510800201
-  - 0.5106906610844618
-  - 0.5106906860955661
-  - 0.5106907486233269
-  - 0.5106909049427287
-  - 0.5106912957412334
-  - 0.5106922727374951
-  - 0.5106947152281492
-  - 0.5107008214547847
-  - 0.5107160870213733
-  - 0.5107542509378448
-  - 0.5108496607290235
-  - 0.5110881852069703
-  - 0.5113492800420396
-  - 0.5116103748771091
-  - 0.5118714697121785
-  - 0.5121325645472481
-  - 0.5123936593823174
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/CNTNEWS1_NELDMD.pickle.zst b/test/expected_results/CNTNEWS1_NELDMD.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/CNTNEWS1_NELDMD.yaml b/test/expected_results/CNTNEWS1_NELDMD.yaml
deleted file mode 100644
index f8e654eb..00000000
--- a/test/expected_results/CNTNEWS1_NELDMD.yaml
+++ /dev/null
@@ -1,485 +0,0 @@
-all_est_objectives:
-- - 0.0
-  - 0.33395328468123553
-  - 0.4142601096819947
-  - 0.3876196642197782
-  - 0.4049806221714546
-  - 0.4049806221714546
-- - 0.0
-  - 0.45872335071914677
-  - 0.5103839679828455
-  - 0.5103839679828455
-- - 0.0
-  - 0.412617647477692
-  - 0.4417917885990019
-  - 0.42793287347173736
-  - 0.42793287347173736
-- - 0.0
-  - 0.5236229896180403
-  - 0.4695920056841419
-  - 0.5172487917535501
-  - 0.4980196690457847
-  - 0.4965080769037575
-  - 0.4965080769037575
-- - 0.0
-  - 0.3776932524192807
-  - 0.41728398804646816
-  - 0.4147298546882691
-  - 0.4161053216271213
-  - 0.4161053216271213
-- - 0.0
-  - 0.46673802096005224
-  - 0.463358387956608
-  - 0.463358387956608
-- - 0.0
-  - 0.41289388808915367
-  - 0.42484378613653784
-  - 0.42484378613653784
-- - 0.0
-  - 0.44861187614720016
-  - 0.39295373936031447
-  - 0.4240737429022521
-  - 0.40957413049113134
-  - 0.4131990335939115
-  - 0.41138658204252154
-  - 0.41138658204252154
-- - 0.0
-  - 0.44630961682620884
-  - 0.43842590275136056
-  - 0.43842590275136056
-- - 0.0
-  - 0.3576741285644469
-  - 0.42035944685626625
-  - 0.42035944685626625
-all_intermediate_budgets:
-- - 0
-  - 120
-  - 180
-  - 240
-  - 300
-  - 1000
-- - 0
-  - 150
-  - 240
-  - 1000
-- - 0
-  - 120
-  - 240
-  - 300
-  - 1000
-- - 0
-  - 120
-  - 180
-  - 240
-  - 300
-  - 600
-  - 1000
-- - 0
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-  - 480
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-- - 0
-  - 360
-  - 420
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-- - 0
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-  - 360
-  - 1000
-- - 0
-  - 180
-  - 270
-  - 330
-  - 390
-  - 510
-  - 570
-  - 1000
-- - 0
-  - 360
-  - 420
-  - 1000
-- - 0
-  - 180
-  - 330
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.2591296074337594
-  - !!python/tuple
-    - 0.17275307162250628
-  - !!python/tuple
-    - 0.21594133952813283
-  - !!python/tuple
-    - 0.19434720557531954
-  - !!python/tuple
-    - 0.19434720557531954
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.13369089668585274
-  - !!python/tuple
-    - 0.1671136208573159
-  - !!python/tuple
-    - 0.1671136208573159
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.2410077344101471
-  - !!python/tuple
-    - 0.22092375654263485
-  - !!python/tuple
-    - 0.23096574547639098
-  - !!python/tuple
-    - 0.23096574547639098
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
-    - 0.21450798830012197
-  - !!python/tuple
-    - 0.14300532553341463
-  - !!python/tuple
-    - 0.1787566569167683
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.15976376211936166
-  - !!python/tuple
-    - 0.15976376211936166
-- - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-problem_name: CNTNEWS-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-solver_name: NELDMD
diff --git a/test/expected_results/CNTNEWS1_RNDSRCH.pickle.zst b/test/expected_results/CNTNEWS1_RNDSRCH.pickle.zst
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/test/expected_results/CNTNEWS1_RNDSRCH.yaml b/test/expected_results/CNTNEWS1_RNDSRCH.yaml
deleted file mode 100644
index c697eee6..00000000
--- a/test/expected_results/CNTNEWS1_RNDSRCH.yaml
+++ /dev/null
@@ -1,501 +0,0 @@
-all_est_objectives:
-- - 0.0
-  - 0.30642490124223903
-  - 0.4151164698102006
-  - 0.383692822859518
-  - 0.41264401929671174
-  - 0.41264401929671174
-- - 0.0
-  - 0.2608097677102839
-  - 0.4634029387306951
-  - 0.5247338854640871
-  - 0.4832543226170563
-  - 0.49262851577797984
-- - 0.0
-  - 0.45785222794560837
-  - 0.35589089245323074
-  - 0.44682453155847746
-  - 0.44682453155847746
-- - 0.0
-  - 0.2737730945815515
-  - 0.5017681608415159
-  - 0.5017681608415159
-- - 0.0
-  - 0.37535406229302315
-  - 0.3918892086848514
-  - 0.41859627008283357
-  - 0.4155557551796807
-  - 0.4155557551796807
-- - 0.0
-  - 0.459775599575629
-  - 0.4693215852862771
-  - 0.3291477295050598
-  - 0.5033010821239441
-  - 0.44032376540116447
-  - 0.4433469952445831
-  - 0.4433469952445831
-- - 0.0
-  - 0.3374887812737839
-  - 0.42795951313399394
-  - 0.42795951313399394
-- - 0.0
-  - 0.1613541911278018
-  - 0.2082772359174493
-  - 0.39029635105208366
-  - 0.41395474632071955
-  - 0.41395474632071955
-- - 0.0
-  - 0.2165783048877279
-  - 0.45037156341569434
-  - 0.4057769392078374
-  - 0.4057769392078374
-- - 0.0
-  - 0.4164897722325254
-  - 0.428005095615344
-  - 0.428005095615344
-all_intermediate_budgets:
-- - 0
-  - 20
-  - 80
-  - 520
-  - 940
-  - 1000
-- - 0
-  - 30
-  - 40
-  - 370
-  - 700
-  - 1000
-- - 0
-  - 20
-  - 120
-  - 230
-  - 1000
-- - 0
-  - 20
-  - 60
-  - 1000
-- - 0
-  - 30
-  - 60
-  - 620
-  - 640
-  - 1000
-- - 0
-  - 20
-  - 50
-  - 70
-  - 160
-  - 510
-  - 940
-  - 1000
-- - 0
-  - 60
-  - 120
-  - 1000
-- - 0
-  - 70
-  - 80
-  - 90
-  - 130
-  - 1000
-- - 0
-  - 50
-  - 70
-  - 840
-  - 1000
-- - 0
-  - 30
-  - 340
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
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-- !!python/tuple
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-problem_name: CNTNEWS-1
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/CNTNEWS1_SPSA.pickle.zst b/test/expected_results/CNTNEWS1_SPSA.pickle.zst
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diff --git a/test/expected_results/CNTNEWS1_SPSA.yaml b/test/expected_results/CNTNEWS1_SPSA.yaml
deleted file mode 100644
index 0eac2e3a..00000000
--- a/test/expected_results/CNTNEWS1_SPSA.yaml
+++ /dev/null
@@ -1,845 +0,0 @@
-all_est_objectives:
-- - 0.0
-  - 0.3429464172024326
-  - 0.4115021249247384
-  - 0.41492342232631946
-  - 0.4138505181626517
-  - 0.4132988240841759
-  - 0.4125577795308321
-  - 0.4117550503450055
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-  - 0.4107394436803852
-- - 0.0
-  - 0.37268556152481336
-  - 0.49457806671942095
-  - 0.5164592272226188
-  - 0.5135069581119557
-  - 0.5135069581119557
-- - 0.0
-  - 0.3582169441217175
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-  - 0.43778749605175626
-- - 0.0
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-  - 0.4964496419462773
-- - 0.0
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-  - 0.4136593025736609
-  - 0.4159902140288644
-  - 0.4159902140288644
-- - 0.0
-  - 0.36290742002048326
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-  - 0.465346237525976
-- - 0.0
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-  - 0.4237288284448436
-- - 0.0
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-  - 0.42741932661590676
-- - 0.0
-  - 0.35215633302609456
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-  - 0.4391492872477771
-- - 0.0
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-  - 0.4066711879413156
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-  - 0.4231375424459163
-  - 0.4231375424459163
-all_intermediate_budgets:
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 510
-  - 570
-  - 630
-  - 1000
-- - 0
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-  - 390
-  - 1000
-- - 0
-  - 210
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-  - 450
-  - 510
-  - 570
-  - 630
-  - 1000
-- - 0
-  - 210
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-  - 1000
-- - 0
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-  - 1000
-- - 0
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-- - 0
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-  - 390
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-  - 570
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-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
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-  - 630
-  - 690
-  - 750
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-  - 990
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-- - 0
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-  - 330
-  - 390
-  - 450
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-  - 870
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.1856324457107729
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.17402664850984856
-  - !!python/tuple
-    - 0.17062946152754568
-  - !!python/tuple
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-- - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.18856627736867218
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.1691098661233977
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.21470619973876262
-- - !!python/tuple
-    - 0.0
-  - !!python/tuple
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-  - !!python/tuple
-    - 0.15408460625046405
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 0.15902223234596102
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/CNTNEWS1_STRONG.pickle.zst b/test/expected_results/CNTNEWS1_STRONG.pickle.zst
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-- !!python/tuple
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diff --git a/test/expected_results/CONTAM1_RNDSRCH.yaml b/test/expected_results/CONTAM1_RNDSRCH.yaml
deleted file mode 100644
index cc4cc165..00000000
--- a/test/expected_results/CONTAM1_RNDSRCH.yaml
+++ /dev/null
@@ -1,754 +0,0 @@
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    - 0
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-all_est_objectives:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
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-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
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-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
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-  - 1
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-  state: !!python/tuple
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-  state: !!python/tuple
-  - 1
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
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-    - 0
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-  state: !!python/tuple
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: CONTAM-1
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-solver_name: RNDSRCH
diff --git a/test/expected_results/CONTAM2_FCSA.pickle.zst b/test/expected_results/CONTAM2_FCSA.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/CONTAM2_FCSA.yaml b/test/expected_results/CONTAM2_FCSA.yaml
deleted file mode 100644
index 87c8258e..00000000
--- a/test/expected_results/CONTAM2_FCSA.yaml
+++ /dev/null
@@ -1,623 +0,0 @@
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    - 0
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    - 0
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-all_est_objectives:
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    - 0
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
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-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: CONTAM-2
-progress_curves:
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/CONTAM2_RNDSRCH.pickle.zst b/test/expected_results/CONTAM2_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/CONTAM2_RNDSRCH.yaml b/test/expected_results/CONTAM2_RNDSRCH.yaml
deleted file mode 100644
index 83871b36..00000000
--- a/test/expected_results/CONTAM2_RNDSRCH.yaml
+++ /dev/null
@@ -1,1032 +0,0 @@
-all_est_lhs:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - &id001 !!python/name:numpy.ndarray ''
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 6
-    - 5
-  - &id002 !!python/object/apply:numpy.dtype
-    args:
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-    - false
-    - true
-    state: !!python/tuple
-    - 3
-    - <
-    - null
-    - null
-    - null
-    - -1
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-    - 5
-  - *id002
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-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-    - 5
-  - *id002
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-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-    - 5
-  - *id002
-  - false
-  - !!binary |
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-    uB6F61HIv4yZmZmZmcm/jJmZmZmZyb+bcD0K16PAv4yZmZmZmcm/jJmZmZmZyb/81qNwPQrHv/3W
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-    hetRyL+MmZmZmZnJv7j1KFyPwsW/jJmZmZmZyb8=
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    LDMzMzMzw7+MmZmZmZnJv4yZmZmZmcm/jJmZmZmZyb+MmZmZmZnJvywzMzMzM8O/F1yPwvUovL9v
-    FK5H4XrEv4yZmZmZmcm/5lG4HoXrwb8sMzMzMzPDv8gehetRuJ6/KTMzMzMzw7/GHoXrUbiuvw3X
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-    61G4nr8pMzMzMzPDv7EehetRuJ6/DdejcD0Kt78=
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 7
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    RLgehetRyL+MmZmZmZnJv4yZmZmZmcm/jJmZmZmZyb+MmZmZmZnJv0S4HoXrUci/jJmZmZmZyb+M
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-    9Si8v70ehetRuL4/RLgehetRyL+MmZmZmZnJv3sUrkfheqQ/GFyPwvUovL+9HoXrUbi+Pw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 6
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    tPUoXI/Cxb9EuB6F61HIv0S4HoXrUci/RLgehetRyL+MmZmZmZnJv7T1KFyPwsW/KjMzMzMzw79E
-    uB6F61HIv30UrkfherS/t/UoXI/Cxb+09Shcj8LFv0S4HoXrUci/uPUoXI/Cxb9EuB6F61HIvzRc
-    j8L1KMw/tPUoXI/Cxb9EuB6F61HIv0S4HoXrUci/RLgehetRyL80XI/C9SjMP7T1KFyPwsW/RLge
-    hetRyL90FK5H4XqEP+BRuB6F68G/JTMzMzMzw7+09Shcj8LFv0S4HoXrUci/dBSuR+F6hD/gUbge
-    hevBvyUzMzMzM8O/
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 6
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    /NajcD0Kx7+MmZmZmZnJv4yZmZmZmcm/jJmZmZmZyb+MmZmZmZnJv/zWo3A9Cse/cRSuR+F6xL+6
-    9Shcj8LFv4yZmZmZmcm/jJmZmZmZyb/81qNwPQrHv0S4HoXrUci/hZmZmZmZqT+kHoXrUbiuP62Z
-    mZmZmam//NajcD0Kx7+MmZmZmZnJvz0zMzMzM9M/SlyPwvUovD/NHoXrUbiuv/zWo3A9Cse/jJmZ
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-    mZmpP44UrkfheqS/
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    tPUoXI/Cxb+MmZmZmZnJv4yZmZmZmcm/jJmZmZmZyb+MmZmZmZnJv7T1KFyPwsW/jJmZmZmZyb+D
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-    MzMzM8O/tPUoXI/Cxb/81qNwPQrHv8UehetRuL4/dxSuR+F6lL8N16NwPQq3v7T1KFyPwsW//Naj
-    cD0Kx7/FHoXrUbi+P3cUrkfhepS/DdejcD0Kt78=
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    uPUoXI/Cxb+MmZmZmZnJv4yZmZmZmcm/jJmZmZmZyb+MmZmZmZnJv7j1KFyPwsW/jJmZmZmZyb/A
-    HoXrUbiePx1cj8L1KLy/cRSuR+F6xL+49Shcj8LFv0S4HoXrUci/rB6F61G4rj+39Shcj8LFv7we
-    hetRuL4/uPUoXI/Cxb+mmZmZmZnJP62ZmZmZmbk/I1yPwvUo3D9duB6F61HIP7j1KFyPwsW/ppmZ
-    mZmZyT+tmZmZmZm5PyNcj8L1KNw/XbgehetRyD8=
-all_est_objectives:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 6
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFEBchC5JylYNQJdxtuPGkQpAvNCUIbJUCkB4dDhZjwAIQHh0OFmPAAhA
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFEDja6nav4EMQGaX36WmdQxAdtn2CDPXC0B22fYIM9cLQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFECRsGzcdhkPQC/DmaAXxwxAczry3AzvCEBzOvLcDO8IQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-  - *id002
-  - false
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFEAvqF2LbGkNQLM00lSjRw1AvK+aiIk0CUC8r5qIiTQJQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 7
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFEDnHmzLdKwQQLjeXdAlTA5AU1sJtlyVDECdEOvVO+YIQDx9FOzorAdAPH0U7OisB0A=
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 6
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFEDTXl61dGAMQNGNDunVVgxAJnF0Q4vACkBv6Hz94g8KQG/ofP3iDwpA
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 6
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFECkZ/uQf3AOQImXpeThhglALTOlN/CjB0CSpNl6j58HQJKk2XqPnwdA
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFED/kT1NjJoOQNJZHthapQtAoDABehTaCUCgMAF6FNoJQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 5
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAAFECgOzmzNZUKQLOhv2vupglADRGvNsZDBEANEa82xkMEQA==
-all_intermediate_budgets:
-- - 0
-  - 30
-  - 70
-  - 90
-  - 2820
-  - 10000
-- - 0
-  - 290
-  - 2460
-  - 4600
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-- - 0
-  - 310
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-- - 0
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-- - 0
-  - 40
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-- - 0
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-- - 0
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-- - 0
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-  - 3210
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-  - 10000
-- - 0
-  - 70
-  - 270
-  - 690
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 0.03326209446380745
-    - 0.9980069071951874
-    - 0.901269364977262
-    - 0.7880875551892006
-    - 0.9467520953445778
-  - !!python/tuple
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-    - 0.8519591601117293
-    - 0.6367106003304489
-    - 0.8388013584703865
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
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-objective_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: CONTAM-2
-progress_curves:
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-solver_name: RNDSRCH
diff --git a/test/expected_results/DUALSOURCING1_RNDSRCH.pickle.zst b/test/expected_results/DUALSOURCING1_RNDSRCH.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/DUALSOURCING1_RNDSRCH.yaml b/test/expected_results/DUALSOURCING1_RNDSRCH.yaml
deleted file mode 100644
index d22e30de..00000000
--- a/test/expected_results/DUALSOURCING1_RNDSRCH.yaml
+++ /dev/null
@@ -1,591 +0,0 @@
-all_est_objectives:
-- - 3291.55245
-  - 3284.783300000001
-  - 3274.906049999999
-  - 3261.74975
-  - 3257.48345
-  - 3251.78475
-  - 3251.78475
-- - 3294.1309499999998
-  - 3279.0634999999997
-  - 3274.7287500000007
-  - 3263.1724499999996
-  - 3261.18745
-  - 3250.3644499999996
-  - 3250.3644499999996
-- - 3292.8134999999997
-  - 3281.6305000000007
-  - 3268.73705
-  - 3249.467800000001
-  - 3249.467800000001
-- - 3289.0947499999997
-  - 3248.29325
-  - 3245.6727499999997
-  - 3245.6727499999997
-- - 3300.4361000000004
-  - 3275.393
-  - 3275.25365
-  - 3269.3328
-  - 3262.8836499999998
-  - 3262.8836499999998
-- - 3299.5075499999994
-  - 3292.6588
-  - 3280.7238
-  - 3259.878999999999
-  - 3255.5115
-  - 3255.5115
-- - 3290.2424999999994
-  - 3280.1293
-  - 3269.3651
-  - 3263.8942500000003
-  - 3246.4921000000004
-  - 3246.4921000000004
-- - 3298.4577000000004
-  - 3267.0598999999997
-  - 3265.2524999999996
-  - 3265.2524999999996
-- - 3298.7213
-  - 3291.00275
-  - 3270.6689499999998
-  - 3261.0730999999996
-  - 3261.0730999999996
-- - 3292.317499999999
-  - 3280.3055
-  - 3275.7666500000005
-  - 3264.0554999999995
-  - 3258.9226499999995
-  - 3250.4445
-  - 3248.56365
-  - 3248.56365
-all_intermediate_budgets:
-- - 0
-  - 20
-  - 30
-  - 290
-  - 590
-  - 940
-  - 1000
-- - 0
-  - 110
-  - 210
-  - 240
-  - 250
-  - 370
-  - 1000
-- - 0
-  - 50
-  - 230
-  - 330
-  - 1000
-- - 0
-  - 70
-  - 240
-  - 1000
-- - 0
-  - 50
-  - 150
-  - 330
-  - 600
-  - 1000
-- - 0
-  - 60
-  - 120
-  - 250
-  - 520
-  - 1000
-- - 0
-  - 20
-  - 30
-  - 140
-  - 150
-  - 1000
-- - 0
-  - 220
-  - 630
-  - 1000
-- - 0
-  - 90
-  - 140
-  - 470
-  - 1000
-- - 0
-  - 140
-  - 170
-  - 180
-  - 240
-  - 550
-  - 650
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 48.0
-    - 83.0
-  - !!python/tuple
-    - 53.0
-    - 85.0
-  - !!python/tuple
-    - 49.0
-    - 87.0
-  - !!python/tuple
-    - 48.0
-    - 89.0
-  - !!python/tuple
-    - 51.0
-    - 89.0
-  - !!python/tuple
-    - 51.0
-    - 89.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 54.0
-    - 86.0
-  - !!python/tuple
-    - 54.0
-    - 87.0
-  - !!python/tuple
-    - 51.0
-    - 87.0
-  - !!python/tuple
-    - 52.0
-    - 88.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 52.0
-    - 83.0
-  - !!python/tuple
-    - 54.0
-    - 88.0
-  - !!python/tuple
-    - 51.0
-    - 90.0
-  - !!python/tuple
-    - 51.0
-    - 90.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 52.0
-    - 90.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 48.0
-    - 87.0
-  - !!python/tuple
-    - 49.0
-    - 86.0
-  - !!python/tuple
-    - 47.0
-    - 90.0
-  - !!python/tuple
-    - 52.0
-    - 89.0
-  - !!python/tuple
-    - 52.0
-    - 89.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 49.0
-    - 82.0
-  - !!python/tuple
-    - 55.0
-    - 88.0
-  - !!python/tuple
-    - 51.0
-    - 89.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 56.0
-    - 88.0
-  - !!python/tuple
-    - 48.0
-    - 86.0
-  - !!python/tuple
-    - 51.0
-    - 86.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-  - !!python/tuple
-    - 50.0
-    - 90.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 50.0
-    - 87.0
-  - !!python/tuple
-    - 52.0
-    - 88.0
-  - !!python/tuple
-    - 52.0
-    - 88.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 57.0
-    - 89.0
-  - !!python/tuple
-    - 54.0
-    - 89.0
-  - !!python/tuple
-    - 48.0
-    - 90.0
-  - !!python/tuple
-    - 48.0
-    - 90.0
-- - !!python/tuple
-    - 50.0
-    - 80.0
-  - !!python/tuple
-    - 52.0
-    - 83.0
-  - !!python/tuple
-    - 54.0
-    - 86.0
-  - !!python/tuple
-    - 48.0
-    - 88.0
-  - !!python/tuple
-    - 54.0
-    - 90.0
-  - !!python/tuple
-    - 52.0
-    - 90.0
-  - !!python/tuple
-    - 51.0
-    - 90.0
-  - !!python/tuple
-    - 51.0
-    - 90.0
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 290.0
-    - 590.0
-    - 940.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3284.783300000001
-    - 3274.906049999999
-    - 3261.74975
-    - 3257.48345
-    - 3251.78475
-    - 3251.78475
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 110.0
-    - 210.0
-    - 240.0
-    - 250.0
-    - 370.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3279.0634999999997
-    - 3274.7287500000007
-    - 3263.1724499999996
-    - 3261.18745
-    - 3247.1854000000003
-    - 3247.1854000000003
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 50.0
-    - 230.0
-    - 330.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3281.6305000000007
-    - 3268.73705
-    - 3249.467800000001
-    - 3249.467800000001
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 70.0
-    - 240.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3248.29325
-    - 3247.1854000000003
-    - 3247.1854000000003
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 50.0
-    - 150.0
-    - 330.0
-    - 600.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3275.393
-    - 3275.25365
-    - 3269.3328
-    - 3262.8836499999998
-    - 3262.8836499999998
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 120.0
-    - 250.0
-    - 520.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3292.6588
-    - 3280.7238
-    - 3259.878999999999
-    - 3247.1854000000003
-    - 3247.1854000000003
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 140.0
-    - 150.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3280.1293
-    - 3269.3651
-    - 3263.8942500000003
-    - 3247.1854000000003
-    - 3247.1854000000003
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 220.0
-    - 630.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3267.0598999999997
-    - 3265.2524999999996
-    - 3265.2524999999996
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 140.0
-    - 470.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3291.00275
-    - 3270.6689499999998
-    - 3261.0730999999996
-    - 3261.0730999999996
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 140.0
-    - 170.0
-    - 180.0
-    - 240.0
-    - 550.0
-    - 650.0
-    - 1000.0
-  - !!python/tuple
-    - 3291.55245
-    - 3280.3055
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-    - 3264.0554999999995
-    - 3258.9226499999995
-    - 3250.4445
-    - 3248.56365
-    - 3248.56365
-problem_name: DUALSOURCING-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.03
-    - 0.29
-    - 0.59
-    - 0.94
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.3282695153272463
-    - 0.23211031610169966
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.11
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-    - 0.24
-    - 0.25
-    - 0.37
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.6208064318001868
-    - 0.36033610528532617
-    - 0.31559569545416366
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.33
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.7763666955544823
-    - 0.4857580118578982
-    - 0.05144358256860701
-    - 0.05144358256860701
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.07
-    - 0.24
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.02497010732063266
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.05
-    - 0.15
-    - 0.33
-    - 0.6
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.6357781281378824
-    - 0.6326372837499882
-    - 0.4991857696195694
-    - 0.3538267700917577
-    - 0.3538267700917577
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.06
-    - 0.12
-    - 0.25
-    - 0.52
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.024936298446708
-    - 0.7559303582275593
-    - 0.28610421472689174
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.03
-    - 0.14
-    - 0.15
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.7425307745274901
-    - 0.49991378737147874
-    - 0.37660493541941703
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.22
-    - 0.63
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.4479563099191746
-    - 0.4072188707610573
-    - 0.4072188707610573
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.09
-    - 0.14
-    - 0.47
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.9876101746679116
-    - 0.5293015875520134
-    - 0.3130183322983918
-    - 0.3130183322983918
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.14
-    - 0.17
-    - 0.18
-    - 0.24
-    - 0.55
-    - 0.65
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.746502190251544
-    - 0.6441999186333166
-    - 0.38023938936664137
-    - 0.2645488036729795
-    - 0.07345766734546863
-    - 0.031064720327354595
-    - 0.031064720327354595
-solver_name: RNDSRCH
diff --git a/test/expected_results/DYNAMNEWS1_ADAM.pickle.zst b/test/expected_results/DYNAMNEWS1_ADAM.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/DYNAMNEWS1_ADAM.yaml b/test/expected_results/DYNAMNEWS1_ADAM.yaml
deleted file mode 100644
index 514c62f3..00000000
--- a/test/expected_results/DYNAMNEWS1_ADAM.yaml
+++ /dev/null
@@ -1,579 +0,0 @@
-all_est_objectives:
-- - 120.0
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-  - 144.99999995
-all_intermediate_budgets:
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-  - 660
-  - 1000
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-  - 660
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-- - 0
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-- - 0
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-- - 0
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-all_recommended_xs:
-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-    - 2.500000001
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 144.99999995
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 144.99999995
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 144.99999995
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 144.99999995
-    - 144.99999995
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 144.99999995
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 144.99999995
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-problem_name: DYNAMNEWS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1.0
-  - !!python/tuple
-    - 1.0
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-solver_name: ADAM
diff --git a/test/expected_results/DYNAMNEWS1_ALOE.pickle.zst b/test/expected_results/DYNAMNEWS1_ALOE.pickle.zst
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diff --git a/test/expected_results/DYNAMNEWS1_ALOE.yaml b/test/expected_results/DYNAMNEWS1_ALOE.yaml
deleted file mode 100644
index 6f78403a..00000000
--- a/test/expected_results/DYNAMNEWS1_ALOE.yaml
+++ /dev/null
@@ -1,579 +0,0 @@
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-- - 120.0
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-- - 120.0
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-- - 120.0
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-  - 145.0
-all_intermediate_budgets:
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-- - 0
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-- - 0
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-- - 0
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-all_recommended_xs:
-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-num_macroreps: 10
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-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 120.0
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-    - 145.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
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-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-    - 145.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-    - 145.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
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-    - 145.0
-problem_name: DYNAMNEWS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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diff --git a/test/expected_results/DYNAMNEWS1_ASTRODF.pickle.zst b/test/expected_results/DYNAMNEWS1_ASTRODF.pickle.zst
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HcmV?d00001

diff --git a/test/expected_results/DYNAMNEWS1_ASTRODF.yaml b/test/expected_results/DYNAMNEWS1_ASTRODF.yaml
deleted file mode 100644
index 0137f878..00000000
--- a/test/expected_results/DYNAMNEWS1_ASTRODF.yaml
+++ /dev/null
@@ -1,919 +0,0 @@
-all_est_objectives:
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-- - 120.0
-  - 139.90535852767488
-  - 154.4539433414887
-  - 162.22947401636173
-  - 162.22947401636173
-all_intermediate_budgets:
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-- - 5
-  - 110
-  - 310
-  - 753
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-    - 2.601892829446503
-  - !!python/tuple
-    - 3.522026124322272
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-    - 2.17635391193111
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-  - !!python/tuple
-    - 3.3665155108248026
-    - 2.0208432984336406
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.0208432984336477
-    - 2.020843298433655
-    - 2.0208432984336584
-    - 2.0208432984336513
-    - 2.020843298433655
-    - 2.0208432984336584
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 110.0
-    - 310.0
-    - 753.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 139.90535852767488
-    - 154.4539433414887
-    - 162.22947401636173
-    - 162.22947401636173
-problem_name: DYNAMNEWS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.11
-    - 0.31
-    - 0.753
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5286382558313991
-    - 0.18412568131586066
-    - -0.0
-    - -0.0
-solver_name: ASTRODF
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diff --git a/test/expected_results/DYNAMNEWS1_NELDMD.yaml b/test/expected_results/DYNAMNEWS1_NELDMD.yaml
deleted file mode 100644
index 21050675..00000000
--- a/test/expected_results/DYNAMNEWS1_NELDMD.yaml
+++ /dev/null
@@ -1,528 +0,0 @@
-all_est_objectives:
-- - 120.0
-  - 140.32722485757927
-  - 140.32722485757927
-- - 120.0
-  - 137.12313884196678
-  - 137.12313884196678
-- - 120.0
-  - 120.0
-- - 120.0
-  - 137.22984650726218
-  - 137.22984650726218
-- - 120.0
-  - 138.28951296145596
-  - 138.28951296145596
-- - 120.0
-  - 120.0
-- - 120.0
-  - 132.0580866213513
-  - 132.0580866213513
-- - 120.0
-  - 120.0
-- - 120.0
-  - 134.96429481669952
-  - 134.96429481669952
-- - 120.0
-  - 131.35814876846175
-  - 131.35814876846175
-all_intermediate_budgets:
-- - 0
-  - 990
-  - 1000
-- - 0
-  - 690
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 720
-  - 1000
-- - 0
-  - 690
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 750
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 690
-  - 1000
-- - 0
-  - 810
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
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-    - 2.969027030589398
-    - 3.6618743849995004
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-    - 1.6739925431977747
-    - 2.5108215209525153
-    - 1.0000000005838672e-07
-    - 2.9718729754568916
-  - !!python/tuple
-    - 3.7886285505870987
-    - 2.969027030589398
-    - 3.6618743849995004
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-    - 1.8337725612056026
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-    - 1.6739925431977747
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-    - 1.0000000005838672e-07
-    - 2.9718729754568916
-- - !!python/tuple
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-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
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-    - 3.0
-  - !!python/tuple
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-    - 2.253968994068801
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-  - !!python/tuple
-    - 2.7596227692266835
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-    - 1.8315381898254697
-    - 0.8166826851810032
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-    - 3.0720195705975404
-    - 1.0000000005838672e-07
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-- - !!python/tuple
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-    - 3.0
-    - 3.0
-    - 3.0
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-    - 3.0
-  - !!python/tuple
-    - 3.0
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-    - 3.0
-    - 3.0
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-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
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-- - !!python/tuple
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-    - 3.0
-    - 3.0
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
-    - 1.467057588270408
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-    - 4.692800272497436
-    - 0.4505359468627381
-    - 1.0000000000287557e-07
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-    - 3.025676642266447
-    - 1.800735400598667
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-    - 3.865481085216654
-  - !!python/tuple
-    - 1.467057588270408
-    - 1.3319794877658817
-    - 4.692800272497436
-    - 0.4505359468627381
-    - 1.0000000000287557e-07
-    - 3.319077232124695
-    - 3.025676642266447
-    - 1.800735400598667
-    - 2.7887536521058753
-    - 3.865481085216654
-- - !!python/tuple
-    - 3.0
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-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 3.0
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-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
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-- - !!python/tuple
-    - 3.0
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-  - !!python/tuple
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-  - !!python/tuple
-    - 4.053782719829774
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-- - !!python/tuple
-    - 3.0
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-    - 3.0
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-  - !!python/tuple
-    - 3.0
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-    - 3.0
-    - 3.0
-    - 3.0
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
-    - 3.782046916200016
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-  - !!python/tuple
-    - 3.782046916200016
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-    - 0.5804720793565912
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-    - 6.3758161364705925
-    - 1.2728806756792106
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 990.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 140.32722485757927
-    - 140.32722485757927
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 690.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 137.12313884196678
-    - 137.12313884196678
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 120.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 720.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 137.22984650726218
-    - 137.22984650726218
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 690.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 138.28951296145596
-    - 138.28951296145596
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 120.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 750.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 132.0580866213513
-    - 132.0580866213513
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 120.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 690.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 134.96429481669952
-    - 134.96429481669952
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 810.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 131.35814876846175
-    - 131.35814876846175
-problem_name: DYNAMNEWS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.99
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.69
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.1576253540786609
-    - 0.1576253540786609
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.72
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.1523758590766112
-    - 0.1523758590766112
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.69
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.10024545457633019
-    - 0.10024545457633019
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.75
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.40680113956356023
-    - 0.40680113956356023
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.69
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.26382991669815214
-    - 0.26382991669815214
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.81
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.4412346570650192
-    - 0.4412346570650192
-solver_name: NELDMD
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diff --git a/test/expected_results/DYNAMNEWS1_RNDSRCH.yaml b/test/expected_results/DYNAMNEWS1_RNDSRCH.yaml
deleted file mode 100644
index 42d81087..00000000
--- a/test/expected_results/DYNAMNEWS1_RNDSRCH.yaml
+++ /dev/null
@@ -1,596 +0,0 @@
-all_est_objectives:
-- - 120.0
-  - 132.97336658427028
-  - 146.88837878936502
-  - 146.88837878936502
-- - 120.0
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-- - 120.0
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-  - 145.90403108532502
-- - 120.0
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-  - 124.33123266578104
-- - 120.0
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-  - 131.8208805701563
-- - 120.0
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-  - 150.86918328674278
-- - 120.0
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-- - 120.0
-  - 120.99177821685791
-  - 120.99177821685791
-- - 120.0
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-  - 138.44031632495714
-- - 120.0
-  - 120.0
-all_intermediate_budgets:
-- - 0
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-  - 610
-  - 1000
-- - 0
-  - 390
-  - 1000
-- - 0
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-all_recommended_xs:
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
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-    - 3.0
-    - 3.0
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.2799051814294136
-    - 0.4364330556192611
-    - 0.709495287755276
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-    - 0.10045085355960241
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-- - !!python/tuple
-    - 3.0
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-    - 3.0
-    - 3.0
-    - 3.0
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-  - !!python/tuple
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-  - !!python/tuple
-    - 4.297877972470275
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-    - 2.5284771448753878
-    - 7.048550594155333
-    - 4.1085243212462075
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-    - 3.1867969927503204
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-- - !!python/tuple
-    - 3.0
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-    - 3.0
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.2287495391396583
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-    - 2.108124270683585
-    - 0.14025330291425042
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-    - 5.003943948731838
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-  - !!python/tuple
-    - 1.2287495391396583
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-    - 4.426196376012835
-    - 2.108124270683585
-    - 0.14025330291425042
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-    - 2.481113070638738
-    - 5.003943948731838
-    - 0.8906083985340192
-    - 3.531582167970271
-- - !!python/tuple
-    - 3.0
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-    - 3.0
-    - 3.0
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-    - 3.0
-    - 3.0
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-  - !!python/tuple
-    - 3.515721790322599
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-  - !!python/tuple
-    - 3.515721790322599
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-    - 0.925871474338059
-    - 3.5973821436649853
-    - 3.499980144667409
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-    - 0.850270285004801
-    - 2.9865966833224777
-    - 1.7338202615814782
-    - 1.2906439459076944
-- - !!python/tuple
-    - 3.0
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-    - 3.0
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-    - 3.0
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-  - !!python/tuple
-    - 0.8735068891405671
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-  - !!python/tuple
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-    - 2.800953828869014
-    - 0.7588440011813193
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-- - !!python/tuple
-    - 3.0
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-    - 2.0093509806192023
-  - !!python/tuple
-    - 2.9216751381076005
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-    - 4.270505050258955
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-    - 1.820579745965215
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-    - 5.685964394984905
-    - 2.3862585882520735
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-    - 2.0093509806192023
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 320.0
-    - 610.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 132.97336658427028
-    - 146.88837878936502
-    - 146.88837878936502
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 390.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 122.81327077773409
-    - 122.81327077773409
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 100.0
-    - 300.0
-    - 740.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 132.56550638089544
-    - 135.2840984470892
-    - 145.90403108532502
-    - 145.90403108532502
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 310.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 124.33123266578104
-    - 124.33123266578104
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 340.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 131.8208805701563
-    - 131.8208805701563
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 340.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 150.86918328674278
-    - 150.86918328674278
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 120.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 160.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 120.99177821685791
-    - 120.99177821685791
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 680.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 138.44031632495714
-    - 138.44031632495714
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 120.0
-problem_name: DYNAMNEWS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.32
-    - 0.61
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5797308123198102
-    - 0.12895723415809887
-    - 0.12895723415809887
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.39
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.9088647486523465
-    - 0.9088647486523465
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.1
-    - 0.3
-    - 0.74
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.592943348575993
-    - 0.5048751920283818
-    - 0.16084494867572743
-    - 0.16084494867572743
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.31
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.8596907269768567
-    - 0.8596907269768567
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.34
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.6170653282157629
-    - 0.6170653282157629
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.34
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.16
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.967871575750958
-    - 0.967871575750958
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.68
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.4026302492791703
-    - 0.4026302492791703
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-solver_name: RNDSRCH
diff --git a/test/expected_results/DYNAMNEWS1_SPSA.pickle.zst b/test/expected_results/DYNAMNEWS1_SPSA.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/DYNAMNEWS1_SPSA.yaml b/test/expected_results/DYNAMNEWS1_SPSA.yaml
deleted file mode 100644
index 510592a2..00000000
--- a/test/expected_results/DYNAMNEWS1_SPSA.yaml
+++ /dev/null
@@ -1,2194 +0,0 @@
-all_est_objectives:
-- - 120.0
-  - 135.99999999920416
-  - 136.73751735714364
-  - 137.33577862489784
-  - 139.3740908142008
-  - 139.82140377739694
-  - 140.22220147052707
-  - 140.55749178531923
-  - 140.86866059240373
-  - 143.4864462962174
-  - 143.75994707120185
-  - 144.7937586235706
-  - 145.02735868979542
-  - 145.02735868979542
-- - 120.0
-  - 123.99999999980108
-  - 124.73751735770684
-  - 130.12186876756576
-  - 130.12186876756573
-  - 131.91112062041017
-  - 133.5143113929167
-  - 133.87882448557522
-  - 134.21411480034394
-  - 134.21411480034394
-  - 136.8319005041889
-  - 137.10540127917338
-  - 137.3638541672632
-  - 137.60912043986477
-  - 139.71152103575875
-  - 139.71152103575875
-- - 120.0
-  - 120.0
-- - 120.0
-  - 123.99999999980108
-  - 124.73751735770684
-  - 125.33577862546575
-  - 127.374090814752
-  - 127.82140377797806
-  - 128.22220147111503
-  - 129.68025384169843
-  - 130.01554415646714
-  - 130.01554415646714
-  - 132.6333298602965
-  - 133.72733296024447
-  - 133.96093302644772
-  - 133.96093302644772
-- - 120.0
-  - 123.99999999980108
-  - 124.73751735770684
-  - 125.33577862545624
-  - 125.84535667276117
-  - 126.29266963597975
-  - 127.89586040843861
-  - 128.26037350109704
-  - 129.4238338138927
-  - 130.51783691384068
-  - 130.77628980193046
-  - 131.02155607451397
-  - 131.02155607451397
-- - 120.0
-  - 121.0
-  - 123.95006943173551
-  - 126.34311450279972
-  - 130.3689311718006
-  - 131.97212194425262
-  - 133.43017431483602
-  - 134.7713355739345
-  - 135.08250438101902
-  - 136.2459646938251
-  - 138.70747166865607
-  - 139.74128322104357
-  - 139.98654949364973
-  - 139.98654949364973
-- - 120.0
-  - 121.0
-  - 123.95006943173551
-  - 126.34311450274274
-  - 128.38142669203737
-  - 128.78222438516744
-  - 130.12338564427765
-  - 131.36806087265973
-  - 131.64156164764927
-  - 131.90001453573902
-  - 132.14528080832255
-  - 133.07968107315276
-  - 133.07968107315276
-- - 120.0
-  - 122.0
-  - 123.47503471594108
-  - 124.67155725150425
-  - 124.92634627517351
-  - 125.15000275679586
-  - 125.33225930312307
-  - 125.33225930312307
-  - 126.73251893510196
-  - 127.31424909153131
-  - 127.83115486775321
-  - 129.79328504866336
-  - 130.26048518111037
-  - 130.26048518111037
-- - 120.0
-  - 121.33333333331755
-  - 122.31668981060369
-  - 122.51611023319447
-  - 122.68596958231217
-  - 123.2203665065013
-  - 123.34187087072438
-  - 123.4536343089917
-  - 123.86852605178863
-  - 123.96548107786208
-  - 124.05163204056042
-  - 124.13338746476622
-  - 124.13338746476622
-  - 124.13338746476622
-- - 120.0
-  - 123.0
-  - 125.2125520738236
-  - 125.80896935814263
-  - 125.94256858918992
-  - 126.06407295341197
-  - 127.06994389778856
-  - 127.16689892386121
-  - 127.16689892386117
-  - 127.248654348067
-  - 127.248654348067
-all_intermediate_budgets:
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 510
-  - 630
-  - 690
-  - 750
-  - 810
-  - 870
-  - 990
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 510
-  - 570
-  - 630
-  - 690
-  - 750
-  - 810
-  - 870
-  - 930
-  - 990
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 510
-  - 570
-  - 630
-  - 690
-  - 750
-  - 810
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-problem_name: DYNAMNEWS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 0.7103707811155258
-solver_name: SPSA
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diff --git a/test/expected_results/DYNAMNEWS1_STRONG.yaml b/test/expected_results/DYNAMNEWS1_STRONG.yaml
deleted file mode 100644
index 6b05c36c..00000000
--- a/test/expected_results/DYNAMNEWS1_STRONG.yaml
+++ /dev/null
@@ -1,579 +0,0 @@
-all_est_objectives:
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-- - 120.0
-  - 151.62277660168382
-  - 151.62277660168382
-all_intermediate_budgets:
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-- - 10
-  - 220
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
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-    - 2.367544467966324
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-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
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-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
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-    - 2.367544467966324
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
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-    - 2.367544467966324
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
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-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
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-  - !!python/tuple
-    - 2.367544467966324
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-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
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-    - 2.367544467966324
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-  - !!python/tuple
-    - 2.367544467966324
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-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-- - !!python/tuple
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-    - 3.0
-  - !!python/tuple
-    - 2.367544467966324
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-  - !!python/tuple
-    - 2.367544467966324
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-    - 2.367544467966324
-    - 2.367544467966324
-    - 2.367544467966324
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 220.0
-    - 1000.0
-  - !!python/tuple
-    - 120.0
-    - 151.62277660168382
-    - 151.62277660168382
-problem_name: DYNAMNEWS-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.22
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-solver_name: STRONG
diff --git a/test/expected_results/EXAMPLE1_ADAM.pickle.zst b/test/expected_results/EXAMPLE1_ADAM.pickle.zst
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diff --git a/test/expected_results/EXAMPLE1_ADAM.yaml b/test/expected_results/EXAMPLE1_ADAM.yaml
deleted file mode 100644
index 1f5daffa..00000000
--- a/test/expected_results/EXAMPLE1_ADAM.yaml
+++ /dev/null
@@ -1,789 +0,0 @@
-all_est_objectives:
-- - 7.903551197790307
-  - 4.403551205290308
-  - 1.9385528592614014
-  - 0.48023513138392304
-  - -0.07596958889124633
-  - -0.09019097673721527
-  - -0.09567648872865574
-  - -0.09567648872865574
-- - 8.119582533677294
-  - 4.6195825411772935
-  - 2.154584195148387
-  - 0.6962664672709087
-  - 0.14006174699573942
-  - 0.12584035914977051
-  - 0.12035484715833006
-  - 0.12035484715833006
-- - 7.976856896022382
-  - 4.476856903522382
-  - 2.011858557493474
-  - 0.5535408296159963
-  - -0.0026638906591731084
-  - -0.016885278505141953
-  - -0.022370790496582443
-  - -0.022370790496582443
-- - 8.180131279954653
-  - 4.680131287454653
-  - 2.215132941425747
-  - 0.7568152135482683
-  - 0.20061049327309885
-  - 0.18638910542712991
-  - 0.1809035934356895
-  - 0.1809035934356895
-- - 7.8782672205408835
-  - 4.378267228040881
-  - 1.9132688820119745
-  - 0.45495115413449616
-  - -0.1012535661406732
-  - -0.11547495398664209
-  - -0.12096046597808256
-  - -0.12096046597808256
-- - 8.017782437920566
-  - 4.517782445420563
-  - 2.052784099391656
-  - 0.594466371514178
-  - 0.03826165123900876
-  - 0.024040263393039867
-  - 0.018554751401599397
-  - 0.018554751401599397
-- - 7.9194888015218154
-  - 4.419488809021813
-  - 1.954490462992906
-  - 0.4961727351154277
-  - -0.06003198515974163
-  - -0.07425337300571057
-  - -0.079738884997151
-  - -0.079738884997151
-- - 7.975335312885124
-  - 4.475335320385124
-  - 2.010336974356217
-  - 0.552019246478739
-  - -0.004185473796430293
-  - -0.018406861642399165
-  - -0.023892373633839635
-  - -0.023892373633839635
-- - 8.016362370710029
-  - 4.516362378210028
-  - 2.05136403218112
-  - 0.5930463043036418
-  - 0.036841584028472416
-  - 0.02262019618250352
-  - 0.01713468419106306
-  - 0.01713468419106306
-- - 7.955360178855756
-  - 4.455360186355754
-  - 1.9903618403268473
-  - 0.5320441124493689
-  - -0.024160607825800505
-  - -0.03838199567176938
-  - -0.04386750766320986
-  - -0.04386750766320986
-all_intermediate_budgets:
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 480
-  - 840
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.50000000125
-    - 1.50000000125
-  - !!python/tuple
-    - 1.0087124618718393
-    - 1.0087124618718393
-  - !!python/tuple
-    - 0.5369748288298137
-    - 0.5369748288298137
-  - !!python/tuple
-    - 0.10119094158679942
-    - 0.10119094158679942
-  - !!python/tuple
-    - -0.05593668506658764
-    - -0.05593668506658764
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-  - !!python/tuple
-    - -0.01965087124069538
-    - -0.01965087124069538
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.403551205290308
-    - 1.9385528592614014
-    - 0.48023513138392304
-    - -0.07596958889124633
-    - -0.09019097673721527
-    - -0.09567648872865574
-    - -0.09567648872865574
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.6195825411772935
-    - 2.154584195148387
-    - 0.6962664672709087
-    - 0.14006174699573942
-    - 0.12584035914977051
-    - 0.12035484715833006
-    - 0.12035484715833006
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.476856903522382
-    - 2.011858557493474
-    - 0.5535408296159963
-    - -0.0026638906591731084
-    - -0.016885278505141953
-    - -0.022370790496582443
-    - -0.022370790496582443
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.680131287454653
-    - 2.215132941425747
-    - 0.7568152135482683
-    - 0.20061049327309885
-    - 0.18638910542712991
-    - 0.1809035934356895
-    - 0.1809035934356895
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.378267228040881
-    - 1.9132688820119745
-    - 0.45495115413449616
-    - -0.1012535661406732
-    - -0.11547495398664209
-    - -0.12096046597808256
-    - -0.12096046597808256
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.517782445420563
-    - 2.052784099391656
-    - 0.594466371514178
-    - 0.03826165123900876
-    - 0.024040263393039867
-    - 0.018554751401599397
-    - 0.018554751401599397
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.419488809021813
-    - 1.954490462992906
-    - 0.4961727351154277
-    - -0.06003198515974163
-    - -0.07425337300571057
-    - -0.079738884997151
-    - -0.079738884997151
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.475335320385124
-    - 2.010336974356217
-    - 0.552019246478739
-    - -0.004185473796430293
-    - -0.018406861642399165
-    - -0.023892373633839635
-    - -0.023892373633839635
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.516362378210028
-    - 2.05136403218112
-    - 0.5930463043036418
-    - 0.036841584028472416
-    - 0.02262019618250352
-    - 0.01713468419106306
-    - 0.01713468419106306
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 150.0
-    - 480.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 4.455360186355754
-    - 1.9903618403268473
-    - 0.5320441124493689
-    - -0.024160607825800505
-    - -0.03838199567176938
-    - -0.04386750766320986
-    - -0.04386750766320986
-problem_name: EXAMPLE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.06
-    - 0.09
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-  - !!python/tuple
-    - 1.0
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-    - -0.009612082846061158
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.12
-    - 0.15
-    - 0.48
-    - 0.84
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-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.48
-    - 0.84
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-  - !!python/tuple
-    - 1.0
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-    - -0.0003370498390543589
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.12
-    - 0.15
-    - 0.48
-    - 0.84
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-  - !!python/tuple
-    - 1.0
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-    - 0.025382323496453845
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-- !!python/tuple
-  - !!python/tuple
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-    - 0.48
-    - 0.84
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - -0.012811148255607164
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.06
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-    - 0.12
-    - 0.15
-    - 0.48
-    - 0.84
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.2597293353354348
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-    - 0.004841070840371862
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-- !!python/tuple
-  - !!python/tuple
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-    - 0.48
-    - 0.84
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-  - !!python/tuple
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-    - -0.007595571111948451
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.12
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-    - 0.48
-    - 0.84
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-  - !!python/tuple
-    - 1.0
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-    - 0.06984445759433731
-    - -0.0005295687586107466
-    - -0.002328935586264741
-    - -0.003022992201343558
-    - -0.003022992201343558
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.15
-    - 0.48
-    - 0.84
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-  - !!python/tuple
-    - 1.0
-    - 0.5714345697504588
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-    - 0.07503542261729727
-    - 0.004661396264349204
-    - 0.002862029436695207
-    - 0.002167972821616391
-    - 0.002167972821616391
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - -0.005550354083297953
-solver_name: ADAM
diff --git a/test/expected_results/EXAMPLE1_ALOE.pickle.zst b/test/expected_results/EXAMPLE1_ALOE.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/EXAMPLE1_ALOE.yaml b/test/expected_results/EXAMPLE1_ALOE.yaml
deleted file mode 100644
index c5e89b1a..00000000
--- a/test/expected_results/EXAMPLE1_ALOE.yaml
+++ /dev/null
@@ -1,519 +0,0 @@
-all_est_objectives:
-- - 7.903551197790307
-  - 2.7835511977903082
-  - 0.9403511977903071
-  - 0.9403511977903023
-  - 0.9403511977903023
-- - 8.119582533677294
-  - 2.999582533677294
-  - 1.1563825336772928
-  - 1.1563825336772882
-  - 1.1563825336772882
-- - 7.976856896022382
-  - 2.8568568960223812
-  - 1.0136568960223804
-  - 1.0136568960223755
-  - 1.0136568960223755
-- - 8.180131279954653
-  - 3.0601312799546543
-  - 1.2169312799546521
-  - 1.2169312799546477
-  - 1.2169312799546477
-- - 7.8782672205408835
-  - 2.7582672205408816
-  - 0.9150672205408802
-  - 0.9150672205408756
-  - 0.9150672205408756
-- - 8.017782437920566
-  - 2.897782437920564
-  - 1.0545824379205622
-  - 1.0545824379205575
-  - 1.0545824379205575
-- - 7.9194888015218154
-  - 2.7994888015218122
-  - 0.9562888015218118
-  - 0.9562888015218072
-  - 0.9562888015218072
-- - 7.975335312885124
-  - 2.8553353128851247
-  - 1.012135312885123
-  - 1.0121353128851185
-  - 1.0121353128851185
-- - 8.016362370710029
-  - 2.896362370710028
-  - 1.0531623707100257
-  - 1.0531623707100213
-  - 1.0531623707100213
-- - 7.955360178855756
-  - 2.835360178855754
-  - 0.992160178855753
-  - 0.9921601788557481
-  - 0.9921601788557481
-all_intermediate_budgets:
-- - 0
-  - 90
-  - 150
-  - 180
-  - 1000
-- - 0
-  - 90
-  - 150
-  - 180
-  - 1000
-- - 0
-  - 90
-  - 150
-  - 180
-  - 1000
-- - 0
-  - 90
-  - 150
-  - 180
-  - 1000
-- - 0
-  - 90
-  - 150
-  - 180
-  - 1000
-- - 0
-  - 90
-  - 150
-  - 180
-  - 1000
-- - 0
-  - 90
-  - 150
-  - 180
-  - 1000
-- - 0
-  - 90
-  - 150
-  - 180
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 2.0
-    - 2.0
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -1.2000000000000002
-    - -1.2000000000000002
-  - !!python/tuple
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-  - !!python/tuple
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-    - -0.7199999999999982
-  - !!python/tuple
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-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
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-    - -1.2000000000000002
-  - !!python/tuple
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-  - !!python/tuple
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-    - -0.7199999999999982
-  - !!python/tuple
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-    - -0.7199999999999982
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
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-    - -1.2000000000000002
-  - !!python/tuple
-    - 0.7199999999999998
-    - 0.7199999999999998
-  - !!python/tuple
-    - -0.7199999999999982
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-  - !!python/tuple
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-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -1.2000000000000002
-    - -1.2000000000000002
-  - !!python/tuple
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-    - 0.7199999999999998
-  - !!python/tuple
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-    - -0.7199999999999982
-  - !!python/tuple
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-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -1.2000000000000002
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-  - !!python/tuple
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-    - 0.7199999999999998
-  - !!python/tuple
-    - -0.7199999999999982
-    - -0.7199999999999982
-  - !!python/tuple
-    - -0.7199999999999982
-    - -0.7199999999999982
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
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-    - 2.7835511977903082
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-    - 1.1563825336772882
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-    - 1.0136568960223804
-    - 1.0136568960223755
-    - 1.0136568960223755
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 3.0601312799546543
-    - 1.2169312799546521
-    - 1.2169312799546477
-    - 1.2169312799546477
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 2.7582672205408816
-    - 0.9150672205408802
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-    - 0.9150672205408756
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-    - 1.0545824379205622
-    - 1.0545824379205575
-    - 1.0545824379205575
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 180.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-    - 0.9562888015218072
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
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-    - 1.012135312885123
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 180.0
-    - 1000.0
-  - !!python/tuple
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-    - 1.0531623707100213
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 90.0
-    - 150.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
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-    - 0.992160178855753
-    - 0.9921601788557481
-    - 0.9921601788557481
-problem_name: EXAMPLE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.09
-    - 0.15
-    - 0.18
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
-    - 0.3795233887414969
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
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-    - 1.0
-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.12099482594471819
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.3612724510070139
-    - 0.12806082829805646
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
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-    - 0.13325179332101586
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.3587450891250594
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-solver_name: ALOE
diff --git a/test/expected_results/EXAMPLE1_ASTRODF.pickle.zst b/test/expected_results/EXAMPLE1_ASTRODF.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/EXAMPLE1_ASTRODF.yaml b/test/expected_results/EXAMPLE1_ASTRODF.yaml
deleted file mode 100644
index 6269a152..00000000
--- a/test/expected_results/EXAMPLE1_ASTRODF.yaml
+++ /dev/null
@@ -1,429 +0,0 @@
-all_est_objectives:
-- - 7.903551197790307
-  - 0.015007377791990031
-  - -0.09644880220969246
-  - -0.09644880220969246
-- - 8.119582533677294
-  - 0.23103871367897583
-  - 0.11958253367729331
-  - 0.11958253367729331
-- - 7.976856896022382
-  - 0.08831307602406331
-  - -0.023143103977619206
-  - -0.023143103977619206
-- - 8.180131279954653
-  - 0.2915874599563352
-  - 0.18013127995465272
-  - 0.18013127995465272
-- - 7.8782672205408835
-  - -0.010276599457436787
-  - -0.12173277945911931
-  - -0.12173277945911931
-- - 8.017782437920566
-  - 0.12923861792224517
-  - 0.017782437920562676
-  - 0.017782437920562676
-- - 7.9194888015218154
-  - 0.030944981523494786
-  - -0.08051119847818775
-  - -0.08051119847818775
-- - 7.975335312885124
-  - 0.08679149288680611
-  - -0.02466468711487639
-  - -0.02466468711487639
-- - 8.016362370710029
-  - 0.1278185507117088
-  - 0.016362370710026303
-  - 0.016362370710026303
-- - 7.955360178855756
-  - 0.0668163588574359
-  - -0.044639821144246604
-  - -0.044639821144246604
-all_intermediate_budgets:
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-- - 5
-  - 10
-  - 15
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.2360679774997898
-    - -0.2360679774997898
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-  - !!python/tuple
-    - 2.220446049250313e-16
-    - 2.220446049250313e-16
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.015007377791990031
-    - -0.09644880220969246
-    - -0.09644880220969246
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.23103871367897583
-    - 0.11958253367729331
-    - 0.11958253367729331
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.08831307602406331
-    - -0.023143103977619206
-    - -0.023143103977619206
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.2915874599563352
-    - 0.18013127995465272
-    - 0.18013127995465272
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - -0.010276599457436787
-    - -0.12173277945911931
-    - -0.12173277945911931
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.12923861792224517
-    - 0.017782437920562676
-    - 0.017782437920562676
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.030944981523494786
-    - -0.08051119847818775
-    - -0.08051119847818775
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.08679149288680611
-    - -0.02466468711487639
-    - -0.02466468711487639
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.1278185507117088
-    - 0.016362370710026303
-    - 0.016362370710026303
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 15.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.0668163588574359
-    - -0.044639821144246604
-    - -0.044639821144246604
-problem_name: EXAMPLE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.001898814522285353
-    - -0.012203223563182312
-    - -0.012203223563182312
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.029232266344218806
-    - 0.015130228258751138
-    - 0.015130228258751138
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.01117384752929216
-    - -0.0029281905561755086
-    - -0.0029281905561755086
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.03689322086480036
-    - 0.022791182779332692
-    - 0.022791182779332692
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0013002508872606458
-    - -0.015402288972728315
-    - -0.015402288972728315
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.01635196820871838
-    - 0.002249930123250714
-    - 0.002249930123250714
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.003915326256398068
-    - -0.010186711829069602
-    - -0.010186711829069602
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.01098132860973577
-    - -0.0031207094757318963
-    - -0.0031207094757318963
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.01617229363269572
-    - 0.002070255547228053
-    - 0.002070255547228053
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.015
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.008453966727781377
-    - -0.0056480713576862905
-    - -0.0056480713576862905
-solver_name: ASTRODF
diff --git a/test/expected_results/EXAMPLE1_NELDMD.pickle.zst b/test/expected_results/EXAMPLE1_NELDMD.pickle.zst
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diff --git a/test/expected_results/EXAMPLE1_NELDMD.yaml b/test/expected_results/EXAMPLE1_NELDMD.yaml
deleted file mode 100644
index 6ecee206..00000000
--- a/test/expected_results/EXAMPLE1_NELDMD.yaml
+++ /dev/null
@@ -1,672 +0,0 @@
-all_est_objectives:
-- - 7.903551197790307
-  - -0.09644640016839132
-  - -0.09644872973314587
-  - -0.09644872973314587
-- - 8.119582533677294
-  - 0.1281654633078836
-  - 0.12025060930535407
-  - 0.12008788006149328
-  - 0.12008788006149328
-- - 7.976856896022382
-  - 0.17649037776246415
-  - -0.00042200281393437676
-  - -0.0036577734555506146
-  - -0.007089395388055545
-  - -0.014375996139893883
-  - -0.021509004618859143
-  - -0.02181566665576085
-  - -0.02181566665576085
-- - 8.180131279954653
-  - 0.4317025308079476
-  - 0.2221758645318664
-  - 0.21968882115330066
-  - 0.18016845313865582
-  - 0.18016845313865582
-- - 7.8782672205408835
-  - 0.09996794664289788
-  - -0.12164707396166655
-  - -0.12166688688916778
-  - -0.12173186281060193
-  - -0.12173186281060193
-- - 8.017782437920566
-  - 0.026277063986824455
-  - 0.025578135249436026
-  - 0.017787448130174837
-  - 0.017787448130174837
-- - 7.9194888015218154
-  - -0.01268664918269342
-  - -0.021460129890490506
-  - -0.07904682432625551
-  - -0.0804578363872733
-  - -0.0804578363872733
-- - 7.975335312885124
-  - 0.006587093018437868
-  - -0.013208990657627501
-  - -0.01895665616941808
-  - -0.02187880112391326
-  - -0.02225170168330721
-  - -0.024649258172348403
-  - -0.024663807153444614
-  - -0.024663807153444614
-- - 8.016362370710029
-  - 0.4374158780453417
-  - 0.17607050541048072
-  - 0.01638376652204602
-  - 0.016366979257347612
-  - 0.01636264215738756
-  - 0.01636264215738756
-- - 7.955360178855756
-  - 0.1258871364852736
-  - 0.026832413823649873
-  - -0.019066933819951268
-  - -0.04379178908965226
-  - -0.04420582862951392
-  - -0.04447417090342632
-  - -0.04458851993118425
-  - -0.04459024978361607
-  - -0.04459024978361607
-all_intermediate_budgets:
-- - 0
-  - 750
-  - 870
-  - 1000
-- - 0
-  - 330
-  - 420
-  - 630
-  - 1000
-- - 0
-  - 150
-  - 450
-  - 510
-  - 570
-  - 690
-  - 780
-  - 900
-  - 1000
-- - 0
-  - 360
-  - 480
-  - 540
-  - 990
-  - 1000
-- - 0
-  - 300
-  - 660
-  - 720
-  - 840
-  - 1000
-- - 0
-  - 420
-  - 480
-  - 780
-  - 1000
-- - 0
-  - 390
-  - 450
-  - 690
-  - 990
-  - 1000
-- - 0
-  - 300
-  - 360
-  - 420
-  - 480
-  - 540
-  - 720
-  - 960
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 690
-  - 870
-  - 990
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 390
-  - 600
-  - 660
-  - 780
-  - 840
-  - 960
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.0014398540752762535
-    - 0.0005734645090496762
-  - !!python/tuple
-    - -0.00021385740037272415
-    - -0.00016352846523962278
-  - !!python/tuple
-    - -0.00021385740037272415
-    - -0.00016352846523962278
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.04681352257059446
-    - 0.07994638037536622
-  - !!python/tuple
-    - 0.0028822671214648876
-    - -0.025685952664857542
-  - !!python/tuple
-    - -0.0027133110436036584
-    - 0.022315562448226394
-  - !!python/tuple
-    - -0.0027133110436036584
-    - 0.022315562448226394
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.3971677215134686
-    - 0.20467360046640914
-  - !!python/tuple
-    - 0.03775908935387706
-    - -0.14592927168615205
-  - !!python/tuple
-    - 0.11745703115324767
-    - -0.07542662894981855
-  - !!python/tuple
-    - 0.11813960365317994
-    - -0.04579020242620924
-  - !!python/tuple
-    - 0.0589633982410927
-    - -0.07273531127030121
-  - !!python/tuple
-    - 0.0011523378288700037
-    - -0.04040756706717455
-  - !!python/tuple
-    - -0.01916166482584898
-    - 0.030988190056216586
-  - !!python/tuple
-    - -0.01916166482584898
-    - 0.030988190056216586
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.4932156251752103
-    - -0.09115699609092759
-  - !!python/tuple
-    - 0.08508304143318501
-    - -0.18656221653296418
-  - !!python/tuple
-    - -0.15619641530331513
-    - 0.12312684940760182
-  - !!python/tuple
-    - 0.000961375687680086
-    - -0.006020709326165982
-  - !!python/tuple
-    - 0.000961375687680086
-    - -0.006020709326165982
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.3155053294698369
-    - 0.34950981842882023
-  - !!python/tuple
-    - -0.003012827027926889
-    - 0.008753763233749403
-  - !!python/tuple
-    - -0.004720779940186026
-    - -0.006603545010664186
-  - !!python/tuple
-    - 0.0009554736765976964
-    - 6.0980084530875764e-05
-  - !!python/tuple
-    - 0.0009554736765976964
-    - 6.0980084530875764e-05
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.05214401773413912
-    - 0.07599754917629645
-  - !!python/tuple
-    - -0.05278138332560775
-    - -0.07078010245195057
-  - !!python/tuple
-    - 0.002170365484640781
-    - -0.000547469885267788
-  - !!python/tuple
-    - 0.002170365484640781
-    - -0.000547469885267788
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.2508051603073924
-    - 0.07015212654422909
-  - !!python/tuple
-    - -0.16290180562181608
-    - -0.1803165835769115
-  - !!python/tuple
-    - -0.037497984421950015
-    - -0.007633827102015961
-  - !!python/tuple
-    - 0.00713614352833244
-    - 0.0015612643778482455
-  - !!python/tuple
-    - 0.00713614352833244
-    - 0.0015612643778482455
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.06989569905802442
-    - 0.16237725021228927
-  - !!python/tuple
-    - -0.0939074048854224
-    - -0.05135266073860476
-  - !!python/tuple
-    - 0.02006168647731612
-    - -0.07283927293118866
-  - !!python/tuple
-    - 0.016486419926985643
-    - 0.05014064168869628
-  - !!python/tuple
-    - -0.03781667584163576
-    - -0.031350988179925474
-  - !!python/tuple
-    - 0.0038044626224129074
-    - -0.0009772444334303944
-  - !!python/tuple
-    - 0.0006951032229441409
-    - -0.000629915027031391
-  - !!python/tuple
-    - 0.0006951032229441409
-    - -0.000629915027031391
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5417562561029351
-    - -0.35714656138432344
-  - !!python/tuple
-    - -0.3001261559399664
-    - -0.26387956575141125
-  - !!python/tuple
-    - 0.003950211265695603
-    - -0.002406583257673914
-  - !!python/tuple
-    - 0.0006616080936530195
-    - -0.0020422590559828506
-  - !!python/tuple
-    - 0.0002358349655285437
-    - 0.0004645742463202508
-  - !!python/tuple
-    - 0.0002358349655285437
-    - 0.0004645742463202508
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.41147885512005683
-    - -0.034815361819281576
-  - !!python/tuple
-    - 0.19460235279436558
-    - 0.18330891755393064
-  - !!python/tuple
-    - -0.10629725507324023
-    - -0.11947292952041433
-  - !!python/tuple
-    - 0.01179154197348162
-    - 0.02662689603543736
-  - !!python/tuple
-    - 0.017256071647067057
-    - 0.011671354079281396
-  - !!python/tuple
-    - 0.000499044782936232
-    - -0.01286083959642365
-  - !!python/tuple
-    - 0.0070257618368586225
-    - -0.0013927970685335515
-  - !!python/tuple
-    - 0.0027264465634947044
-    - -0.006491367326454762
-  - !!python/tuple
-    - 0.0027264465634947044
-    - -0.006491367326454762
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 750.0
-    - 870.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - -0.09644640016839132
-    - -0.09644872973314587
-    - -0.09644872973314587
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 330.0
-    - 420.0
-    - 630.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.1281654633078836
-    - 0.12025060930535407
-    - 0.12008788006149328
-    - 0.12008788006149328
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 150.0
-    - 450.0
-    - 510.0
-    - 570.0
-    - 690.0
-    - 780.0
-    - 900.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.17649037776246415
-    - -0.00042200281393437676
-    - -0.0036577734555506146
-    - -0.007089395388055545
-    - -0.014375996139893883
-    - -0.021509004618859143
-    - -0.02181566665576085
-    - -0.02181566665576085
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 360.0
-    - 480.0
-    - 540.0
-    - 990.0
-    - 1000.0
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-- !!python/tuple
-  - !!python/tuple
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-    - 840.0
-    - 1000.0
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-    - 480.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.026277063986824455
-    - 0.025578135249436026
-    - 0.017787448130174837
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 690.0
-    - 990.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-- !!python/tuple
-  - !!python/tuple
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-    - 420.0
-    - 480.0
-    - 540.0
-    - 720.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 270.0
-    - 690.0
-    - 870.0
-    - 990.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.4374158780453417
-    - 0.17607050541048072
-    - 0.01638376652204602
-    - 0.016366979257347612
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 600.0
-    - 660.0
-    - 780.0
-    - 840.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
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-    - -0.04459024978361607
-    - -0.04459024978361607
-problem_name: EXAMPLE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.75
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-    - 1.0
-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
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-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.015214756796789526
-    - 0.01519416741363904
-    - 0.01519416741363904
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.72
-    - 0.84
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.012648484730616682
-    - -0.015391445050128467
-    - -0.01539395188876409
-    - -0.015402172993405294
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.48
-    - 0.78
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.003324716109154965
-    - 0.0032362838690267763
-    - 0.0022505640420407338
-    - 0.0022505640420407338
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.39
-    - 0.45
-    - 0.69
-    - 0.99
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0016051833998671867
-    - -0.0027152515816548867
-    - -0.01000143129943355
-    - -0.010179960169014643
-    - -0.010179960169014643
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.3
-    - 0.36
-    - 0.42
-    - 0.48
-    - 0.54
-    - 0.72
-    - 0.96
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0008334345983966679
-    - -0.0016712728654583147
-    - -0.0023984985603329833
-    - -0.002768224128165348
-    - -0.0028154055217012313
-    - -0.0031187573225615215
-    - -0.0031205981382571644
-    - -0.0031205981382571644
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.21
-    - 0.27
-    - 0.69
-    - 0.87
-    - 0.99
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.055344220224401844
-    - 0.022277391643860917
-    - 0.0020729626609651912
-    - 0.002070838645534874
-    - 0.0020702898922148145
-    - 0.0020702898922148145
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.27
-    - 0.39
-    - 0.6
-    - 0.66
-    - 0.78
-    - 0.84
-    - 0.96
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.01592792066944153
-    - 0.003394981971034962
-    - -0.002412451484502567
-    - -0.005540773760268128
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-solver_name: NELDMD
diff --git a/test/expected_results/EXAMPLE1_RNDSRCH.pickle.zst b/test/expected_results/EXAMPLE1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/EXAMPLE1_RNDSRCH.yaml b/test/expected_results/EXAMPLE1_RNDSRCH.yaml
deleted file mode 100644
index 9a0ad390..00000000
--- a/test/expected_results/EXAMPLE1_RNDSRCH.yaml
+++ /dev/null
@@ -1,645 +0,0 @@
-all_est_objectives:
-- - 7.903551197790307
-  - 2.0674945230792927
-  - -0.04460585132793124
-  - -0.04460585132793124
-- - 8.119582533677294
-  - 0.4733206889584291
-  - 0.1384150184350865
-  - 0.13596153342590694
-  - 0.13596153342590694
-- - 7.976856896022382
-  - 2.7977195799324552
-  - 1.616197711965944
-  - 0.2536188500794632
-  - -0.0069881846667191275
-  - -0.007922812095533614
-  - -0.013774633168158941
-  - -0.013774633168158941
-- - 8.180131279954653
-  - 5.715910686142866
-  - 0.45926241375445015
-  - 0.22120864120721806
-  - 0.20483737087714946
-  - 0.18330691026091478
-  - 0.18330691026091478
-- - 7.8782672205408835
-  - 1.6613404604934467
-  - -0.06382525694293545
-  - -0.07537921315219558
-  - -0.11991920343370521
-  - -0.11991920343370521
-- - 8.017782437920566
-  - 1.4053254144378025
-  - 0.45089170766524894
-  - 0.4415517531995551
-  - 0.3101919794296568
-  - 0.28187537240154703
-  - 0.06444728443760227
-  - 0.02322362035096746
-  - 0.0187556065440146
-  - 0.0187556065440146
-- - 7.9194888015218154
-  - 1.3974243151670578
-  - 0.275118985483952
-  - -0.053374750932244
-  - -0.07152917650339355
-  - -0.07152917650339355
-- - 7.975335312885124
-  - 6.717882956690119
-  - 0.018530523415775678
-  - -0.02009445619484764
-  - -0.02009445619484764
-- - 8.016362370710029
-  - 0.9793113702355438
-  - 0.4543138045692236
-  - 0.031728028883887385
-  - 0.021178386775928496
-  - 0.021178386775928496
-- - 7.955360178855756
-  - 1.1737466518038315
-  - 0.4016673538428662
-  - 0.04817920508632083
-  - -0.02164772972651269
-  - -0.02458936231620068
-  - -0.02458936231620068
-all_intermediate_budgets:
-- - 0
-  - 20
-  - 30
-  - 1000
-- - 0
-  - 20
-  - 110
-  - 200
-  - 1000
-- - 0
-  - 20
-  - 40
-  - 50
-  - 230
-  - 600
-  - 680
-  - 1000
-- - 0
-  - 20
-  - 30
-  - 80
-  - 570
-  - 610
-  - 1000
-- - 0
-  - 20
-  - 50
-  - 470
-  - 780
-  - 1000
-- - 0
-  - 20
-  - 60
-  - 220
-  - 300
-  - 410
-  - 430
-  - 450
-  - 710
-  - 1000
-- - 0
-  - 20
-  - 30
-  - 80
-  - 420
-  - 1000
-- - 0
-  - 20
-  - 30
-  - 450
-  - 1000
-- - 0
-  - 20
-  - 80
-  - 220
-  - 320
-  - 1000
-- - 0
-  - 20
-  - 30
-  - 90
-  - 100
-  - 250
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -1.3868011021291062
-    - 0.4906383886555158
-  - !!python/tuple
-    - 0.2115038131722949
-    - -0.08431540722394794
-  - !!python/tuple
-    - 0.2115038131722949
-    - -0.08431540722394794
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -0.21677401012418288
-    - -0.5538476178659764
-  - !!python/tuple
-    - 0.1268733620219359
-    - 0.05230329594819093
-  - !!python/tuple
-    - -0.09430454247719183
-    - 0.08651966838113279
-  - !!python/tuple
-    - -0.09430454247719183
-    - 0.08651966838113279
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -1.0431970971246267
-    - -1.316283594238273
-  - !!python/tuple
-    - 1.0112373369677945
-    - 0.7853278705520689
-  - !!python/tuple
-    - -0.1947614760183092
-    - -0.4887022831093098
-  - !!python/tuple
-    - 0.04691925587326392
-    - -0.1181249454569153
-  - !!python/tuple
-    - 0.0677084372564724
-    - 0.10313030304605894
-  - !!python/tuple
-    - 0.00468157077450062
-    - -0.09667757601710751
-  - !!python/tuple
-    - 0.00468157077450062
-    - -0.09667757601710751
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -1.4832334273540664
-    - 1.8264167120807142
-  - !!python/tuple
-    - 0.010656711702209958
-    - 0.5282211357902044
-  - !!python/tuple
-    - 0.18919944896434088
-    - -0.0726700059457484
-  - !!python/tuple
-    - 0.07681549011763705
-    - -0.13713304270118087
-  - !!python/tuple
-    - 0.05505079606614951
-    - -0.012043261964489
-  - !!python/tuple
-    - 0.05505079606614951
-    - -0.012043261964489
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.054821564282514
-    - -0.8187946674699076
-  - !!python/tuple
-    - 0.2359883900016885
-    - -0.04708505389818347
-  - !!python/tuple
-    - -0.1721256225005614
-    - -0.12933033822625684
-  - !!python/tuple
-    - -0.041121437247691114
-    - -0.011072643049349629
-  - !!python/tuple
-    - -0.041121437247691114
-    - -0.011072643049349629
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - -1.1142801791955352
-    - -0.38199824445827724
-  - !!python/tuple
-    - 0.6458443828015041
-    - -0.12646858482813192
-  - !!python/tuple
-    - 0.14117915836210068
-    - -0.6354823054367144
-  - !!python/tuple
-    - -0.04280188271227482
-    - -0.5390524467483464
-  - !!python/tuple
-    - -0.5124452038133244
-    - 0.03863738564790421
-  - !!python/tuple
-    - 0.19406244612126408
-    - 0.09489264208815718
-  - !!python/tuple
-    - 0.05574214650338574
-    - 0.04831144309167226
-  - !!python/tuple
-    - -0.012688852133630803
-    - 0.02849845004527066
-  - !!python/tuple
-    - -0.012688852133630803
-    - 0.02849845004527066
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 1.2053569856330164
-    - -0.1582720784943877
-  - !!python/tuple
-    - 0.5537596915151108
-    - 0.2213151328202144
-  - !!python/tuple
-    - -0.06758837896000809
-    - 0.15022735628207698
-  - !!python/tuple
-    - -0.0463473586092998
-    - 0.08266767400099732
-  - !!python/tuple
-    - -0.0463473586092998
-    - 0.08266767400099732
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.7961740075905845
-    - 2.471569257261901
-  - !!python/tuple
-    - 0.05212922586833122
-    - -0.2011908405992196
-  - !!python/tuple
-    - 0.04759936485487095
-    - -0.048005534945896176
-  - !!python/tuple
-    - 0.04759936485487095
-    - -0.048005534945896176
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.3237604145032036
-    - 0.9263520893948647
-  - !!python/tuple
-    - -0.4958555661704936
-    - 0.4382678306206567
-  - !!python/tuple
-    - -0.04626283224666211
-    - 0.11500177618792813
-  - !!python/tuple
-    - 0.04751655305887319
-    - 0.05057858490809635
-  - !!python/tuple
-    - 0.04751655305887319
-    - 0.05057858490809635
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.24343264403622777
-    - -1.0766276147143958
-  - !!python/tuple
-    - -0.19032036061515473
-    - -0.6403790559679715
-  - !!python/tuple
-    - 0.2880881151820603
-    - -0.09911742592206169
-  - !!python/tuple
-    - 0.12927626566841813
-    - -0.07924480142294829
-  - !!python/tuple
-    - -0.06306668737076235
-    - -0.12677954003751724
-  - !!python/tuple
-    - -0.06306668737076235
-    - -0.12677954003751724
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 2.0674945230792927
-    - -0.04460585132793124
-    - -0.04460585132793124
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 110.0
-    - 200.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.4733206889584291
-    - 0.1384150184350865
-    - 0.13596153342590694
-    - 0.13596153342590694
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 40.0
-    - 50.0
-    - 230.0
-    - 600.0
-    - 680.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 2.7977195799324552
-    - 1.616197711965944
-    - 0.2536188500794632
-    - -0.0069881846667191275
-    - -0.007922812095533614
-    - -0.013774633168158941
-    - -0.013774633168158941
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 80.0
-    - 570.0
-    - 610.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 5.715910686142866
-    - 0.45926241375445015
-    - 0.22120864120721806
-    - 0.20483737087714946
-    - 0.18330691026091478
-    - 0.18330691026091478
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 50.0
-    - 470.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 1.6613404604934467
-    - -0.06382525694293545
-    - -0.07537921315219558
-    - -0.11991920343370521
-    - -0.11991920343370521
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 60.0
-    - 220.0
-    - 300.0
-    - 410.0
-    - 430.0
-    - 450.0
-    - 710.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 1.4053254144378025
-    - 0.45089170766524894
-    - 0.4415517531995551
-    - 0.3101919794296568
-    - 0.28187537240154703
-    - 0.06444728443760227
-    - 0.02322362035096746
-    - 0.0187556065440146
-    - 0.0187556065440146
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 80.0
-    - 420.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 1.3974243151670578
-    - 0.275118985483952
-    - -0.053374750932244
-    - -0.07152917650339355
-    - -0.07152917650339355
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 450.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 6.717882956690119
-    - 0.018530523415775678
-    - -0.02009445619484764
-    - -0.02009445619484764
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 80.0
-    - 220.0
-    - 320.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-    - 0.4543138045692236
-    - 0.031728028883887385
-    - 0.021178386775928496
-    - 0.021178386775928496
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 90.0
-    - 100.0
-    - 250.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
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-    - 0.04817920508632083
-    - -0.02164772972651269
-    - -0.02458936231620068
-    - -0.02458936231620068
-problem_name: EXAMPLE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.03
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.26159057762001053
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-    - -0.0056437733129890075
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.05988709089285854
-    - 0.017513015981193984
-    - 0.01720258780178705
-    - 0.01720258780178705
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.04
-    - 0.05
-    - 0.23
-    - 0.6
-    - 0.68
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.35398259717918296
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-    - 0.03208922720085252
-    - -0.0008841828808134881
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.03
-    - 0.08
-    - 0.57
-    - 0.61
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.05810836195795781
-    - 0.027988512463747194
-    - 0.025917130888507226
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-    - 0.023192980683438117
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.05
-    - 0.47
-    - 0.78
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - -0.008075516352798457
-    - -0.009537385317788574
-    - -0.015172825535340682
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.22
-    - 0.3
-    - 0.41
-    - 0.43
-    - 0.45
-    - 0.71
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.1778093643311511
-    - 0.05704925499708413
-    - 0.055867513494820546
-    - 0.03924716518776787
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-    - 0.008154218632204292
-    - 0.0029383779227570984
-    - 0.002373060675466787
-    - 0.002373060675466787
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.03
-    - 0.08
-    - 0.42
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.17680967456220856
-    - 0.034809540496286075
-    - -0.0067532618688124196
-    - -0.00905025787944435
-    - -0.00905025787944435
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.03
-    - 0.45
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.8499828480352376
-    - 0.002344581941970147
-    - -0.0025424591670217427
-    - -0.0025424591670217427
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.08
-    - 0.22
-    - 0.32
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.12390776572806182
-    - 0.057482237186777724
-    - 0.004014401639197071
-    - 0.002679603920557837
-    - 0.002679603920557837
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.03
-    - 0.09
-    - 0.1
-    - 0.25
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.14850876807529131
-    - 0.05082112379498033
-    - 0.006095893337135702
-    - -0.0027389877265000845
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-    - -0.0031111789752276712
-solver_name: RNDSRCH
diff --git a/test/expected_results/EXAMPLE1_SPSA.pickle.zst b/test/expected_results/EXAMPLE1_SPSA.pickle.zst
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diff --git a/test/expected_results/EXAMPLE1_SPSA.yaml b/test/expected_results/EXAMPLE1_SPSA.yaml
deleted file mode 100644
index 1d054e08..00000000
--- a/test/expected_results/EXAMPLE1_SPSA.yaml
+++ /dev/null
@@ -1,1005 +0,0 @@
-all_est_objectives:
-- - 7.903551197790307
-  - 7.903551197790307
-- - 8.119582533677294
-  - 8.119582533677294
-  - 7.54044728437453
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-  - 6.141430638086044
-  - 6.141430638086044
-- - 7.976856896022382
-  - 7.976856896022382
-- - 8.180131279954653
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-- - 7.8782672205408835
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-- - 8.017782437920566
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-  - 5.949658937740341
-  - 5.949658937740341
-- - 7.9194888015218154
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-  - 6.356248214840531
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-- - 7.975335312885124
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-  - 5.790099792081516
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-- - 8.016362370710029
-  - 8.016362370710029
-- - 7.955360178855756
-  - 7.955360178855756
-all_intermediate_budgets:
-- - 0
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 510
-  - 570
-  - 630
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-- - 0
-  - 1000
-- - 0
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-- - 0
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-- - 0
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-  - 570
-  - 630
-  - 690
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-- - 0
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-- - 0
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-- - 0
-  - 1000
-- - 0
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-all_recommended_xs:
-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 7.903551197790307
-problem_name: EXAMPLE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-solver_name: SPSA
diff --git a/test/expected_results/EXAMPLE1_STRONG.pickle.zst b/test/expected_results/EXAMPLE1_STRONG.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/EXAMPLE1_STRONG.yaml b/test/expected_results/EXAMPLE1_STRONG.yaml
deleted file mode 100644
index 479678c9..00000000
--- a/test/expected_results/EXAMPLE1_STRONG.yaml
+++ /dev/null
@@ -1,510 +0,0 @@
-all_est_objectives:
-- - 7.903551197790307
-  - 0.589842698805547
-  - -0.09492468108921435
-  - -0.09644872638865283
-  - -0.09644872638865283
-- - 8.119582533677294
-  - 0.8058740346925333
-  - 0.12054129595050911
-  - 0.11958255305022249
-  - 0.11958253367761001
-  - 0.11958253367761001
-- - 7.976856896022382
-  - 0.6631483970376202
-  - -0.02308765260351348
-  - -0.02308765260351348
-- - 8.180131279954653
-  - 0.8664227809698921
-  - 0.18015531518237998
-  - 0.18013128352345414
-  - 0.18013128352345414
-- - 7.8782672205408835
-  - 0.5645587215561201
-  - -0.12149060266398673
-  - -0.12173277559919024
-  - -0.12173277559919024
-- - 8.017782437920566
-  - 0.704073938935802
-  - 0.0177828579100946
-  - 0.017782438146714166
-  - 0.017782437920648375
-  - 0.017782437920648375
-- - 7.9194888015218154
-  - 0.6057803025370522
-  - -0.08041843102760225
-  - -0.08051119665104835
-  - -0.08051119665104835
-- - 7.975335312885124
-  - 0.6616268139003629
-  - -0.02464754158530805
-  - -0.02464754158530805
-- - 8.016362370710029
-  - 0.7026538717252656
-  - 0.01640797304152326
-  - 0.016362371048236773
-  - 0.016362371048236773
-- - 7.955360178855756
-  - 0.6416516798709928
-  - -0.044164702444264084
-  - -0.044164702444264084
-all_intermediate_budgets:
-- - 10
-  - 60
-  - 550
-  - 735
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 735
-  - 940
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 908
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 735
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 735
-  - 940
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 735
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 735
-  - 1000
-- - 10
-  - 60
-  - 550
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - 0.02760544439488488
-    - 0.02760544439488488
-  - !!python/tuple
-    - -0.00019470623980406485
-    - -0.00019470623980406485
-  - !!python/tuple
-    - -0.00019470623980406485
-    - -0.00019470623980406485
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269051
-    - 0.5857864376269051
-  - !!python/tuple
-    - -0.021894774184903043
-    - -0.021894774184903043
-  - !!python/tuple
-    - 9.841983844978419e-05
-    - 9.841983844978419e-05
-  - !!python/tuple
-    - -3.979369928847602e-07
-    - -3.979369928847602e-07
-  - !!python/tuple
-    - -3.979369928847602e-07
-    - -3.979369928847602e-07
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - 0.005265518687922577
-    - 0.005265518687922577
-  - !!python/tuple
-    - 0.005265518687922577
-    - 0.005265518687922577
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - -0.0034666430251244496
-    - -0.0034666430251244496
-  - !!python/tuple
-    - -4.2242167507199144e-05
-    - -4.2242167507199144e-05
-  - !!python/tuple
-    - -4.2242167507199144e-05
-    - -4.2242167507199144e-05
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - 0.011004017337604699
-    - 0.011004017337604699
-  - !!python/tuple
-    - -4.393136180332914e-05
-    - -4.393136180332914e-05
-  - !!python/tuple
-    - -4.393136180332914e-05
-    - -4.393136180332914e-05
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - 0.00045825185866199547
-    - 0.00045825185866199547
-  - !!python/tuple
-    - -1.0633708033248586e-05
-    - -1.0633708033248586e-05
-  - !!python/tuple
-    - 2.0704886748205175e-07
-    - 2.0704886748205175e-07
-  - !!python/tuple
-    - 2.0704886748205175e-07
-    - 2.0704886748205175e-07
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269051
-    - 0.5857864376269051
-  - !!python/tuple
-    - 0.006810559836955554
-    - 0.006810559836955554
-  - !!python/tuple
-    - -3.0225315793797405e-05
-    - -3.0225315793797405e-05
-  - !!python/tuple
-    - -3.0225315793797405e-05
-    - -3.0225315793797405e-05
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - -0.002927928411724401
-    - -0.002927928411724401
-  - !!python/tuple
-    - -0.002927928411724401
-    - -0.002927928411724401
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - -0.004775056622541962
-    - -0.004775056622541962
-  - !!python/tuple
-    - 1.3004047107287309e-05
-    - 1.3004047107287309e-05
-  - !!python/tuple
-    - 1.3004047107287309e-05
-    - 1.3004047107287309e-05
-- - !!python/tuple
-    - 2.0
-    - 2.0
-  - !!python/tuple
-    - 0.5857864376269049
-    - 0.5857864376269049
-  - !!python/tuple
-    - -0.015412960455124969
-    - -0.015412960455124969
-  - !!python/tuple
-    - -0.015412960455124969
-    - -0.015412960455124969
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 735.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.589842698805547
-    - -0.09492468108921435
-    - -0.09644872638865283
-    - -0.09644872638865283
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 735.0
-    - 940.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.8058740346925333
-    - 0.12054129595050911
-    - 0.11958255305022249
-    - 0.11958253367761001
-    - 0.11958253367761001
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.6631483970376202
-    - -0.02308765260351348
-    - -0.02308765260351348
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 908.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.8664227809698921
-    - 0.18015531518237998
-    - 0.18013128352345414
-    - 0.18013128352345414
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 735.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.5645587215561201
-    - -0.12149060266398673
-    - -0.12173277559919024
-    - -0.12173277559919024
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 735.0
-    - 940.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.704073938935802
-    - 0.0177828579100946
-    - 0.017782438146714166
-    - 0.017782437920648375
-    - 0.017782437920648375
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 735.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.6057803025370522
-    - -0.08041843102760225
-    - -0.08051119665104835
-    - -0.08051119665104835
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.6616268139003629
-    - -0.02464754158530805
-    - -0.02464754158530805
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 735.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.7026538717252656
-    - 0.01640797304152326
-    - 0.016362371048236773
-    - 0.016362371048236773
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 550.0
-    - 1000.0
-  - !!python/tuple
-    - 7.903551197790307
-    - 0.6416516798709928
-    - -0.044164702444264084
-    - -0.044164702444264084
-problem_name: EXAMPLE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 0.735
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.07463008514077274
-    - -0.012010383524276228
-    - -0.012203213969894721
-    - -0.012203213969894721
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 0.735
-    - 0.94
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.015251536041698613
-    - 0.01513023070991881
-    - 0.01513022825879121
-    - 0.01513022825879121
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.08390511814777954
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-    - -0.0029211745487229056
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
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-    - 0.55
-    - 0.908
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.10962449148328773
-    - 0.022794223846205768
-    - 0.02279118323087673
-    - 0.02279118323087673
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 0.735
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.07143101973122673
-    - -0.01537164745614014
-    - -0.015402288484349234
-    - -0.015402288484349234
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 0.735
-    - 0.94
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.08908323882720574
-    - 0.0022499832625954737
-    - 0.0022499301518646227
-    - 0.0022499301232615575
-    - 0.0022499301232615575
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 0.735
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.07664659687488551
-    - -0.010174974390004055
-    - -0.010186711597890055
-    - -0.010186711597890055
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.08371259922822313
-    - -0.0031185401306945497
-    - -0.0031185401306945497
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 0.735
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.08890356425118309
-    - 0.002076025400595955
-    - 0.0020702555900202688
-    - 0.0020702555900202688
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.55
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.08118523734626876
-    - -0.0055879567727241085
-    - -0.0055879567727241085
-solver_name: STRONG
diff --git a/test/expected_results/FACSIZE1_FCSA.pickle.zst b/test/expected_results/FACSIZE1_FCSA.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/FACSIZE1_FCSA.yaml b/test/expected_results/FACSIZE1_FCSA.yaml
deleted file mode 100644
index 612e3283..00000000
--- a/test/expected_results/FACSIZE1_FCSA.yaml
+++ /dev/null
@@ -1,573 +0,0 @@
-all_est_lhs:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - &id001 !!python/name:numpy.ndarray ''
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - &id002 !!python/object/apply:numpy.dtype
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-    - false
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-    state: !!python/tuple
-    - 3
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-    - null
-    - null
-    - null
-    - -1
-    - -1
-    - 0
-  - false
-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
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-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
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-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-    - 1
-  - *id002
-  - false
-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
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-    - 2
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-  - false
-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
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-  - *id002
-  - false
-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
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-    - 1
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-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
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-  - *id002
-  - false
-  - !!binary |
-    mJmZmZmZqb+YmZmZmZmpvw==
-all_est_objectives:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
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-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
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-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
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-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
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-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
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-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
-    - 2
-  - *id002
-  - false
-  - !!binary |
-    AAAAAAAgjEAAAAAAACCMQA==
-all_intermediate_budgets:
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-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
-- - 30
-  - 10000
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-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
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-- - !!python/tuple
-    - 300.0
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-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-- - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-  - !!python/tuple
-    - 300.0
-    - 300.0
-    - 300.0
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
-    - 900.0
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-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
-    - 900.0
-    - 900.0
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
-    - 900.0
-    - 900.0
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
-    - 900.0
-    - 900.0
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
-    - 900.0
-    - 900.0
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
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-    - 900.0
-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
-    - 30.0
-    - 10000.0
-  - !!python/tuple
-    - 900.0
-    - 900.0
-problem_name: FACSIZE-1
-progress_curves:
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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diff --git a/test/expected_results/FACSIZE1_RNDSRCH.pickle.zst b/test/expected_results/FACSIZE1_RNDSRCH.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/FACSIZE1_RNDSRCH.yaml b/test/expected_results/FACSIZE1_RNDSRCH.yaml
deleted file mode 100644
index 75a3e8d2..00000000
--- a/test/expected_results/FACSIZE1_RNDSRCH.yaml
+++ /dev/null
@@ -1,957 +0,0 @@
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-all_est_objectives:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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diff --git a/test/expected_results/FACSIZE2_RNDSRCH.yaml b/test/expected_results/FACSIZE2_RNDSRCH.yaml
deleted file mode 100644
index 6353eee5..00000000
--- a/test/expected_results/FACSIZE2_RNDSRCH.yaml
+++ /dev/null
@@ -1,609 +0,0 @@
-all_est_objectives:
-- - 0.29
-  - 0.2
-  - 0.66
-  - 0.66
-- - 0.22
-  - 0.28
-  - 0.56
-  - 0.49
-  - 0.64
-  - 0.67
-  - 0.67
-- - 0.17
-  - 0.46
-  - 0.69
-  - 0.66
-  - 0.34
-  - 0.53
-  - 0.8
-  - 0.8
-- - 0.2
-  - 0.63
-  - 0.68
-  - 0.68
-- - 0.27
-  - 0.55
-  - 0.69
-  - 0.87
-  - 0.87
-- - 0.23
-  - 0.32
-  - 0.82
-  - 0.82
-- - 0.31
-  - 0.61
-  - 0.69
-  - 0.69
-- - 0.28
-  - 0.31
-  - 0.5
-  - 0.55
-  - 0.54
-  - 0.58
-  - 0.74
-  - 0.74
-- - 0.24
-  - 0.44
-  - 0.67
-  - 0.67
-  - 0.78
-  - 0.78
-- - 0.22
-  - 0.34
-  - 0.56
-  - 0.56
-all_intermediate_budgets:
-- - 0
-  - 50
-  - 170
-  - 10000
-- - 0
-  - 110
-  - 120
-  - 280
-  - 350
-  - 1300
-  - 10000
-- - 0
-  - 50
-  - 620
-  - 1130
-  - 1840
-  - 3710
-  - 8680
-  - 10000
-- - 0
-  - 30
-  - 730
-  - 10000
-- - 0
-  - 60
-  - 4830
-  - 6610
-  - 10000
-- - 0
-  - 220
-  - 690
-  - 10000
-- - 0
-  - 30
-  - 140
-  - 10000
-- - 0
-  - 40
-  - 70
-  - 190
-  - 240
-  - 660
-  - 4120
-  - 10000
-- - 0
-  - 70
-  - 160
-  - 690
-  - 4160
-  - 10000
-- - 0
-  - 20
-  - 540
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 100.0
-    - 100.0
-    - 100.0
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-    - 115.64625172280249
-    - 67.32898403527882
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-  - !!python/tuple
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-  - !!python/tuple
-    - 139.59332113978707
-    - 132.727473999214
-    - 187.89481955629833
-- - !!python/tuple
-    - 100.0
-    - 100.0
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-  - !!python/tuple
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-    - 146.38163509019188
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 147.18339350403886
-    - 129.27141166023299
-  - !!python/tuple
-    - 202.6142955626765
-    - 147.18339350403886
-    - 129.27141166023299
-- - !!python/tuple
-    - 100.0
-    - 100.0
-    - 100.0
-  - !!python/tuple
-    - 130.23611195131934
-    - 127.59009947505332
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 154.5189137430708
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 100.0
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 100.0
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-  - !!python/tuple
-    - 81.39324547485333
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 201.80272007709505
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-- - !!python/tuple
-    - 100.0
-    - 100.0
-    - 100.0
-  - !!python/tuple
-    - 195.09946102758124
-    - 123.7576834954317
-    - 115.2877694647424
-  - !!python/tuple
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-  - !!python/tuple
-    - 141.35691451426555
-    - 126.75689402162885
-    - 221.52372917089048
-  - !!python/tuple
-    - 149.11617932751898
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-    - 165.82522203485627
-  - !!python/tuple
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-- - !!python/tuple
-    - 100.0
-    - 100.0
-    - 100.0
-  - !!python/tuple
-    - 141.85285929250406
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-  - !!python/tuple
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-  - !!python/tuple
-    - 197.68606338619745
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 50.0
-    - 170.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.2
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 110.0
-    - 120.0
-    - 280.0
-    - 350.0
-    - 1300.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.28
-    - 0.56
-    - 0.49
-    - 0.64
-    - 0.67
-    - 0.67
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 50.0
-    - 620.0
-    - 1130.0
-    - 1840.0
-    - 3710.0
-    - 8680.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.46
-    - 0.69
-    - 0.66
-    - 0.34
-    - 0.53
-    - 0.8
-    - 0.8
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 30.0
-    - 730.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.63
-    - 0.68
-    - 0.68
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 4830.0
-    - 6610.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.55
-    - 0.69
-    - 0.83
-    - 0.83
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 220.0
-    - 690.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.32
-    - 0.82
-    - 0.82
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 30.0
-    - 140.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.61
-    - 0.69
-    - 0.69
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 40.0
-    - 70.0
-    - 190.0
-    - 240.0
-    - 660.0
-    - 4120.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.31
-    - 0.5
-    - 0.55
-    - 0.54
-    - 0.58
-    - 0.74
-    - 0.74
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 70.0
-    - 160.0
-    - 690.0
-    - 4160.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.44
-    - 0.67
-    - 0.67
-    - 0.78
-    - 0.78
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 540.0
-    - 10000.0
-  - !!python/tuple
-    - 0.29
-    - 0.34
-    - 0.56
-    - 0.56
-problem_name: FACSIZE-2
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.005
-    - 0.017
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.1666666666666663
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-    - 0.31481481481481466
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.011
-    - 0.012
-    - 0.028
-    - 0.035
-    - 0.13
-    - 1.0
-  - !!python/tuple
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-    - 0.4999999999999998
-    - 0.6296296296296295
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-    - 0.2962962962962961
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.005
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-    - 0.113
-    - 0.184
-    - 0.371
-    - 0.868
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.685185185185185
-    - 0.25925925925925924
-    - 0.31481481481481466
-    - 0.9074074074074072
-    - 0.5555555555555554
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.37037037037037024
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-    - 0.27777777777777757
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.006
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-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5185185185185184
-    - 0.25925925925925924
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.022
-    - 0.069
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.9444444444444444
-    - 0.018518518518518535
-    - 0.018518518518518535
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.003
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-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.40740740740740733
-    - 0.25925925925925924
-    - 0.25925925925925924
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.004
-    - 0.007
-    - 0.019
-    - 0.024
-    - 0.066
-    - 0.412
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.9629629629629629
-    - 0.611111111111111
-    - 0.5185185185185184
-    - 0.5370370370370369
-    - 0.4629629629629629
-    - 0.1666666666666666
-    - 0.1666666666666666
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.007
-    - 0.016
-    - 0.069
-    - 0.416
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.7222222222222221
-    - 0.2962962962962961
-    - 0.2962962962962961
-    - 0.09259259259259246
-    - 0.09259259259259246
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.002
-    - 0.054
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.9074074074074072
-    - 0.4999999999999998
-    - 0.4999999999999998
-solver_name: RNDSRCH
diff --git a/test/expected_results/FIXEDSAN1_ADAM.pickle.zst b/test/expected_results/FIXEDSAN1_ADAM.pickle.zst
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diff --git a/test/expected_results/FIXEDSAN1_ADAM.yaml b/test/expected_results/FIXEDSAN1_ADAM.yaml
deleted file mode 100644
index 7b340c5f..00000000
--- a/test/expected_results/FIXEDSAN1_ADAM.yaml
+++ /dev/null
@@ -1,10989 +0,0 @@
-all_est_objectives:
-- - 68.30388079811371
-  - 65.02210791739226
-  - 61.74824816579643
-  - 58.48392401637333
-  - 55.23116930559886
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-  - 19.004989614663483
-  - 19.001232805114565
-  - 19.026064106431313
-  - 19.026064106431313
-- - 68.00555254312637
-  - 64.73869603705984
-  - 61.47963710010403
-  - 58.22989108242584
-  - 54.99135271344948
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-  - 45.37061622896076
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-  - 39.08074998631693
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-  - 18.22880168449789
-  - 18.222181503002073
-  - 18.220439017697544
-  - 18.220439017697544
-- - 67.15565001348712
-  - 63.93128863921279
-  - 60.714740887800765
-  - 57.50753697066988
-  - 54.311590893741304
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-- - 67.71943959541662
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-  - 18.08379921324741
-  - 18.08379921324741
-- - 64.758578697695
-  - 61.65407091011951
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-  - 55.470290739875594
-  - 52.39460756527104
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-  - 18.300625045961112
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-  - 18.289311382881632
-  - 18.289311382881632
-- - 67.09349230810763
-  - 63.89641862746208
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-  - 57.630239106800076
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-- - 64.04874061726181
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-- - 65.76447222250123
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-- - 72.64729923751366
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-- - 65.3640980466472
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diff --git a/test/expected_results/FIXEDSAN1_ALOE.pickle.zst b/test/expected_results/FIXEDSAN1_ALOE.pickle.zst
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HcmV?d00001

diff --git a/test/expected_results/FIXEDSAN1_ALOE.yaml b/test/expected_results/FIXEDSAN1_ALOE.yaml
deleted file mode 100644
index c7da7a22..00000000
--- a/test/expected_results/FIXEDSAN1_ALOE.yaml
+++ /dev/null
@@ -1,6629 +0,0 @@
-all_est_objectives:
-- - 68.30388079811371
-  - 64.74084515855239
-  - 60.31006214288031
-  - 54.842235422618984
-  - 48.38880862382245
-  - 43.54703583960199
-  - 41.72510201749178
-  - 41.18740714114977
-  - 40.55128887328107
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-  - 31.229473184981646
-  - 29.12231720612101
-  - 27.012572150485333
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-  - 22.82577878158198
-  - 22.162034902159043
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-  - 19.81719095474247
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-  - 19.108546889971468
-  - 19.029264821403352
-  - 19.012731944903393
-  - 19.021444766332905
-  - 19.018504894337067
-  - 18.993976333798006
-  - 18.993976333798006
-- - 68.00555254312637
-  - 64.01122844942047
-  - 59.06068874145281
-  - 53.07828834598835
-  - 45.89041600921971
-  - 37.64781930419735
-  - 32.66084337007667
-  - 31.748217617263343
-  - 30.75081935425617
-  - 29.601141448255493
-  - 28.31853036558889
-  - 26.993063483302834
-  - 25.69290564642531
-  - 24.3153772161887
-  - 22.957849608659835
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-  - 19.194721244014413
-  - 18.7968171825425
-  - 18.354904366821923
-  - 18.327525691919774
-  - 18.205306008479386
-  - 18.205306008479386
-- - 67.15565001348712
-  - 63.21794251481438
-  - 58.34750776924343
-  - 52.55561084647111
-  - 45.535878290120124
-  - 37.73518679852211
-  - 34.498322149897426
-  - 32.64120505302095
-  - 32.287593319545685
-  - 31.86790817193657
-  - 31.3829995854087
-  - 30.852640154152922
-  - 30.249379875097883
-  - 29.50709956787778
-  - 28.629912077353527
-  - 27.571106836575485
-  - 26.423806747343818
-  - 25.060010159239155
-  - 23.809549808726523
-  - 22.503409501843684
-  - 21.241597943967214
-  - 21.108514349009983
-  - 20.96402905367242
-  - 20.815800303837634
-  - 20.686093558376385
-  - 20.55454056771805
-  - 20.438013658317416
-  - 20.27727995281651
-  - 20.110718890843255
-  - 19.86437555086897
-  - 19.60682019452547
-  - 19.379961752897295
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-  - 18.85539248970252
-  - 18.47638201304288
-  - 18.495449635866137
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-  - 18.46919592016258
-  - 18.4732338095521
-  - 18.473147376731834
-  - 18.47396377420419
-  - 18.473766135287125
-  - 18.473766135287125
-- - 67.71943959541662
-  - 62.904054871805144
-  - 56.95570555379081
-  - 49.74518899175331
-  - 41.85294562601758
-  - 33.352665136647
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-  - 28.66000861995869
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-  - 20.42706756971802
-  - 19.965712518129887
-  - 19.142049040034436
-  - 18.234776534434243
-  - 18.329667723473573
-  - 18.08806027122987
-  - 18.064852751307907
-  - 18.064852751307907
-- - 64.758578697695
-  - 61.13374742195577
-  - 56.76334354384273
-  - 51.45329261184661
-  - 45.16233519611212
-  - 38.84027811497485
-  - 32.70383172999138
-  - 29.796644129298315
-  - 27.973965601949597
-  - 27.04079919289071
-  - 26.034346844934166
-  - 25.06528335581928
-  - 23.931669406283035
-  - 22.577739531526152
-  - 21.9909481355686
-  - 21.543422465364902
-  - 20.853252488951284
-  - 20.289004738535873
-  - 19.86282205727662
-  - 19.608969098122987
-  - 19.226581859490064
-  - 18.541421756450763
-  - 18.325398959257214
-  - 18.187065571976564
-  - 18.427356179182606
-  - 18.236300919591596
-  - 18.294445081703206
-  - 18.278207391034062
-  - 18.263284661138286
-  - 18.263284661138286
-- - 67.09349230810763
-  - 63.4198195238471
-  - 58.9727147517484
-  - 53.523297003292825
-  - 46.861443454155726
-  - 39.3460360634956
-  - 30.93602870015962
-  - 25.915871454852976
-  - 24.796882430495998
-  - 24.321746370616193
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-  - 18.407443003556395
-  - 18.421670640424278
-  - 18.185788627703985
-  - 18.185788627703985
-- - 64.04874061726181
-  - 60.67729854477164
-  - 56.545354430227654
-  - 51.44120668978856
-  - 45.29202887384301
-  - 38.137067005240034
-  - 30.43075983628266
-  - 25.67752023438335
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-  - 21.250878169453596
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-  - 19.482311913787825
-  - 18.596652790258737
-  - 18.209165715881518
-  - 17.96948764987149
-  - 17.96948764987149
-- - 65.76447222250123
-  - 61.717602673300256
-  - 56.75925060326765
-  - 50.714332618122846
-  - 43.55948025201569
-  - 36.049780331692894
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-  - 31.896812066938807
-  - 31.6653094653158
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-  - 30.894978835864144
-  - 30.658763510620634
-  - 30.378729187195663
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-  - 29.670406646611372
-  - 29.201438914766545
-  - 28.67210598000149
-  - 28.063731133252972
-  - 27.397307365016314
-  - 26.6992895132165
-  - 25.947189123113063
-  - 25.14554953010937
-  - 24.022957714592714
-  - 22.85670637978042
-  - 22.697420585734193
-  - 22.5223449015365
-  - 22.332776508314687
-  - 22.132918759256643
-  - 21.92224128990392
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-  - 20.268978843796127
-  - 19.87833357804556
-  - 18.96723556370045
-  - 18.90089913006174
-  - 18.845070856761783
-  - 18.794563070465486
-  - 18.748969828076785
-  - 18.71789779909811
-  - 18.67404133321003
-  - 18.63248201593958
-  - 18.549386664020425
-  - 18.49626784699682
-  - 18.404530007714165
-  - 18.315235929963695
-  - 18.343972398599846
-  - 18.343972398599846
-- - 72.64729923751366
-  - 68.54280202505085
-  - 63.45798541227731
-  - 57.22848630983488
-  - 49.76809900547376
-  - 41.578841092529665
-  - 34.21053139528321
-  - 29.6609141166125
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-  - 29.553542079790716
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-  - 29.14033867840757
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-  - 25.203081855419132
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-  - 22.660727618184815
-  - 21.77196142795819
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-  - 20.012047017603045
-  - 19.37583354195867
-  - 19.221427544015096
-  - 19.160400095579337
-  - 19.19698152905614
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-  - 19.151588405685928
-  - 19.15672449046415
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-  - 19.163527000565537
-  - 19.166288079875805
-  - 19.171667547856668
-  - 19.171667547856668
-- - 65.3640980466472
-  - 61.18525294074846
-  - 56.167213131685756
-  - 50.1277686788111
-  - 43.206641668570484
-  - 36.18440710274172
-  - 30.808003703014585
-  - 26.8298677728186
-  - 25.12712784682803
-  - 24.018639781099896
-  - 22.868914874960794
-  - 21.89193119121942
-  - 21.224271285462322
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-  - 19.90361983198191
-  - 19.723153112019205
-  - 19.545156539409042
-  - 19.39547417257103
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-  - 18.301165653529768
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-  - 17.85060456595204
-  - 17.83765058456658
-  - 17.84880086984672
-  - 17.854887532047158
-  - 17.854887532047158
-all_intermediate_budgets:
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 1080
-  - 1290
-  - 1320
-  - 1350
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 2250
-  - 2280
-  - 2310
-  - 3030
-  - 3090
-  - 3120
-  - 3180
-  - 7200
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 240
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 1020
-  - 1230
-  - 1260
-  - 1770
-  - 1800
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 240
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
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-  - 1050
-  - 1560
-  - 1590
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-  - 1650
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-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 2340
-  - 2370
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 240
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
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-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
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-  - 1320
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-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1830
-  - 2400
-  - 2430
-  - 4380
-  - 4410
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
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-  - 270
-  - 570
-  - 600
-  - 630
-  - 660
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-  - 1020
-  - 1050
-  - 1080
-  - 1110
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-  - 1590
-  - 1620
-  - 1980
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-  - 2880
-  - 3750
-  - 7470
-  - 7500
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
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-  - 660
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-  - 960
-  - 1260
-  - 1560
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-  - 10000
-- - 0
-  - 60
-  - 90
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-  - 210
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-  - 390
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-  - 870
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
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-  - 870
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-  - 10000
-- - 0
-  - 60
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-  - 1080
-  - 1110
-  - 1140
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-  - 1200
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-  - 1320
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-  - 4050
-  - 4860
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-  - 10000
-- - 0
-  - 60
-  - 90
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-  - 2610
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-  - 3270
-  - 4260
-  - 4290
-  - 4620
-  - 5460
-  - 7680
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 10.0
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-  - !!python/tuple
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-  - !!python/tuple
-    - 7.263237818739055
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-    - 8.574423207358597
-  - !!python/tuple
-    - 5.374126980260274
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-  - !!python/tuple
-    - 3.0456115617014423
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-    - 7.126806583347991
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-  - !!python/tuple
-    - 0.3136378092350949
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diff --git a/test/expected_results/FIXEDSAN1_ASTRODF.pickle.zst b/test/expected_results/FIXEDSAN1_ASTRODF.pickle.zst
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diff --git a/test/expected_results/FIXEDSAN1_ASTRODF.yaml b/test/expected_results/FIXEDSAN1_ASTRODF.yaml
deleted file mode 100644
index fe562cd4..00000000
--- a/test/expected_results/FIXEDSAN1_ASTRODF.yaml
+++ /dev/null
@@ -1,13529 +0,0 @@
-all_est_objectives:
-- - 68.30388079811371
-  - 65.56739386963778
-  - 58.791542710431756
-  - 42.479000817875885
-  - 38.004760059873554
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-  - 18.416741513250056
-  - 18.416743214235318
-  - 18.41673980298732
-  - 18.416741139216107
-  - 18.416741139216107
-- - 68.00555254312637
-  - 65.3955680436889
-  - 58.83344478557817
-  - 43.72842280062673
-  - 45.0348774552056
-  - 40.39256547940798
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-  - 20.170004034664498
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-  - 20.155782940791042
-  - 20.14711256724305
-  - 20.139020254460196
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-  - 20.117511966636883
-  - 20.109195982020523
-  - 20.098349851680446
-  - 20.091054066138824
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-  - 1649
-  - 1661
-  - 1673
-  - 1685
-  - 1697
-  - 1709
-  - 1721
-  - 1733
-  - 1745
-  - 1757
-  - 1769
-  - 1781
-  - 1793
-  - 1805
-  - 1817
-  - 2021
-  - 2033
-  - 2045
-  - 2057
-  - 2069
-  - 2081
-  - 2093
-  - 2165
-  - 2177
-  - 2225
-  - 2237
-  - 2249
-  - 2261
-  - 2273
-  - 2285
-  - 2297
-  - 2309
-  - 2321
-  - 2393
-  - 2407
-  - 2420
-  - 2433
-  - 2446
-  - 2459
-  - 2472
-  - 2485
-  - 2498
-  - 2511
-  - 2524
-  - 2537
-  - 2550
-  - 2563
-  - 2576
-  - 2589
-  - 2602
-  - 2615
-  - 2628
-  - 2641
-  - 2654
-  - 2667
-  - 2680
-  - 2693
-  - 2706
-  - 2719
-  - 2732
-  - 2745
-  - 2758
-  - 2771
-  - 2784
-  - 2797
-  - 2810
-  - 2823
-  - 2836
-  - 2849
-  - 2862
-  - 2875
-  - 2888
-  - 2901
-  - 2914
-  - 2927
-  - 2940
-  - 2953
-  - 2966
-  - 2979
-  - 2992
-  - 3005
-  - 3018
-  - 3031
-  - 3226
-  - 3239
-  - 3252
-  - 3265
-  - 3278
-  - 3291
-  - 3330
-  - 3343
-  - 3356
-  - 3369
-  - 3382
-  - 3395
-  - 3512
-  - 3525
-  - 3538
-  - 3551
-  - 3564
-  - 3577
-  - 3590
-  - 3603
-  - 3616
-  - 3629
-  - 3642
-  - 3655
-  - 3668
-  - 3681
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-  - 3707
-  - 3720
-  - 3733
-  - 3746
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-  - 3772
-  - 3785
-  - 3798
-  - 3811
-  - 3824
-  - 3837
-  - 3850
-  - 3863
-  - 3878
-  - 3892
-  - 3906
-  - 3920
-  - 3934
-  - 3948
-  - 3962
-  - 3976
-  - 3990
-  - 4004
-  - 4018
-  - 4172
-  - 4186
-  - 4200
-  - 4214
-  - 4228
-  - 4242
-  - 4354
-  - 4368
-  - 4410
-  - 4424
-  - 4480
-  - 4494
-  - 4550
-  - 4564
-  - 4634
-  - 4648
-  - 4662
-  - 4732
-  - 4746
-  - 4802
-  - 4816
-  - 4830
-  - 4844
-  - 4858
-  - 4872
-  - 4886
-  - 5012
-  - 5026
-  - 5040
-  - 5054
-  - 5068
-  - 5250
-  - 5264
-  - 5334
-  - 5348
-  - 5362
-  - 5432
-  - 5446
-  - 5502
-  - 5516
-  - 5530
-  - 5544
-  - 5558
-  - 5670
-  - 5684
-  - 5740
-  - 5754
-  - 5768
-  - 5782
-  - 5796
-  - 10000
-- - 161
-  - 322
-  - 483
-  - 644
-  - 1127
-  - 1288
-  - 1449
-  - 1610
-  - 1771
-  - 1932
-  - 2093
-  - 2254
-  - 2415
-  - 2576
-  - 2737
-  - 2898
-  - 3059
-  - 3220
-  - 3381
-  - 5957
-  - 6440
-  - 6601
-  - 7567
-  - 8855
-  - 9016
-  - 9177
-  - 10000
-- - 115
-  - 230
-  - 345
-  - 460
-  - 805
-  - 920
-  - 1035
-  - 1610
-  - 1725
-  - 1840
-  - 1955
-  - 2070
-  - 2185
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-  - 2645
-  - 2760
-  - 2875
-  - 2990
-  - 3105
-  - 3220
-  - 3335
-  - 3450
-  - 5060
-  - 5175
-  - 5290
-  - 5405
-  - 5520
-  - 5635
-  - 5750
-  - 5865
-  - 5980
-  - 6095
-  - 6210
-  - 7705
-  - 7820
-  - 7935
-  - 8050
-  - 8165
-  - 8280
-  - 8395
-  - 8510
-  - 8625
-  - 8740
-  - 10000
-- - 155
-  - 310
-  - 465
-  - 620
-  - 1085
-  - 1550
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-  - 1860
-  - 2015
-  - 2170
-  - 2325
-  - 3410
-  - 3565
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-  - 7750
-  - 7905
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-  - 10000
-- - 136
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-  - 8024
-  - 8160
-  - 8296
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-- - 115
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-  - 3795
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-  - 9200
-  - 10000
-- - 125
-  - 250
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-- - 109
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-- - 93
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-all_recommended_xs:
-- - !!python/tuple
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diff --git a/test/expected_results/FIXEDSAN1_NELDMD.pickle.zst b/test/expected_results/FIXEDSAN1_NELDMD.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/FIXEDSAN1_NELDMD.yaml b/test/expected_results/FIXEDSAN1_NELDMD.yaml
deleted file mode 100644
index fad07949..00000000
--- a/test/expected_results/FIXEDSAN1_NELDMD.yaml
+++ /dev/null
@@ -1,8789 +0,0 @@
-all_est_objectives:
-- - 68.30388079811371
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-- - 68.00555254312637
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-- - 67.15565001348712
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-- - 67.71943959541662
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-- - 64.758578697695
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-  - 18.298139789586862
-  - 18.298139789586862
-- - 67.09349230810763
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-- - 64.04874061726181
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-- - 65.76447222250123
-  - 19.28382734469478
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-- - 72.64729923751366
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diff --git a/test/expected_results/FIXEDSAN1_RNDSRCH.pickle.zst b/test/expected_results/FIXEDSAN1_RNDSRCH.pickle.zst
new file mode 100644
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HcmV?d00001

diff --git a/test/expected_results/FIXEDSAN1_RNDSRCH.yaml b/test/expected_results/FIXEDSAN1_RNDSRCH.yaml
deleted file mode 100644
index 790d47a3..00000000
--- a/test/expected_results/FIXEDSAN1_RNDSRCH.yaml
+++ /dev/null
@@ -1,1949 +0,0 @@
-all_est_objectives:
-- - 68.30388079811371
-  - 34.16907654394531
-  - 32.49814674727327
-  - 26.186915923980006
-  - 26.24209182283739
-  - 22.34589146956033
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-  - 22.921536173995154
-- - 68.00555254312637
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-  - 20.12882499342447
-- - 67.15565001348712
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-  - 40.783956697354995
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-  - 20.987249395699855
-  - 20.987249395699855
-- - 67.71943959541662
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-- - 64.758578697695
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-  - 21.78643710212243
-- - 67.09349230810763
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-  - 26.255845378470458
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-  - 22.09945094965493
-  - 22.804990390508216
-  - 21.406929129892525
-  - 21.406929129892525
-- - 64.04874061726181
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-  - 31.960330359263857
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-  - 22.113256791639675
-  - 20.516039430734164
-  - 20.516039430734164
-- - 65.76447222250123
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-  - 28.234083713690904
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-  - 23.140635787267
-  - 22.494021012517784
-  - 22.76601561608304
-  - 22.76601561608304
-- - 72.64729923751366
-  - 48.872226153540026
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-- - 65.3640980466472
-  - 31.934628573309368
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-  - 22.486501737428906
-  - 21.628126798361173
-  - 21.628126798361173
-all_intermediate_budgets:
-- - 0
-  - 20
-  - 40
-  - 150
-  - 280
-  - 500
-  - 2070
-  - 10000
-- - 0
-  - 20
-  - 140
-  - 150
-  - 220
-  - 270
-  - 560
-  - 660
-  - 10000
-- - 0
-  - 20
-  - 40
-  - 50
-  - 300
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 40
-  - 60
-  - 1460
-  - 10000
-- - 0
-  - 20
-  - 40
-  - 80
-  - 100
-  - 450
-  - 620
-  - 730
-  - 5290
-  - 10000
-- - 0
-  - 20
-  - 50
-  - 60
-  - 80
-  - 100
-  - 440
-  - 900
-  - 3740
-  - 4740
-  - 5310
-  - 5660
-  - 7430
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 50
-  - 170
-  - 230
-  - 490
-  - 640
-  - 4530
-  - 6880
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 40
-  - 50
-  - 100
-  - 240
-  - 250
-  - 700
-  - 2620
-  - 9670
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 50
-  - 640
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-  - 1010
-  - 4050
-  - 7180
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 620
-  - 3630
-  - 3930
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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diff --git a/test/expected_results/FIXEDSAN1_SPSA.yaml b/test/expected_results/FIXEDSAN1_SPSA.yaml
deleted file mode 100644
index 6587bdc5..00000000
--- a/test/expected_results/FIXEDSAN1_SPSA.yaml
+++ /dev/null
@@ -1,2749 +0,0 @@
-all_est_objectives:
-- - 68.30388079811371
-  - 71.06011334382784
-  - 70.59417175492776
-  - 70.1745119372691
-  - 69.166334772578
-  - 69.166334772578
-- - 68.00555254312637
-  - 68.60671730711798
-  - 68.70673380926505
-  - 68.35348308170325
-  - 68.14640732577581
-  - 68.13421044519104
-  - 67.98540481560958
-  - 67.84272826246419
-  - 67.76131227960596
-  - 67.61865369915745
-  - 66.98294642624319
-  - 66.98294642624319
-- - 67.15565001348712
-  - 67.30164392766724
-  - 67.28965387563986
-  - 66.95359139573686
-  - 66.95178815779154
-  - 66.70011371687639
-  - 66.6501415226439
-  - 66.55725129957237
-  - 66.49717233271483
-  - 65.74713957747576
-  - 65.45210518031612
-  - 65.26009307386468
-  - 64.81560646802231
-  - 64.48810168324394
-  - 64.31101838729904
-  - 64.31101838729904
-- - 67.71943959541662
-  - 67.833151268344
-  - 67.80894905455095
-  - 67.79317483983758
-  - 67.76755706085846
-  - 67.68396392003339
-  - 67.68606208577124
-  - 67.67056970660963
-  - 67.4148262271308
-  - 67.39455678968929
-  - 66.91918829579093
-  - 66.62937257905591
-  - 66.45401071829832
-  - 66.45401071829832
-- - 64.758578697695
-  - 64.74627264786044
-  - 65.12790508459203
-  - 64.82483603257877
-  - 64.80210557542557
-  - 64.80210557542557
-- - 67.09349230810763
-  - 67.17161529766265
-  - 67.37035352986472
-  - 67.32743536515704
-  - 67.21168492444491
-  - 67.19333431258579
-  - 67.19014338501566
-  - 66.97705184913644
-  - 66.9114291891046
-  - 66.82055291555079
-  - 66.63102826238872
-  - 65.99349029780886
-  - 65.91976206181896
-  - 65.65500614046942
-  - 65.53817834813579
-  - 64.64538423541552
-  - 64.64538423541552
-- - 64.04874061726181
-  - 64.8549017214195
-  - 64.81400524523126
-  - 64.55314424274253
-  - 64.53434776218148
-  - 64.49795489160205
-  - 64.39154072368993
-  - 64.3803524970017
-  - 64.3642917572931
-  - 64.26764694078051
-  - 63.98342446561216
-  - 63.9582336844814
-  - 63.88003717611822
-  - 63.62145682335812
-  - 63.575497800686
-  - 63.575497800686
-- - 65.76447222250123
-  - 65.86571047959201
-  - 66.327085650905
-  - 65.99752629534586
-  - 65.53671821196497
-  - 65.4276407100947
-  - 65.17134175050559
-  - 64.99269816338527
-  - 64.98445389173803
-  - 64.98445389173803
-- - 72.64729923751366
-  - 72.71467655181688
-  - 72.75991263408142
-  - 72.74731134031715
-  - 72.74604478232717
-  - 72.74337781909838
-  - 72.69627423956577
-  - 72.69642790767305
-  - 72.6009491783633
-  - 72.52512428551917
-  - 72.49745754284743
-  - 72.4530091777572
-  - 72.3937842275172
-  - 72.3168811247919
-  - 72.30903296106811
-  - 72.20722254343086
-  - 72.1886974660341
-  - 72.14580504988146
-  - 72.14053468102817
-  - 72.14053468102817
-- - 65.3640980466472
-  - 65.37711575418051
-  - 65.40283369995744
-  - 65.406516710446
-  - 65.46899750500235
-  - 65.46945114776501
-  - 65.47952190432466
-  - 65.47298560243898
-  - 65.4548647495026
-  - 65.44256336395445
-  - 65.42767277300955
-  - 65.44081538889996
-  - 65.3726709301738
-  - 65.27122094020223
-  - 65.2536466411443
-  - 65.02873326338073
-  - 65.02873326338073
-all_intermediate_budgets:
-- - 0
-  - 210
-  - 1290
-  - 2730
-  - 9330
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 1230
-  - 2130
-  - 2250
-  - 2370
-  - 3150
-  - 3570
-  - 4050
-  - 8910
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 1230
-  - 1350
-  - 1530
-  - 1590
-  - 2490
-  - 2970
-  - 3330
-  - 5190
-  - 6390
-  - 7050
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 870
-  - 1410
-  - 1470
-  - 1590
-  - 2130
-  - 2190
-  - 4290
-  - 5790
-  - 7050
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 570
-  - 810
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 450
-  - 570
-  - 630
-  - 750
-  - 990
-  - 1230
-  - 1710
-  - 2370
-  - 2550
-  - 3810
-  - 4590
-  - 7110
-  - 10000
-- - 0
-  - 210
-  - 330
-  - 570
-  - 750
-  - 990
-  - 1470
-  - 1530
-  - 1770
-  - 2070
-  - 3690
-  - 3870
-  - 4230
-  - 6570
-  - 7890
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 690
-  - 2430
-  - 2970
-  - 3870
-  - 4950
-  - 5070
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 510
-  - 750
-  - 990
-  - 1290
-  - 2130
-  - 2670
-  - 3030
-  - 4050
-  - 4950
-  - 5850
-  - 6570
-  - 8970
-  - 9090
-  - 9450
-  - 9510
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 510
-  - 690
-  - 870
-  - 1470
-  - 2070
-  - 2250
-  - 2490
-  - 2730
-  - 3450
-  - 4350
-  - 4830
-  - 9090
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-  - !!python/tuple
-    - 10.649033340216858
-    - 10.649033340216858
-    - 10.649033340216858
-    - 10.649033340216858
-    - 10.649033340216858
-    - 10.649033340216858
-    - 10.649033340216858
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-- !!python/tuple
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-problem_name: FIXEDSAN-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/FIXEDSAN1_STRONG.yaml b/test/expected_results/FIXEDSAN1_STRONG.yaml
deleted file mode 100644
index 566d916d..00000000
--- a/test/expected_results/FIXEDSAN1_STRONG.yaml
+++ /dev/null
@@ -1,2089 +0,0 @@
-all_est_objectives:
-- - 68.30388079811371
-  - 64.77533564113695
-  - 61.26049127219263
-  - 57.764945137850354
-  - 54.33006006093741
-  - 50.96056245035337
-  - 47.76550174878428
-  - 44.66569152438721
-  - 41.611285577254215
-  - 41.611285577254215
-- - 68.00555254312637
-  - 64.12165717572489
-  - 60.25005229236851
-  - 56.500566720589205
-  - 52.80343593331602
-  - 49.15928586577631
-  - 45.59295472745258
-  - 42.10003444634719
-  - 42.10003444634719
-- - 67.15565001348712
-  - 63.44818341788816
-  - 59.82283871661548
-  - 56.255768424050096
-  - 52.828453242362166
-  - 49.42394423298395
-  - 46.20185037363548
-  - 42.99627286962369
-  - 39.88488795299308
-  - 39.88488795299308
-- - 67.71943959541662
-  - 64.09571813543337
-  - 60.36593321313504
-  - 56.51945153604289
-  - 52.78107002831135
-  - 48.99798839328177
-  - 45.17001638698517
-  - 41.52376947203019
-  - 38.02525679634855
-  - 34.64461909296893
-  - 31.71377618575876
-  - 31.71377618575876
-- - 64.758578697695
-  - 61.50267625625066
-  - 58.563628389581844
-  - 55.65278841300775
-  - 52.86632502854933
-  - 49.86349189658797
-  - 46.824941796968105
-  - 43.704735877325504
-  - 40.59121641313349
-  - 37.50950425894563
-  - 37.50950425894563
-- - 67.09349230810763
-  - 63.69532319421208
-  - 60.48990972093021
-  - 57.249301628331914
-  - 53.87777478741084
-  - 50.53546944117176
-  - 47.116809816768
-  - 43.625889200879136
-  - 40.232519983839765
-  - 40.232519983839765
-- - 64.04874061726181
-  - 60.83258503384364
-  - 57.57540183810115
-  - 54.20014053561061
-  - 50.76930272074904
-  - 47.34510154781586
-  - 44.03690812660497
-  - 40.816737989985924
-  - 37.676969272624554
-  - 34.76187411550433
-  - 31.987489928861255
-  - 31.987489928861255
-- - 65.76447222250123
-  - 62.27994810653351
-  - 58.80435672156049
-  - 55.35967108349571
-  - 51.944373288026306
-  - 48.60388447269688
-  - 45.43173559425824
-  - 42.369219555606314
-  - 39.6061873474749
-  - 39.6061873474749
-- - 72.64729923751366
-  - 69.32158767994972
-  - 65.84089532187849
-  - 62.324435998030275
-  - 58.79121841660665
-  - 55.26394038482617
-  - 51.72128106285688
-  - 48.250869428088365
-  - 46.385416913550245
-  - 42.87176754766969
-  - 39.98307632891716
-  - 36.591629410732715
-  - 36.591629410732715
-- - 65.3640980466472
-  - 61.76486685755126
-  - 58.07372615152498
-  - 58.07372615152498
-all_intermediate_budgets:
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 3412
-  - 3925
-  - 10000
-- - 10
-  - 280
-  - 2035
-  - 2467
-  - 2926
-  - 3412
-  - 3925
-  - 4465
-  - 5032
-  - 5626
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 3412
-  - 3925
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 3412
-  - 3925
-  - 4465
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-    - 10.0
-  - !!python/tuple
-    - 9.129869370902941
-    - 9.989151324742803
-    - 9.707249126536787
-    - 9.179224637317796
-    - 9.470247241168282
-    - 9.989879969754536
-    - 9.12002020938751
-    - 9.697773430398156
-    - 9.532454601525966
-    - 9.866437062411922
-    - 9.068301491862506
-    - 9.837843557171094
-    - 9.545974215552569
-  - !!python/tuple
-    - 8.302979805879033
-    - 9.958980160185853
-    - 9.470078789208198
-    - 8.248660086495676
-    - 9.030991150423478
-    - 9.981853875552439
-    - 8.135536977619488
-    - 9.402100920906634
-    - 9.113989595432168
-    - 9.6901943311802
-    - 8.209141682581958
-    - 9.677717293802917
-    - 9.129401366890777
-  - !!python/tuple
-    - 7.332540292850583
-    - 9.917586081469262
-    - 9.271705338088159
-    - 7.391023175598237
-    - 8.633911982112416
-    - 9.975426277384592
-    - 7.244555738383719
-    - 8.82373835900228
-    - 8.737011412843078
-    - 9.510998364986571
-    - 7.464375574537007
-    - 9.384764473722841
-    - 8.704130949137186
-  - !!python/tuple
-    - 6.393465008412445
-    - 9.868009231939892
-    - 8.687756767672044
-    - 6.586906707110214
-    - 8.200393790215356
-    - 9.856983265810115
-    - 6.408130886830504
-    - 8.282906898184471
-    - 8.380020176987248
-    - 9.326230761851415
-    - 6.734987450427592
-    - 9.105249677564458
-    - 8.301277153261646
-  - !!python/tuple
-    - 5.189526672905117
-    - 9.79894930676348
-    - 8.239033544782218
-    - 5.836380594609327
-    - 7.811949844690329
-    - 9.747450625243564
-    - 5.6161348449157105
-    - 7.8164405278521905
-    - 7.9808437537371875
-    - 9.169457031487624
-    - 6.082151234395564
-    - 8.871415606483778
-    - 7.971742307869129
-  - !!python/tuple
-    - 3.956105918189764
-    - 9.695885790218934
-    - 7.822276216929206
-    - 5.136735629571233
-    - 7.2298904718929204
-    - 9.61988129841237
-    - 4.9287159803208045
-    - 7.336701404838226
-    - 7.647249190030633
-    - 9.031085585817001
-    - 5.4212179177162
-    - 8.640231024500386
-    - 7.616230159192401
-  - !!python/tuple
-    - 2.701729113813043
-    - 9.547030352879407
-    - 7.289442246293657
-    - 4.483242333637959
-    - 6.71592303089239
-    - 9.369245322135445
-    - 4.302088505865551
-    - 6.831144556131236
-    - 7.347521108533944
-    - 8.874647205607918
-    - 4.76690325538323
-    - 8.408841489773138
-    - 7.26665035781915
-  - !!python/tuple
-    - 1.638852702684036
-    - 9.285129715872024
-    - 6.760847568861006
-    - 3.7921885901910235
-    - 6.260531178053019
-    - 9.063630470555957
-    - 3.691477625915852
-    - 6.190660007318432
-    - 7.056042709539595
-    - 8.677871127166366
-    - 4.132973797556147
-    - 8.096905134318797
-    - 6.685242952416565
-  - !!python/tuple
-    - 1.638852702684036
-    - 9.285129715872024
-    - 6.760847568861006
-    - 3.7921885901910235
-    - 6.260531178053019
-    - 9.063630470555957
-    - 3.691477625915852
-    - 6.190660007318432
-    - 7.056042709539595
-    - 8.677871127166366
-    - 4.132973797556147
-    - 8.096905134318797
-    - 6.685242952416565
-- - !!python/tuple
-    - 10.0
-    - 10.0
-    - 10.0
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: FIXEDSAN-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/HOTEL1_RNDSRCH.pickle.zst b/test/expected_results/HOTEL1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/HOTEL1_RNDSRCH.yaml b/test/expected_results/HOTEL1_RNDSRCH.yaml
deleted file mode 100644
index 57042f7d..00000000
--- a/test/expected_results/HOTEL1_RNDSRCH.yaml
+++ /dev/null
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-problem_name: HOTEL-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-solver_name: RNDSRCH
diff --git a/test/expected_results/IRONORE1_RNDSRCH.pickle.zst b/test/expected_results/IRONORE1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/IRONORE1_RNDSRCH.yaml b/test/expected_results/IRONORE1_RNDSRCH.yaml
deleted file mode 100644
index 74c43136..00000000
--- a/test/expected_results/IRONORE1_RNDSRCH.yaml
+++ /dev/null
@@ -1,399 +0,0 @@
-all_est_objectives:
-- - 152700.98469043188
-  - 248637.1545694286
-  - 248637.1545694286
-- - 133145.92876656458
-  - 133145.92876656458
-- - 110208.01327425054
-  - 107759.44427986823
-  - 112431.44576792093
-  - 112431.44576792093
-- - 145554.7585106055
-  - 145554.7585106055
-- - 146391.39502516043
-  - 194373.66957177193
-  - 194373.66957177193
-- - 133265.08840579027
-  - 133265.08840579027
-- - 105150.1358889471
-  - 105150.1358889471
-- - 169184.40059734188
-  - 144469.62659953252
-  - 203779.2687858544
-  - 260709.07364016137
-  - 260709.07364016137
-- - 156372.6117499876
-  - 197855.1286951518
-  - 211685.0241424202
-  - 211685.0241424202
-- - 106114.5439436892
-  - 230865.50189332722
-  - 230865.50189332722
-all_intermediate_budgets:
-- - 0
-  - 80
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 330
-  - 530
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 700
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 40
-  - 50
-  - 290
-  - 1000
-- - 0
-  - 140
-  - 360
-  - 1000
-- - 0
-  - 540
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 106.04208455290791
-    - 1717.1639026711428
-    - 97.66810871178754
-    - 68.74180720329448
-  - !!python/tuple
-    - 106.04208455290791
-    - 1717.1639026711428
-    - 97.66810871178754
-    - 68.74180720329448
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
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-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
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-  - !!python/tuple
-    - 27.30183995910418
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-  - !!python/tuple
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-    - 19.023066684981703
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-  - !!python/tuple
-    - 20.234251678135664
-    - 1639.8984085157767
-    - 19.023066684981703
-    - 105.52339096424797
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 19.43057951053071
-    - 4523.015305913609
-    - 95.33915164608602
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-  - !!python/tuple
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-    - 4523.015305913609
-    - 95.33915164608602
-    - 97.42837688353313
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 46.20031637628806
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 96.41189511709807
-    - 8689.944235572471
-    - 101.38676788412684
-    - 79.68718768258695
-- - !!python/tuple
-    - 80.0
-    - 7000.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 57.866334150734936
-    - 2176.5511407069566
-    - 100.1193670841009
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-  - !!python/tuple
-    - 17.20340129146427
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-  - !!python/tuple
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-    - 3415.010435064405
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-    - 100.15485449202394
-- - !!python/tuple
-    - 80.0
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-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 107.94498227259388
-    - 3774.5559125009777
-    - 99.13828483086061
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-  - !!python/tuple
-    - 107.94498227259388
-    - 3774.5559125009777
-    - 99.13828483086061
-    - 66.7427027808016
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 80.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 248637.1545694286
-    - 248637.1545694286
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 330.0
-    - 530.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 107759.44427986823
-    - 112431.44576792093
-    - 112431.44576792093
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 700.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 194373.66957177193
-    - 194373.66957177193
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 40.0
-    - 50.0
-    - 290.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 144469.62659953252
-    - 203779.2687858544
-    - 253061.37538277043
-    - 253061.37538277043
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 140.0
-    - 360.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 197855.1286951518
-    - 211685.0241424202
-    - 211685.0241424202
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 230865.50189332722
-    - 230865.50189332722
-problem_name: IRONORE-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.08
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0440833358939842
-    - 0.0440833358939842
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 1.447801568931063
-    - 1.4012493240083121
-    - 1.4012493240083121
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.584769602889546
-    - 0.584769602889546
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.04
-    - 0.05
-    - 0.29
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-  - !!python/tuple
-    - 1.0
-    - 1.0820179956864968
-    - 0.49105136256387855
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.14
-    - 0.36
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-  - !!python/tuple
-    - 1.0
-    - 0.5500800296489186
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-    - 0.4122777019391264
-- !!python/tuple
-  - !!python/tuple
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-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.22116168875314704
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-solver_name: RNDSRCH
diff --git a/test/expected_results/IRONORECONT1_ADAM.pickle.zst b/test/expected_results/IRONORECONT1_ADAM.pickle.zst
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diff --git a/test/expected_results/IRONORECONT1_ADAM.yaml b/test/expected_results/IRONORECONT1_ADAM.yaml
deleted file mode 100644
index 0f73e390..00000000
--- a/test/expected_results/IRONORECONT1_ADAM.yaml
+++ /dev/null
@@ -1,429 +0,0 @@
-all_est_objectives:
-- - 152700.98469043188
-  - 155904.37612388507
-  - 155904.37612388507
-- - 133145.92876656458
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-  - 126959.21709119408
-  - 127108.44619092188
-  - 127108.44619092188
-- - 110208.01327425054
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-  - 109669.16603250684
-- - 145554.7585106055
-  - 140936.56544540767
-  - 140936.56544540767
-- - 146391.39502516043
-  - 147098.93819070616
-  - 145177.9503350341
-  - 145367.008469743
-  - 142519.2439307187
-  - 142519.2439307187
-- - 133265.08840579027
-  - 133265.08840579027
-- - 105150.1358889471
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-  - 105171.70746854838
-  - 105171.70746854838
-- - 169184.40059734188
-  - 169184.40059734188
-- - 156372.6117499876
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-  - 155641.49947265227
-- - 106114.5439436892
-  - 108413.96462640546
-  - 106788.86801929041
-  - 106788.86801929041
-all_intermediate_budgets:
-- - 0
-  - 660
-  - 1000
-- - 0
-  - 240
-  - 660
-  - 870
-  - 1000
-- - 0
-  - 240
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-- - 0
-  - 1000
-- - 0
-  - 240
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-- - 0
-  - 450
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-  - 1000
-all_recommended_xs:
-- - !!python/tuple
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-    - 100.0
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 80.0
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 155904.37612388507
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 127108.44619092188
-    - 127108.44619092188
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 109669.16603250684
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 152700.98469043188
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 145177.9503350341
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-    - 142519.2439307187
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
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-    - 105171.70746854838
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-problem_name: IRONORECONT-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 3.203391433453187e+18
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-solver_name: ADAM
diff --git a/test/expected_results/IRONORECONT1_ALOE.pickle.zst b/test/expected_results/IRONORECONT1_ALOE.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/IRONORECONT1_ALOE.yaml b/test/expected_results/IRONORECONT1_ALOE.yaml
deleted file mode 100644
index 07fa1710..00000000
--- a/test/expected_results/IRONORECONT1_ALOE.yaml
+++ /dev/null
@@ -1,269 +0,0 @@
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-  - 152700.98469043188
-- - 133145.92876656458
-  - 133145.92876656458
-- - 110208.01327425054
-  - 110208.01327425054
-- - 145554.7585106055
-  - 145554.7585106055
-- - 146391.39502516043
-  - 146391.39502516043
-- - 133265.08840579027
-  - 133265.08840579027
-- - 105150.1358889471
-  - 105150.1358889471
-- - 169184.40059734188
-  - 169184.40059734188
-- - 156372.6117499876
-  - 156372.6117499876
-- - 106114.5439436892
-  - 106114.5439436892
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-- - 0
-  - 1000
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-  - 1000
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-  - 1000
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-  - 1000
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-all_recommended_xs:
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-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
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-    - 100.0
-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
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-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
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-    - 152700.98469043188
-- !!python/tuple
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-  - !!python/tuple
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-    - 152700.98469043188
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-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/IRONORECONT1_ASTRODF.yaml b/test/expected_results/IRONORECONT1_ASTRODF.yaml
deleted file mode 100644
index f21b9c7a..00000000
--- a/test/expected_results/IRONORECONT1_ASTRODF.yaml
+++ /dev/null
@@ -1,1009 +0,0 @@
-all_est_objectives:
-- - 152700.98469043188
-  - 173790.5531214831
-  - 225102.47095529095
-  - 244380.83160276755
-  - 254544.67927187483
-  - 256722.445601694
-  - 256821.54653900067
-  - 254140.69223063756
-  - 254140.69223063756
-- - 133145.92876656458
-  - 157005.62112506654
-  - 211421.39916575735
-  - 219926.5728172673
-  - 219285.7539778292
-  - 239977.32367890776
-  - 250574.42458846935
-  - 248427.12956464986
-  - 250574.42458846935
-  - 250574.42458846935
-- - 110208.01327425051
-  - 136094.3209986965
-  - 167963.24110333595
-  - 178191.6657557974
-  - 228236.85796508827
-  - 240170.9468122245
-  - 239884.70553584245
-  - 239941.95018204217
-  - 239941.95018204217
-- - 145554.75851060552
-  - 162761.65164111153
-  - 184831.07657897766
-  - 204457.7216833123
-  - 207265.0430312818
-  - 219902.49003508466
-  - 244363.99810048667
-  - 245463.65271907582
-  - 244363.99810048667
-  - 244792.88272668142
-  - 244792.88272668142
-- - 146391.39502516045
-  - 149799.04611267112
-  - 251731.60810788482
-  - 237885.3308454876
-  - 252458.32081264793
-  - 250634.64181579027
-  - 245106.04336271327
-  - 241741.28231565602
-  - 241794.95211071175
-  - 241794.95211071175
-- - 133265.08840579024
-  - 153934.91743867903
-  - 172509.0554105407
-  - 196799.09738726736
-  - 222960.4287792954
-  - 250659.24836156174
-  - 247240.44071118123
-  - 247240.44071118123
-- - 105150.1358889471
-  - 130245.04365294233
-  - 155881.34899939763
-  - 194968.15564181417
-  - 212872.29791895096
-  - 230087.05448179384
-  - 224796.23032860018
-  - 226754.17141268478
-  - 226754.17141268478
-- - 169184.40059734188
-  - 186438.5647823636
-  - 192688.7929033532
-  - 222710.89710845574
-  - 199855.3545738408
-  - 240900.61585372876
-  - 250784.10402937085
-  - 262369.4499080799
-  - 262369.4499080799
-- - 156372.6117499876
-  - 185669.97039557883
-  - 195808.02225813284
-  - 225164.91186158935
-  - 243957.08708089805
-  - 255633.55119565557
-  - 260937.77752193355
-  - 269647.8951580856
-  - 269647.8951580856
-- - 106114.54394368925
-  - 136308.492233317
-  - 163635.07514685215
-  - 183763.60496128208
-  - 206833.61740254742
-  - 233362.82441502827
-  - 240672.23983011144
-  - 242871.54230719403
-  - 244512.3211252974
-  - 244512.3211252974
-all_intermediate_budgets:
-- - 5
-  - 48
-  - 108
-  - 215
-  - 252
-  - 435
-  - 846
-  - 918
-  - 1000
-- - 5
-  - 48
-  - 111
-  - 171
-  - 209
-  - 355
-  - 521
-  - 698
-  - 742
-  - 1000
-- - 5
-  - 40
-  - 100
-  - 240
-  - 277
-  - 394
-  - 572
-  - 730
-  - 1000
-- - 5
-  - 40
-  - 100
-  - 160
-  - 235
-  - 309
-  - 417
-  - 712
-  - 758
-  - 842
-  - 1000
-- - 5
-  - 44
-  - 74
-  - 214
-  - 332
-  - 443
-  - 572
-  - 681
-  - 776
-  - 1000
-- - 5
-  - 85
-  - 115
-  - 234
-  - 401
-  - 575
-  - 719
-  - 1000
-- - 5
-  - 40
-  - 100
-  - 160
-  - 272
-  - 381
-  - 461
-  - 639
-  - 1000
-- - 5
-  - 66
-  - 96
-  - 202
-  - 277
-  - 409
-  - 446
-  - 655
-  - 1000
-- - 5
-  - 44
-  - 74
-  - 171
-  - 286
-  - 359
-  - 396
-  - 432
-  - 1000
-- - 5
-  - 43
-  - 73
-  - 168
-  - 282
-  - 355
-  - 392
-  - 518
-  - 773
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 61.54434690031883
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 88.47478052571736
-    - 100.0
-  - !!python/tuple
-    - 96.83152101587409
-    - 88.47478052571736
-    - 100.0
-  - !!python/tuple
-    - 101.72859138031787
-    - 97.1214151666438
-    - 80.37809526109461
-  - !!python/tuple
-    - 99.71651299225151
-    - 100.84688799730418
-    - 80.15918098221483
-  - !!python/tuple
-    - 99.41446745085389
-    - 99.72165544830375
-    - 80.12466681165135
-  - !!python/tuple
-    - 102.06807328284697
-    - 102.8987021067416
-    - 77.2578593280444
-  - !!python/tuple
-    - 102.06807328284697
-    - 102.8987021067416
-    - 77.2578593280444
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 61.54434690031883
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 88.47478052571736
-    - 100.0
-  - !!python/tuple
-    - 113.66304203174818
-    - 88.47478052571736
-    - 100.0
-  - !!python/tuple
-    - 109.0524583041591
-    - 87.39522733075398
-    - 16.12898772220828
-  - !!python/tuple
-    - 106.98331060839263
-    - 96.23219686647283
-    - 40.812529431010006
-  - !!python/tuple
-    - 99.03916258349958
-    - 98.33802672433292
-    - 40.812529431010006
-  - !!python/tuple
-    - 96.49240150627259
-    - 98.66984364936707
-    - 40.812529431010006
-  - !!python/tuple
-    - 99.03916258349958
-    - 98.33802672433292
-    - 45.949102006655174
-  - !!python/tuple
-    - 99.03916258349958
-    - 98.33802672433292
-    - 45.949102006655174
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 61.54434690031883
-    - 100.0
-  - !!python/tuple
-    - 64.99317713028798
-    - 83.90598075312887
-    - 99.97077600396719
-  - !!python/tuple
-    - 68.7291501771595
-    - 91.30800601928004
-    - 101.4121476698681
-  - !!python/tuple
-    - 89.44976351967355
-    - 94.94336896077617
-    - 101.10114158137466
-  - !!python/tuple
-    - 102.59938931332519
-    - 94.94336896077617
-    - 101.10114158137466
-  - !!python/tuple
-    - 98.49013125280905
-    - 94.94336896077617
-    - 101.10114158137466
-  - !!python/tuple
-    - 98.3867322518222
-    - 94.50783636800591
-    - 99.1148637599229
-  - !!python/tuple
-    - 98.3867322518222
-    - 94.50783636800591
-    - 99.1148637599229
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 61.54434690031883
-    - 100.0
-  - !!python/tuple
-    - 64.00042390077145
-    - 83.20678103384913
-    - 99.97229968497935
-  - !!python/tuple
-    - 87.107452686979
-    - 104.42620257643718
-    - 87.76567161238822
-  - !!python/tuple
-    - 85.29766125306644
-    - 102.67616148799321
-    - 90.20792646756425
-  - !!python/tuple
-    - 90.23883933237582
-    - 94.54825081303908
-    - 57.57132622192873
-  - !!python/tuple
-    - 100.4110791226924
-    - 97.77292902529769
-    - 26.47741839768828
-  - !!python/tuple
-    - 100.16573538042363
-    - 100.32946983356715
-    - 26.47741839768828
-  - !!python/tuple
-    - 100.4110791226924
-    - 97.77292902529769
-    - 31.613990973333447
-  - !!python/tuple
-    - 99.88927912202945
-    - 101.68442080647456
-    - 31.549852180988523
-  - !!python/tuple
-    - 99.88927912202945
-    - 101.68442080647456
-    - 31.549852180988523
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 101.54434690031883
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diff --git a/test/expected_results/IRONORECONT1_NELDMD.yaml b/test/expected_results/IRONORECONT1_NELDMD.yaml
deleted file mode 100644
index 18867469..00000000
--- a/test/expected_results/IRONORECONT1_NELDMD.yaml
+++ /dev/null
@@ -1,489 +0,0 @@
-all_est_objectives:
-- - 152700.98469043188
-  - 156702.28684759123
-  - 180275.32234557465
-  - 197482.63036573437
-  - 202908.8437780399
-  - 202908.8437780399
-- - 133145.92876656458
-  - 132809.50206028402
-  - 132809.50206028402
-- - 110208.01327425054
-  - 126468.15733332263
-  - 132258.0848802002
-  - 189003.7572772607
-  - 189003.7572772607
-- - 145554.7585106055
-  - 210710.80233874824
-  - 214167.9186000399
-  - 229850.94969916038
-  - 229850.94969916038
-- - 146391.39502516043
-  - 143015.1345821515
-  - 144207.9538440267
-  - 144878.4487585495
-  - 144878.4487585495
-- - 133265.08840579027
-  - 245669.48821620655
-  - 245669.48821620655
-- - 105150.1358889471
-  - 106360.93219289248
-  - 106360.93219289248
-- - 169184.40059734188
-  - 218264.68870523464
-  - 226539.5401274235
-  - 233153.43111423292
-  - 233153.43111423292
-- - 156372.6117499876
-  - 261108.3196805129
-  - 266823.80389861023
-  - 266823.80389861023
-- - 106114.5439436892
-  - 95301.92806177046
-  - 95301.92806177046
-all_intermediate_budgets:
-- - 0
-  - 480
-  - 630
-  - 840
-  - 990
-  - 1000
-- - 0
-  - 810
-  - 1000
-- - 0
-  - 540
-  - 720
-  - 900
-  - 1000
-- - 0
-  - 840
-  - 900
-  - 990
-  - 1000
-- - 0
-  - 690
-  - 750
-  - 810
-  - 1000
-- - 0
-  - 990
-  - 1000
-- - 0
-  - 870
-  - 1000
-- - 0
-  - 840
-  - 900
-  - 990
-  - 1000
-- - 0
-  - 660
-  - 960
-  - 1000
-- - 0
-  - 510
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 71.84677291324282
-    - 59.313560684071284
-    - 103.72927038686147
-  - !!python/tuple
-    - 57.01458254813238
-    - 81.82035193522378
-    - 102.68125854016773
-  - !!python/tuple
-    - 53.35830908053868
-    - 93.63100010512471
-    - 103.75555296071246
-  - !!python/tuple
-    - 47.83760313612027
-    - 97.61041256787956
-    - 102.26289379497409
-  - !!python/tuple
-    - 47.83760313612027
-    - 97.61041256787956
-    - 102.26289379497409
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 81.75200674676572
-    - 40.59763606068053
-    - 100.07218623080225
-  - !!python/tuple
-    - 81.75200674676572
-    - 40.59763606068053
-    - 100.07218623080225
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 72.99402336126965
-    - 61.01444415352947
-    - 100.27025191408053
-  - !!python/tuple
-    - 77.78692868226355
-    - 62.860690909278254
-    - 101.0162252365504
-  - !!python/tuple
-    - 67.02403415536372
-    - 97.2866127479025
-    - 98.17365677049985
-  - !!python/tuple
-    - 67.02403415536372
-    - 97.2866127479025
-    - 98.17365677049985
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 77.05992216766845
-    - 102.0282154661873
-    - 99.37299152796103
-  - !!python/tuple
-    - 79.28183844548062
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-  - !!python/tuple
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-    - 96.13571418562641
-  - !!python/tuple
-    - 88.6060134858426
-    - 97.82621392212657
-    - 96.13571418562641
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.94647133838484
-    - 41.59867781940778
-    - 102.09635916368613
-  - !!python/tuple
-    - 71.40647090729277
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-  - !!python/tuple
-    - 96.25182809429393
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-    - 101.95920876321753
-  - !!python/tuple
-    - 96.25182809429393
-    - 42.141913172792854
-    - 101.95920876321753
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 96.65400053674381
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-    - 98.03003176273842
-  - !!python/tuple
-    - 96.65400053674381
-    - 94.28745024745508
-    - 98.03003176273842
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 86.21007564291517
-    - 40.63353104415674
-    - 100.53231292940292
-  - !!python/tuple
-    - 86.21007564291517
-    - 40.63353104415674
-    - 100.53231292940292
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 79.97022618071836
-    - 94.12882651103612
-    - 91.8612501735434
-  - !!python/tuple
-    - 81.50969219963497
-    - 100.94067633361448
-    - 92.36620967836129
-  - !!python/tuple
-    - 84.30569552825581
-    - 102.50533697678345
-    - 94.31393706259712
-  - !!python/tuple
-    - 84.30569552825581
-    - 102.50533697678345
-    - 94.31393706259712
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 99.94506698217423
-    - 106.12087418716565
-    - 95.75645937152834
-  - !!python/tuple
-    - 101.70183362266981
-    - 103.17509215814843
-    - 95.30266657128709
-  - !!python/tuple
-    - 101.70183362266981
-    - 103.17509215814843
-    - 95.30266657128709
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 86.63835328843174
-    - 38.52866321064975
-    - 97.49557513910626
-  - !!python/tuple
-    - 86.63835328843174
-    - 38.52866321064975
-    - 97.49557513910626
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 480.0
-    - 630.0
-    - 840.0
-    - 990.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 156702.28684759123
-    - 180275.32234557465
-    - 197482.63036573437
-    - 202908.8437780399
-    - 202908.8437780399
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 810.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 132809.50206028402
-    - 132809.50206028402
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 540.0
-    - 720.0
-    - 900.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 126468.15733332263
-    - 132258.0848802002
-    - 189003.7572772607
-    - 189003.7572772607
-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
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-    - 214167.9186000399
-    - 229850.94969916038
-    - 229850.94969916038
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 144207.9538440267
-    - 144878.4487585495
-    - 144878.4487585495
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 152700.98469043188
-    - 245669.48821620655
-    - 245669.48821620655
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 870.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 106360.93219289248
-    - 106360.93219289248
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 840.0
-    - 900.0
-    - 990.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 218264.68870523464
-    - 226539.5401274235
-    - 233153.43111423292
-    - 233153.43111423292
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 660.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 261108.3196805129
-    - 254094.67916689013
-    - 254094.67916689013
-- !!python/tuple
-  - !!python/tuple
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-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 95301.92806177046
-    - 95301.92806177046
-problem_name: IRONORECONT-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.48
-    - 0.63
-    - 0.84
-    - 0.99
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.81
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.1961806671791242
-    - 1.1961806671791242
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.9
-    - 1.0
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
-    - 0.42787549119452223
-    - 0.3937795222179273
-    - 0.2391049028532903
-    - 0.2391049028532903
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.81
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-  - !!python/tuple
-    - 1.0
-    - 1.0955271445457513
-    - 1.0837629094221153
-    - 1.077150122325394
-    - 1.077150122325394
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.99
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.08309383531379019
-    - 0.08309383531379019
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.87
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.4570309104211476
-    - 1.4570309104211476
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.84
-    - 0.9
-    - 0.99
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.353374937629623
-    - 0.2717638328669878
-    - 0.20653402719751351
-    - 0.20653402719751351
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.66
-    - 0.96
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.06917235386122776
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.51
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.5661008500088573
-    - 1.5661008500088573
-solver_name: NELDMD
diff --git a/test/expected_results/IRONORECONT1_RNDSRCH.pickle.zst b/test/expected_results/IRONORECONT1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/IRONORECONT1_RNDSRCH.yaml b/test/expected_results/IRONORECONT1_RNDSRCH.yaml
deleted file mode 100644
index f529fc40..00000000
--- a/test/expected_results/IRONORECONT1_RNDSRCH.yaml
+++ /dev/null
@@ -1,349 +0,0 @@
-all_est_objectives:
-- - 152700.98469043188
-  - 152700.98469043188
-- - 133145.92876656458
-  - 197958.6340204278
-  - 191042.02925983866
-  - 191042.02925983866
-- - 110208.01327425054
-  - 110208.01327425054
-- - 145554.7585106055
-  - 145554.7585106055
-- - 146391.39502516043
-  - 205587.07807997617
-  - 205587.07807997617
-- - 133265.08840579027
-  - 133265.08840579027
-- - 105150.1358889471
-  - 105150.1358889471
-- - 169184.40059734188
-  - 141129.60452255065
-  - 210946.56634402252
-  - 210946.56634402252
-- - 156372.6117499876
-  - 235143.55378604916
-  - 235143.55378604916
-- - 106114.5439436892
-  - 170045.30380932428
-  - 212270.46308484938
-  - 212270.46308484938
-all_intermediate_budgets:
-- - 0
-  - 1000
-- - 0
-  - 140
-  - 180
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 960
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 230
-  - 310
-  - 1000
-- - 0
-  - 330
-  - 1000
-- - 0
-  - 70
-  - 850
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 89.51286085366789
-    - 110.69874262239097
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-  - !!python/tuple
-    - 48.98708330069736
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-    - 99.73877755543312
-  - !!python/tuple
-    - 48.98708330069736
-    - 98.01083372144204
-    - 99.73877755543312
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 82.31961648623096
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-    - 31.03681099951429
-  - !!python/tuple
-    - 82.31961648623096
-    - 97.24186772912596
-    - 31.03681099951429
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
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-    - 100.0
-  - !!python/tuple
-    - 126.52678555423246
-    - 17.98040104682185
-    - 97.12547689041833
-  - !!python/tuple
-    - 94.51644538396839
-    - 85.06518197933129
-    - 22.02606581205134
-  - !!python/tuple
-    - 94.51644538396839
-    - 85.06518197933129
-    - 22.02606581205134
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 91.31252825949757
-    - 90.48184614967685
-    - 89.29705684153677
-  - !!python/tuple
-    - 91.31252825949757
-    - 90.48184614967685
-    - 89.29705684153677
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 89.00817259485456
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-  - !!python/tuple
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-    - 94.53529333943227
-    - 31.416681866883046
-  - !!python/tuple
-    - 113.00855572188193
-    - 94.53529333943227
-    - 31.416681866883046
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 140.0
-    - 180.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 197958.6340204278
-    - 191042.02925983866
-    - 191042.02925983866
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 205587.07807997617
-    - 205587.07807997617
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 230.0
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-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 141129.60452255065
-    - 210946.56634402252
-    - 210946.56634402252
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 330.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 222453.43002346347
-    - 222453.43002346347
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 850.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 170045.30380932428
-    - 212270.46308484938
-    - 212270.46308484938
-problem_name: IRONORECONT-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.3511675595900013
-    - 0.4503268754758595
-    - 0.4503268754758595
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.96
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.2418030201372763
-    - 0.2418030201372763
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.1658921076190794
-    - 0.1649671724697489
-    - 0.1649671724697489
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.85
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.751344644104127
-    - 0.14598723944366002
-    - 0.14598723944366002
-solver_name: RNDSRCH
diff --git a/test/expected_results/IRONORECONT1_SPSA.pickle.zst b/test/expected_results/IRONORECONT1_SPSA.pickle.zst
new file mode 100644
index 0000000000000000000000000000000000000000..5feec420c812910900bbe8805cecca2809b46634
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diff --git a/test/expected_results/IRONORECONT1_SPSA.yaml b/test/expected_results/IRONORECONT1_SPSA.yaml
deleted file mode 100644
index ee755f45..00000000
--- a/test/expected_results/IRONORECONT1_SPSA.yaml
+++ /dev/null
@@ -1,529 +0,0 @@
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: IRONORECONT-1
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-- !!python/tuple
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diff --git a/test/expected_results/IRONORECONT1_STRONG.pickle.zst b/test/expected_results/IRONORECONT1_STRONG.pickle.zst
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diff --git a/test/expected_results/IRONORECONT1_STRONG.yaml b/test/expected_results/IRONORECONT1_STRONG.yaml
deleted file mode 100644
index 5872d004..00000000
--- a/test/expected_results/IRONORECONT1_STRONG.yaml
+++ /dev/null
@@ -1,469 +0,0 @@
-all_est_objectives:
-- - 152700.98469043188
-  - 151261.39466714693
-  - 143141.5385002208
-  - 151489.31619242203
-  - 151489.31619242203
-- - 133145.92876656458
-  - 127679.80863817634
-  - 127679.80863817634
-- - 110208.01327425054
-  - 88493.38899143093
-  - 110474.85330152012
-  - 88478.78046809668
-  - 88478.78046809668
-- - 145554.7585106055
-  - 145554.7585106055
-- - 146391.39502516043
-  - 141692.68599963858
-  - 141692.68599963858
-- - 133265.08840579027
-  - 132622.81142005543
-  - 133334.13999107914
-  - 132741.1865782531
-  - 132741.1865782531
-- - 105150.1358889471
-  - 105150.1358889471
-- - 169184.40059734188
-  - 167306.4259984403
-  - 169184.40059734188
-  - 167306.4259984403
-  - 169139.1449088558
-  - 166990.48584664016
-  - 169212.11244850873
-  - 169212.11244850873
-- - 156372.6117499876
-  - 156372.6117499876
-- - 106114.5439436892
-  - 100238.39278009595
-  - 98995.01751320418
-  - 105733.48095440367
-  - 105733.48095440367
-all_intermediate_budgets:
-- - 10
-  - 80
-  - 430
-  - 535
-  - 1000
-- - 10
-  - 157
-  - 1000
-- - 10
-  - 80
-  - 332
-  - 430
-  - 1000
-- - 10
-  - 1000
-- - 10
-  - 80
-  - 1000
-- - 10
-  - 80
-  - 241
-  - 332
-  - 1000
-- - 10
-  - 1000
-- - 10
-  - 80
-  - 157
-  - 241
-  - 332
-  - 535
-  - 892
-  - 1000
-- - 10
-  - 1000
-- - 10
-  - 80
-  - 157
-  - 332
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.02058501656855
-    - 40.07940496945405
-    - 101.99831706891545
-  - !!python/tuple
-    - 80.1441685984694
-    - 40.26686403296491
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-  - !!python/tuple
-    - 80.1532856249583
-    - 40.372263845728085
-    - 101.98847367458464
-  - !!python/tuple
-    - 80.1532856249583
-    - 40.372263845728085
-    - 101.98847367458464
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.06505954227995
-    - 40.0
-    - 98.00105846609804
-  - !!python/tuple
-    - 80.06505954227995
-    - 40.0
-    - 98.00105846609804
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.04795602656348
-    - 101.99942497221483
-  - !!python/tuple
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-    - 40.3192295476598
-    - 100.01790770588784
-  - !!python/tuple
-    - 80.06042847260716
-    - 40.61018419944908
-    - 101.99570794612964
-  - !!python/tuple
-    - 80.06042847260716
-    - 40.61018419944908
-    - 101.99570794612964
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 79.99895105312721
-    - 40.131115272333616
-    - 101.99569729294583
-  - !!python/tuple
-    - 79.99895105312721
-    - 40.131115272333616
-    - 101.99569729294583
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.004957428204
-    - 40.04878752753128
-    - 101.99939870987829
-  - !!python/tuple
-    - 80.02122587549277
-    - 40.167631842136245
-    - 100.00299910896948
-  - !!python/tuple
-    - 80.02673155335975
-    - 40.20139944511904
-    - 102.00270644668169
-  - !!python/tuple
-    - 80.02673155335975
-    - 40.20139944511904
-    - 102.00270644668169
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.04000755764358
-    - 101.9995998087946
-  - !!python/tuple
-    - 80.0
-    - 40.042988209180855
-    - 99.99960202986674
-  - !!python/tuple
-    - 80.0
-    - 40.06124813179
-    - 101.99951867193617
-  - !!python/tuple
-    - 80.0
-    - 40.064680432562
-    - 99.99952161711049
-  - !!python/tuple
-    - 80.0
-    - 40.41922979837048
-    - 101.96784444307293
-  - !!python/tuple
-    - 80.0
-    - 40.53182049120039
-    - 99.97101612399088
-  - !!python/tuple
-    - 80.0
-    - 40.53182049120039
-    - 99.97101612399088
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-- - !!python/tuple
-    - 80.0
-    - 40.0
-    - 100.0
-  - !!python/tuple
-    - 79.99623298607793
-    - 40.38463127888887
-    - 98.03733737262198
-  - !!python/tuple
-    - 80.02195340175747
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-    - 97.52657261778252
-  - !!python/tuple
-    - 80.09583709666668
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-    - 98.98064736546387
-  - !!python/tuple
-    - 80.09583709666668
-    - 43.689347183596375
-    - 98.98064736546387
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 80.0
-    - 430.0
-    - 535.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 151261.39466714693
-    - 143141.5385002208
-    - 151489.31619242203
-    - 151489.31619242203
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 157.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 127679.80863817634
-    - 127679.80863817634
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 80.0
-    - 332.0
-    - 430.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 88493.38899143093
-    - 110474.85330152012
-    - 88478.78046809668
-    - 88478.78046809668
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 80.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 141692.68599963858
-    - 141692.68599963858
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 80.0
-    - 241.0
-    - 332.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 132622.81142005543
-    - 133334.13999107914
-    - 132741.1865782531
-    - 132741.1865782531
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 80.0
-    - 157.0
-    - 241.0
-    - 332.0
-    - 535.0
-    - 892.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 167306.4259984403
-    - 169184.40059734188
-    - 167306.4259984403
-    - 169139.1449088558
-    - 166990.48584664016
-    - 153738.47690718542
-    - 153738.47690718542
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 152700.98469043188
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 80.0
-    - 157.0
-    - 332.0
-    - 1000.0
-  - !!python/tuple
-    - 152700.98469043188
-    - 100238.39278009595
-    - 98995.01751320418
-    - 105733.48095440367
-    - 105733.48095440367
-problem_name: IRONORECONT-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.08
-    - 0.43
-    - 0.535
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 2.3875670583723827
-    - 10.213993161436846
-    - 2.1678820124562788
-    - 2.1678820124562788
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.157
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 25.116977118681746
-    - 25.116977118681746
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.08
-    - 0.332
-    - 0.43
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 62.88730350181862
-    - 41.70019100581138
-    - 62.90138411186884
-    - 62.90138411186884
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
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-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.08
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 11.61048797574581
-    - 11.61048797574581
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
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-    - 0.332
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 20.352601345968544
-    - 19.666978302694485
-    - 20.23850395199667
-    - 20.23850395199667
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.08
-    - 0.157
-    - 0.241
-    - 0.332
-    - 0.535
-    - 0.892
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - -14.887748978482875
-    - -13.077639400236567
-    - -14.844128710537436
-    - -12.77311648748763
-    - -0.0
-    - -0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
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-    - 0.157
-    - 0.332
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 51.56673299631951
-    - 52.765175979132884
-    - 46.270222732847245
-    - 46.270222732847245
-solver_name: STRONG
diff --git a/test/expected_results/MM11_ADAM.pickle.zst b/test/expected_results/MM11_ADAM.pickle.zst
new file mode 100644
index 0000000000000000000000000000000000000000..835804ffa1ee1cc6dcc8d0cb55883a50c42ed957
GIT binary patch
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literal 0
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diff --git a/test/expected_results/MM11_ADAM.yaml b/test/expected_results/MM11_ADAM.yaml
deleted file mode 100644
index 46f89a59..00000000
--- a/test/expected_results/MM11_ADAM.yaml
+++ /dev/null
@@ -1,733 +0,0 @@
-all_est_objectives:
-- - 2.780124829249758
-  - 2.3515693140469414
-  - 1.9929649117012829
-  - 1.7169370058922488
-  - 1.5511154208236317
-  - 1.5303410366637242
-  - 1.5261609292431466
-  - 1.5261609292431466
-- - 2.789035151306537
-  - 2.362368815945796
-  - 2.0065975542240633
-  - 1.735708570878337
-  - 1.5726966460108827
-  - 1.5513719943214748
-  - 1.5513719943214748
-- - 2.7862478107466546
-  - 2.359309127990847
-  - 2.003610688457385
-  - 1.7337173506186243
-  - 1.5780341133157114
-  - 1.5684057574831007
-  - 1.559128019864952
-  - 1.559128019864952
-- - 2.7881760005848144
-  - 2.3612140349150756
-  - 2.005830212070105
-  - 1.7359609188286895
-  - 1.5796852556288525
-  - 1.5615413077245457
-  - 1.5621335196458133
-  - 1.5621335196458133
-- - 2.77940256374346
-  - 2.3504152649837766
-  - 1.9918847966708026
-  - 1.7176381954055875
-  - 1.5557574082202281
-  - 1.5340242579669152
-  - 1.5339234192469267
-  - 1.5339234192469267
-- - 2.789186580392257
-  - 2.3625075136218787
-  - 2.0069290172719323
-  - 1.7371929294144368
-  - 1.5806049332218277
-  - 1.5733346982893142
-  - 1.5612849861589906
-  - 1.5612849861589906
-- - 2.7840784985550453
-  - 2.356666754670753
-  - 2.00004929567104
-  - 1.727769410929042
-  - 1.5664440172306886
-  - 1.5788904719176906
-  - 1.564427686838332
-  - 1.544724462170458
-  - 1.5455045709134936
-  - 1.5455045709134936
-- - 2.7894024528762422
-  - 2.363368705933955
-  - 2.009931651086992
-  - 1.743005417264496
-  - 1.5909499889195007
-  - 1.6179846697393816
-  - 1.6100615708404098
-  - 1.578961063331163
-  - 1.5781401211011075
-  - 1.5781401211011075
-- - 2.7873753797816248
-  - 2.3597703809940542
-  - 2.0033062282461684
-  - 1.73144071069541
-  - 1.5728126248456211
-  - 1.5644441418451154
-  - 1.5528899505766143
-  - 1.5528899505766143
-- - 2.789809403279113
-  - 2.3632949134187036
-  - 2.0083880393265803
-  - 1.7401777754025674
-  - 1.5892418603028589
-  - 1.5989836601508005
-  - 1.5760801449254385
-  - 1.5760801449254385
-all_intermediate_budgets:
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 420
-  - 450
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 450
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 420
-  - 450
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 450
-  - 660
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 420
-  - 450
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 420
-  - 450
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 420
-  - 450
-  - 690
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 420
-  - 450
-  - 690
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 420
-  - 450
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 420
-  - 450
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.500000005366897
-  - !!python/tuple
-    - 4.003004560324342
-  - !!python/tuple
-    - 3.5123680289566863
-  - !!python/tuple
-    - 3.033809830342704
-  - !!python/tuple
-    - 2.7040480453692326
-  - !!python/tuple
-    - 2.8413787796611714
-  - !!python/tuple
-    - 2.8413787796611714
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.500000005377763
-  - !!python/tuple
-    - 4.003063613212165
-  - !!python/tuple
-    - 3.512698763886283
-  - !!python/tuple
-    - 3.0349726782257616
-  - !!python/tuple
-    - 2.8392016843721897
-  - !!python/tuple
-    - 2.8392016843721897
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.500000005375356
-  - !!python/tuple
-    - 4.003021944059994
-  - !!python/tuple
-    - 3.512528800915691
-  - !!python/tuple
-    - 3.034401582766069
-  - !!python/tuple
-    - 2.7037094220298323
-  - !!python/tuple
-    - 2.8428708705357044
-  - !!python/tuple
-    - 2.8428708705357044
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.50000000538071
-  - !!python/tuple
-    - 4.003092018928721
-  - !!python/tuple
-    - 3.512809639456232
-  - !!python/tuple
-    - 3.0351971311398613
-  - !!python/tuple
-    - 2.8725004151149482
-  - !!python/tuple
-    - 2.885706874900098
-  - !!python/tuple
-    - 2.885706874900098
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.500000005399897
-  - !!python/tuple
-    - 4.003102733658987
-  - !!python/tuple
-    - 3.5128936519448044
-  - !!python/tuple
-    - 3.0354861202091614
-  - !!python/tuple
-    - 2.7346144472620906
-  - !!python/tuple
-    - 2.8758091523718465
-  - !!python/tuple
-    - 2.8758091523718465
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.500000005388163
-  - !!python/tuple
-    - 4.003058472726469
-  - !!python/tuple
-    - 3.5126780187496123
-  - !!python/tuple
-    - 3.0349493734745496
-  - !!python/tuple
-    - 2.686477889201978
-  - !!python/tuple
-    - 2.831428970373489
-  - !!python/tuple
-    - 2.831428970373489
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.50000000536467
-  - !!python/tuple
-    - 4.003002495195689
-  - !!python/tuple
-    - 3.5123763945691593
-  - !!python/tuple
-    - 3.033685402293352
-  - !!python/tuple
-    - 2.577816876095712
-  - !!python/tuple
-    - 2.6278661195002937
-  - !!python/tuple
-    - 2.7742979094324003
-  - !!python/tuple
-    - 2.758756384492122
-  - !!python/tuple
-    - 2.758756384492122
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.500000005356673
-  - !!python/tuple
-    - 4.002969569343121
-  - !!python/tuple
-    - 3.512261056149438
-  - !!python/tuple
-    - 3.0334024427985837
-  - !!python/tuple
-    - 2.577291436683673
-  - !!python/tuple
-    - 2.601520363685287
-  - !!python/tuple
-    - 2.7536124514626565
-  - !!python/tuple
-    - 2.761757587335865
-  - !!python/tuple
-    - 2.761757587335865
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/MM11_ALOE.pickle.zst b/test/expected_results/MM11_ALOE.pickle.zst
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diff --git a/test/expected_results/MM11_ALOE.yaml b/test/expected_results/MM11_ALOE.yaml
deleted file mode 100644
index 6d1a00ac..00000000
--- a/test/expected_results/MM11_ALOE.yaml
+++ /dev/null
@@ -1,597 +0,0 @@
-all_est_objectives:
-- - 2.780124829249758
-  - 2.035952177385108
-  - 1.592857746182603
-  - 1.566912998677102
-  - 1.52820742293875
-  - 1.52820742293875
-- - 2.789035151306537
-  - 2.050325411609458
-  - 1.6160742436985371
-  - 1.5635044328755934
-  - 1.5513475758529471
-  - 1.5513475758529471
-- - 2.7862478107466546
-  - 2.047000231143581
-  - 1.6170782897659357
-  - 1.606151586183517
-  - 1.5682976764169407
-  - 1.561433323232891
-  - 1.561433323232891
-- - 2.7881760005848144
-  - 2.049815263790909
-  - 1.6201449741395655
-  - 1.568675748030519
-  - 1.5606790355908446
-  - 1.5606790355908446
-- - 2.77940256374346
-  - 2.0385221946654397
-  - 1.6009268695541974
-  - 1.5599805882247384
-  - 1.5386203845687287
-  - 1.5386203845687287
-- - 2.789186580392257
-  - 2.0518055444610774
-  - 1.6215963404997191
-  - 1.6039376041779427
-  - 1.5661490661488384
-  - 1.5636415129479904
-  - 1.5636415129479904
-- - 2.7840784985550453
-  - 2.042468931374539
-  - 1.6065488836916555
-  - 1.5918136856287677
-  - 1.5564865669020582
-  - 1.5564865669020582
-- - 2.7894024528762422
-  - 2.050892533482739
-  - 1.626255315051936
-  - 1.6341350702053306
-  - 1.598637923437767
-  - 1.5744587256257643
-  - 1.5744587256257643
-- - 2.7873753797816248
-  - 2.046926151385223
-  - 1.6134366158590898
-  - 1.5970923068394582
-  - 1.5630249177482174
-  - 1.556611155324415
-  - 1.55434563019834
-  - 1.55434563019834
-- - 2.789809403279113
-  - 2.0496482669772584
-  - 1.62356321697659
-  - 1.6451509375181501
-  - 1.5945320358682213
-  - 1.5748038426535356
-  - 1.5748038426535356
-all_intermediate_budgets:
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 240
-  - 480
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 480
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 240
-  - 720
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 960
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 720
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 480
-  - 720
-  - 1000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 240
-  - 480
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.068363045037878
-  - !!python/tuple
-    - 3.1954320291559255
-  - !!python/tuple
-    - 2.547897453307919
-  - !!python/tuple
-    - 2.7223159323474233
-  - !!python/tuple
-    - 2.7223159323474233
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.070245430133758
-  - !!python/tuple
-    - 3.203625828952614
-  - !!python/tuple
-    - 2.6816920968594635
-  - !!python/tuple
-    - 2.8371370389618575
-  - !!python/tuple
-    - 2.8371370389618575
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.06982905131844
-  - !!python/tuple
-    - 3.2005773304543097
-  - !!python/tuple
-    - 2.560031561771191
-  - !!python/tuple
-    - 2.7043929379029112
-  - !!python/tuple
-    - 2.899527251791048
-  - !!python/tuple
-    - 2.899527251791048
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.070754629536532
-  - !!python/tuple
-    - 3.2062270171567624
-  - !!python/tuple
-    - 2.706137838724983
-  - !!python/tuple
-    - 2.841088088250815
-  - !!python/tuple
-    - 2.841088088250815
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.0740564892409665
-  - !!python/tuple
-    - 3.2126838001722193
-  - !!python/tuple
-    - 2.586211377512199
-  - !!python/tuple
-    - 2.688745836222321
-  - !!python/tuple
-    - 2.688745836222321
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.072039930037046
-  - !!python/tuple
-    - 3.205974870923861
-  - !!python/tuple
-    - 2.5717788385211624
-  - !!python/tuple
-    - 2.736841697665817
-  - !!python/tuple
-    - 2.764129255958059
-  - !!python/tuple
-    - 2.764129255958059
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.067976139171115
-  - !!python/tuple
-    - 3.195091275017534
-  - !!python/tuple
-    - 2.541931358448408
-  - !!python/tuple
-    - 2.6651435290553014
-  - !!python/tuple
-    - 2.6651435290553014
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.066584889852278
-  - !!python/tuple
-    - 3.1910395194526617
-  - !!python/tuple
-    - 2.535314233392871
-  - !!python/tuple
-    - 2.642684808417655
-  - !!python/tuple
-    - 2.82147879603828
-  - !!python/tuple
-    - 2.82147879603828
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.06990648820933
-  - !!python/tuple
-    - 3.2017545501170552
-  - !!python/tuple
-    - 2.565896832903402
-  - !!python/tuple
-    - 2.6966927874536335
-  - !!python/tuple
-    - 2.920604432561996
-  - !!python/tuple
-    - 2.7790004170607694
-  - !!python/tuple
-    - 2.7790004170607694
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.066667179797703
-  - !!python/tuple
-    - 3.1922253533293192
-  - !!python/tuple
-    - 2.5388575105295192
-  - !!python/tuple
-    - 2.679986733110489
-  - !!python/tuple
-    - 2.840555536981438
-  - !!python/tuple
-    - 2.840555536981438
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 240.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.035952177385108
-    - 1.592857746182603
-    - 1.566912998677102
-    - 1.52820742293875
-    - 1.52820742293875
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 240.0
-    - 480.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.050325411609458
-    - 1.6160742436985371
-    - 1.5635044328755934
-    - 1.5513475758529471
-    - 1.5513475758529471
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 240.0
-    - 480.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.047000231143581
-    - 1.6170782897659357
-    - 1.606151586183517
-    - 1.5682976764169407
-    - 1.561433323232891
-    - 1.561433323232891
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 240.0
-    - 720.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.049815263790909
-    - 1.6201449741395655
-    - 1.568675748030519
-    - 1.5606790355908446
-    - 1.5606790355908446
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 240.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.0385221946654397
-    - 1.6009268695541974
-    - 1.5599805882247384
-    - 1.5386203845687287
-    - 1.5386203845687287
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 240.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.0518055444610774
-    - 1.6215963404997191
-    - 1.6039376041779427
-    - 1.5661490661488384
-    - 1.5636415129479904
-    - 1.5636415129479904
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 240.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.042468931374539
-    - 1.6065488836916555
-    - 1.5918136856287677
-    - 1.5564865669020582
-    - 1.5564865669020582
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 240.0
-    - 720.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.050892533482739
-    - 1.626255315051936
-    - 1.6341350702053306
-    - 1.598637923437767
-    - 1.5744587256257643
-    - 1.5744587256257643
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 90.0
-    - 120.0
-    - 240.0
-    - 480.0
-    - 720.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.046926151385223
-    - 1.6134366158590898
-    - 1.5970923068394582
-    - 1.5630249177482174
-    - 1.556611155324415
-    - 1.55434563019834
-    - 1.55434563019834
-- !!python/tuple
-  - !!python/tuple
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-problem_name: MM1-1
-progress_curves:
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-    - 0.72
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-  - !!python/tuple
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-    - 0.020878539692655056
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-solver_name: ALOE
diff --git a/test/expected_results/MM11_ASTRODF.pickle.zst b/test/expected_results/MM11_ASTRODF.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/MM11_ASTRODF.yaml b/test/expected_results/MM11_ASTRODF.yaml
deleted file mode 100644
index 4766747a..00000000
--- a/test/expected_results/MM11_ASTRODF.yaml
+++ /dev/null
@@ -1,453 +0,0 @@
-all_est_objectives:
-- - 2.780124829249758
-  - 2.034806875025934
-  - 1.525562739201967
-  - 1.5249926454660743
-  - 1.5249926454660743
-- - 2.789035151306537
-  - 2.0505910115567536
-  - 1.6199369245683521
-  - 1.6199369245683521
-- - 2.7862478107466546
-  - 2.0421134032449793
-  - 1.562275365764938
-  - 1.574025227344856
-  - 1.574025227344856
-- - 2.7881760005848144
-  - 2.048149242549329
-  - 1.56073304284217
-  - 1.56073304284217
-- - 2.77940256374346
-  - 2.035772549125488
-  - 1.5539302645491306
-  - 1.5539302645491306
-- - 2.789186580392257
-  - 2.049705477931481
-  - 1.5618265734469037
-  - 1.5692572160319629
-  - 1.5692572160319636
-  - 1.5692572160319636
-- - 2.7840784985550453
-  - 2.045464723037422
-  - 1.60540472657332
-  - 1.6054047265733216
-  - 1.6054047265733216
-- - 2.7894024528762422
-  - 2.0521462716603533
-  - 1.6472481305527231
-  - 1.6472481305527242
-  - 1.6472481305527242
-- - 2.7873753797816248
-  - 2.0457195427959194
-  - 1.5652235047631016
-  - 1.5652235047631016
-- - 2.789809403279113
-  - 2.0480483663925177
-  - 1.574605763706296
-  - 1.5753177627529744
-  - 1.5753177627529744
-  - 1.5753177627529744
-all_intermediate_budgets:
-- - 5
-  - 10
-  - 37
-  - 73
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 67
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 61
-  - 432
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 441
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 441
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 1000
-- - 5
-  - 10
-  - 37
-  - 73
-  - 441
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.066647913188763
-  - !!python/tuple
-    - 2.8271313796167554
-  - !!python/tuple
-    - 2.78839648794263
-  - !!python/tuple
-    - 2.78839648794263
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.070646716667843
-  - !!python/tuple
-    - 2.5081467166678433
-  - !!python/tuple
-    - 2.5081467166678433
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.062414420910377
-  - !!python/tuple
-    - 2.7543269307907234
-  - !!python/tuple
-    - 2.672571462658245
-  - !!python/tuple
-    - 2.672571462658245
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.068232144545219
-  - !!python/tuple
-    - 2.8115120500554696
-  - !!python/tuple
-    - 2.8115120500554696
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.069936763976676
-  - !!python/tuple
-    - 2.608587209340911
-  - !!python/tuple
-    - 2.608587209340911
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.068862521402341
-  - !!python/tuple
-    - 2.8628132321539663
-  - !!python/tuple
-    - 2.7120570709979193
-  - !!python/tuple
-    - 2.712057070997915
-  - !!python/tuple
-    - 2.712057070997915
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.072486467334651
-  - !!python/tuple
-    - 2.5099864673346506
-  - !!python/tuple
-    - 2.5099864673346493
-  - !!python/tuple
-    - 2.5099864673346493
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.06849967289261
-  - !!python/tuple
-    - 2.50599967289261
-  - !!python/tuple
-    - 2.505999672892609
-  - !!python/tuple
-    - 2.505999672892609
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.068086743695246
-  - !!python/tuple
-    - 2.6834542096862353
-  - !!python/tuple
-    - 2.6834542096862353
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.064236014488024
-  - !!python/tuple
-    - 2.8605960781257047
-  - !!python/tuple
-    - 2.822982330114382
-  - !!python/tuple
-    - 2.82298233011438
-  - !!python/tuple
-    - 2.82298233011438
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 73.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.034806875025934
-    - 1.525562739201967
-    - 1.5249926454660743
-    - 1.5249926454660743
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.0505910115567536
-    - 1.6199369245683521
-    - 1.6199369245683521
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 67.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.0421134032449793
-    - 1.562275365764938
-    - 1.574025227344856
-    - 1.574025227344856
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.048149242549329
-    - 1.56073304284217
-    - 1.56073304284217
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.035772549125488
-    - 1.5539302645491306
-    - 1.5539302645491306
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 61.0
-    - 432.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.049705477931481
-    - 1.5618265734469037
-    - 1.5692572160319629
-    - 1.5692572160319636
-    - 1.5692572160319636
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 441.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.045464723037422
-    - 1.60540472657332
-    - 1.6054047265733216
-    - 1.6054047265733216
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 441.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.0521462716603533
-    - 1.6472481305527231
-    - 1.6472481305527242
-    - 1.6472481305527242
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.0457195427959194
-    - 1.5652235047631016
-    - 1.5652235047631016
-- !!python/tuple
-  - !!python/tuple
-    - 5.0
-    - 10.0
-    - 37.0
-    - 73.0
-    - 441.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.0480483663925177
-    - 1.574605763706296
-    - 1.5753177627529744
-    - 1.5753177627529744
-    - 1.5753177627529744
-problem_name: MM1-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 0.073
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.40618369614504596
-    - 0.0004542101168772499
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.41875937282257103
-    - 0.07564484468565032
-    - 0.07564484468565032
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 0.067
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.41200501784601545
-    - 0.029704218233391432
-    - 0.03906567173743378
-    - 0.03906567173743378
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.41681394505092095
-    - 0.028475405091082727
-    - 0.028475405091082727
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.40695307654340585
-    - 0.023055435480764972
-    - 0.023055435480764972
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 0.061
-    - 0.432
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.41805384265075823
-    - 0.029346652453601303
-    - 0.035266859648559065
-    - 0.03526685964855959
-    - 0.03526685964855959
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 0.441
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.41467511095313336
-    - 0.06406662353668431
-    - 0.06406662353668556
-    - 0.06406662353668556
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 0.441
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.4199984933898656
-    - 0.09740446995638431
-    - 0.09740446995638519
-    - 0.09740446995638519
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.41487813320193695
-    - 0.03205308557681037
-    - 0.03205308557681037
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
-    - 0.01
-    - 0.037
-    - 0.073
-    - 0.441
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.4167335741082309
-    - 0.03952820179517629
-    - 0.04009547196470698
-    - 0.04009547196470698
-    - 0.04009547196470698
-solver_name: ASTRODF
diff --git a/test/expected_results/MM11_NELDMD.pickle.zst b/test/expected_results/MM11_NELDMD.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/MM11_NELDMD.yaml b/test/expected_results/MM11_NELDMD.yaml
deleted file mode 100644
index a7fc3e6c..00000000
--- a/test/expected_results/MM11_NELDMD.yaml
+++ /dev/null
@@ -1,837 +0,0 @@
-all_est_objectives:
-- - 2.780124829249758
-  - 1.6683056866596468
-  - 1.5496492049629453
-  - 1.5452079161867536
-  - 1.5250349821216245
-  - 1.525622279450619
-  - 1.5252586847845537
-  - 1.525414963266624
-  - 1.5254033544186683
-  - 1.5254090962422737
-  - 1.5254090962422737
-- - 2.789035151306537
-  - 1.561673944750553
-  - 1.5514290426483672
-  - 1.552461013569492
-  - 1.5518158441296028
-  - 1.5517526116560172
-  - 1.551783846682045
-  - 1.5517681352627728
-  - 1.5517700907323322
-  - 1.5517700907323322
-- - 2.7862478107466546
-  - 1.6144334205541704
-  - 1.5592020173515204
-  - 1.5591999725236543
-  - 1.559008920642735
-  - 1.5590475273945048
-  - 1.5590267731742895
-  - 1.5590365684333594
-  - 1.5590315548831564
-  - 1.5590315548831564
-- - 2.7881760005848144
-  - 1.579870619828843
-  - 1.5662693257795268
-  - 1.561309817782972
-  - 1.563162577680771
-  - 1.5625793357465865
-  - 1.5628610777851808
-  - 1.5627884547021904
-  - 1.5627884547021904
-- - 2.77940256374346
-  - 1.5382852472903161
-  - 1.5459176007779607
-  - 1.5318238461768876
-  - 1.5336426699299093
-  - 1.5333475251362936
-  - 1.5333118810184296
-  - 1.533329670412443
-  - 1.533329670412443
-- - 2.789186580392257
-  - 1.5819468122108233
-  - 1.5613458531779025
-  - 1.5613743864756326
-  - 1.5613420209362925
-  - 1.561338529608415
-  - 1.5613402640669054
-  - 1.5613402640669054
-- - 2.7840784985550453
-  - 1.579274907719421
-  - 1.5440492724774233
-  - 1.5514153393285162
-  - 1.5455253789693542
-  - 1.5465761710040804
-  - 1.5468774837473296
-  - 1.5467253658991973
-  - 1.546763072641365
-  - 1.5467441946406921
-  - 1.5467536289031614
-  - 1.5467489105128482
-  - 1.5467489105128482
-- - 2.7894024528762422
-  - 1.6146983829893813
-  - 1.574961439086795
-  - 1.580807881068225
-  - 1.5769389137206653
-  - 1.5786447180545737
-  - 1.5784079713332384
-  - 1.5784079713332384
-- - 2.7873753797816248
-  - 1.5550090726829153
-  - 1.552903327969908
-  - 1.5528935545748355
-  - 1.5528885539458732
-  - 1.5528894822747321
-  - 1.5528894822747321
-- - 2.789809403279113
-  - 1.6071636040170318
-  - 1.600053373109708
-  - 1.5751806098350274
-  - 1.5785598520921098
-  - 1.574969732859681
-  - 1.576220799621273
-  - 1.5754752904883853
-  - 1.575815330141899
-  - 1.5756390663047677
-  - 1.5756390663047677
-all_intermediate_budgets:
-- - 0
-  - 120
-  - 240
-  - 300
-  - 360
-  - 540
-  - 600
-  - 660
-  - 900
-  - 960
-  - 1000
-- - 0
-  - 120
-  - 300
-  - 420
-  - 480
-  - 660
-  - 720
-  - 780
-  - 960
-  - 1000
-- - 0
-  - 180
-  - 360
-  - 540
-  - 600
-  - 660
-  - 780
-  - 840
-  - 900
-  - 1000
-- - 0
-  - 180
-  - 360
-  - 480
-  - 540
-  - 660
-  - 720
-  - 840
-  - 1000
-- - 0
-  - 180
-  - 360
-  - 420
-  - 540
-  - 720
-  - 900
-  - 960
-  - 1000
-- - 0
-  - 180
-  - 300
-  - 480
-  - 660
-  - 840
-  - 900
-  - 1000
-- - 0
-  - 180
-  - 240
-  - 300
-  - 360
-  - 480
-  - 600
-  - 660
-  - 780
-  - 840
-  - 900
-  - 960
-  - 1000
-- - 0
-  - 180
-  - 360
-  - 420
-  - 540
-  - 600
-  - 780
-  - 1000
-- - 0
-  - 180
-  - 480
-  - 660
-  - 780
-  - 900
-  - 1000
-- - 0
-  - 180
-  - 300
-  - 360
-  - 420
-  - 480
-  - 540
-  - 600
-  - 660
-  - 720
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.402793206539716
-  - !!python/tuple
-    - 2.604189809809574
-  - !!python/tuple
-    - 3.003491508174645
-  - !!python/tuple
-    - 2.8038406589921094
-  - !!python/tuple
-    - 2.8287970151399264
-  - !!python/tuple
-    - 2.816318837066018
-  - !!python/tuple
-    - 2.8225579261029723
-  - !!python/tuple
-    - 2.8221679830381623
-  - !!python/tuple
-    - 2.8223629545705675
-  - !!python/tuple
-    - 2.8223629545705675
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.970106601179852
-  - !!python/tuple
-    - 2.8432382637535927
-  - !!python/tuple
-    - 2.8749553481101575
-  - !!python/tuple
-    - 2.859096805931875
-  - !!python/tuple
-    - 2.85711448815959
-  - !!python/tuple
-    - 2.8581056470457327
-  - !!python/tuple
-    - 2.8576100676026615
-  - !!python/tuple
-    - 2.8576720150330455
-  - !!python/tuple
-    - 2.8576720150330455
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.5398676148660257
-  - !!python/tuple
-    - 2.8473841630077725
-  - !!python/tuple
-    - 2.808944594490054
-  - !!python/tuple
-    - 2.8281643787489132
-  - !!python/tuple
-    - 2.8185544866194836
-  - !!python/tuple
-    - 2.8209569596518413
-  - !!python/tuple
-    - 2.8197557231356623
-  - !!python/tuple
-    - 2.820356341393752
-  - !!python/tuple
-    - 2.820356341393752
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.6455592511292894
-  - !!python/tuple
-    - 2.9398643447381283
-  - !!python/tuple
-    - 2.8662880713359185
-  - !!python/tuple
-    - 2.9030762080370236
-  - !!python/tuple
-    - 2.8938791738617473
-  - !!python/tuple
-    - 2.8984776909493855
-  - !!python/tuple
-    - 2.897328061677476
-  - !!python/tuple
-    - 2.897328061677476
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.691382899199186
-  - !!python/tuple
-    - 2.979960036799288
-  - !!python/tuple
-    - 2.835671467999237
-  - !!python/tuple
-    - 2.8717436101992497
-  - !!python/tuple
-    - 2.867234592424248
-  - !!python/tuple
-    - 2.866670965202373
-  - !!python/tuple
-    - 2.8669527788133107
-  - !!python/tuple
-    - 2.8669527788133107
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.6451804034362896
-  - !!python/tuple
-    - 2.8414153698165987
-  - !!python/tuple
-    - 2.8168859990190604
-  - !!python/tuple
-    - 2.8199521703687527
-  - !!python/tuple
-    - 2.8203354417874644
-  - !!python/tuple
-    - 2.8201438060781086
-  - !!python/tuple
-    - 2.8201438060781086
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.5766612978753325
-  - !!python/tuple
-    - 2.818995168087799
-  - !!python/tuple
-    - 2.697828232981566
-  - !!python/tuple
-    - 2.7584117005346824
-  - !!python/tuple
-    - 2.7432658336464035
-  - !!python/tuple
-    - 2.739479366924334
-  - !!python/tuple
-    - 2.7413726002853687
-  - !!python/tuple
-    - 2.7408992919451096
-  - !!python/tuple
-    - 2.7411359461152394
-  - !!python/tuple
-    - 2.7410176190301745
-  - !!python/tuple
-    - 2.7410767825727067
-  - !!python/tuple
-    - 2.7410767825727067
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.587000339321399
-  - !!python/tuple
-    - 2.8886252969062243
-  - !!python/tuple
-    - 2.7378128181138117
-  - !!python/tuple
-    - 2.7755159378119147
-  - !!python/tuple
-    - 2.7566643779628635
-  - !!python/tuple
-    - 2.7590208229439948
-  - !!python/tuple
-    - 2.7590208229439948
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.768364681234213
-  - !!python/tuple
-    - 2.838103284945644
-  - !!python/tuple
-    - 2.829385959481715
-  - !!python/tuple
-    - 2.831565290847697
-  - !!python/tuple
-    - 2.8310204580062015
-  - !!python/tuple
-    - 2.8310204580062015
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.126465518801294
-  - !!python/tuple
-    - 2.6580818985016177
-  - !!python/tuple
-    - 2.892273708651456
-  - !!python/tuple
-    - 2.775177803576537
-  - !!python/tuple
-    - 2.8337257561139966
-  - !!python/tuple
-    - 2.804451779845267
-  - !!python/tuple
-    - 2.8190887679796317
-  - !!python/tuple
-    - 2.8117702739124493
-  - !!python/tuple
-    - 2.8154295209460405
-  - !!python/tuple
-    - 2.8154295209460405
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 120.0
-    - 240.0
-    - 300.0
-    - 360.0
-    - 540.0
-    - 600.0
-    - 660.0
-    - 900.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.6683056866596468
-    - 1.5496492049629453
-    - 1.5452079161867536
-    - 1.5250349821216245
-    - 1.525622279450619
-    - 1.5252586847845537
-    - 1.525414963266624
-    - 1.5254033544186683
-    - 1.5254090962422737
-    - 1.5254090962422737
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 120.0
-    - 300.0
-    - 420.0
-    - 480.0
-    - 660.0
-    - 720.0
-    - 780.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.561673944750553
-    - 1.5514290426483672
-    - 1.552461013569492
-    - 1.5518158441296028
-    - 1.5517526116560172
-    - 1.551783846682045
-    - 1.5517681352627728
-    - 1.5517700907323322
-    - 1.5517700907323322
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 360.0
-    - 540.0
-    - 600.0
-    - 660.0
-    - 780.0
-    - 840.0
-    - 900.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.6144334205541704
-    - 1.5592020173515204
-    - 1.5591999725236543
-    - 1.559008920642735
-    - 1.5590475273945048
-    - 1.5590267731742895
-    - 1.5590365684333594
-    - 1.5590315548831564
-    - 1.5590315548831564
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 360.0
-    - 480.0
-    - 540.0
-    - 660.0
-    - 720.0
-    - 840.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.579870619828843
-    - 1.5662693257795268
-    - 1.561309817782972
-    - 1.563162577680771
-    - 1.5625793357465865
-    - 1.5628610777851808
-    - 1.5627884547021904
-    - 1.5627884547021904
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 360.0
-    - 420.0
-    - 540.0
-    - 720.0
-    - 900.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5382852472903161
-    - 1.5459176007779607
-    - 1.5318238461768876
-    - 1.5336426699299093
-    - 1.5333475251362936
-    - 1.5333118810184296
-    - 1.533329670412443
-    - 1.533329670412443
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 300.0
-    - 480.0
-    - 660.0
-    - 840.0
-    - 900.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5819468122108233
-    - 1.5613458531779025
-    - 1.5613743864756326
-    - 1.5613420209362925
-    - 1.561338529608415
-    - 1.5613402640669054
-    - 1.5613402640669054
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 240.0
-    - 300.0
-    - 360.0
-    - 480.0
-    - 600.0
-    - 660.0
-    - 780.0
-    - 840.0
-    - 900.0
-    - 960.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.579274907719421
-    - 1.5440492724774233
-    - 1.5514153393285162
-    - 1.5455253789693542
-    - 1.5465761710040804
-    - 1.5468774837473296
-    - 1.5467253658991973
-    - 1.546763072641365
-    - 1.5467441946406921
-    - 1.5467536289031614
-    - 1.5467489105128482
-    - 1.5467489105128482
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 360.0
-    - 420.0
-    - 540.0
-    - 600.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.6146983829893813
-    - 1.574961439086795
-    - 1.580807881068225
-    - 1.5769389137206653
-    - 1.5786447180545737
-    - 1.5784079713332384
-    - 1.5784079713332384
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 480.0
-    - 660.0
-    - 780.0
-    - 900.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5550090726829153
-    - 1.552903327969908
-    - 1.5528935545748355
-    - 1.5528885539458732
-    - 1.5528894822747321
-    - 1.5528894822747321
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 180.0
-    - 300.0
-    - 360.0
-    - 420.0
-    - 480.0
-    - 540.0
-    - 600.0
-    - 660.0
-    - 720.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.6071636040170318
-    - 1.600053373109708
-    - 1.5751806098350274
-    - 1.5785598520921098
-    - 1.574969732859681
-    - 1.576220799621273
-    - 1.5754752904883853
-    - 1.575815330141899
-    - 1.5756390663047677
-    - 1.5756390663047677
-problem_name: MM1-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.12
-    - 0.24
-    - 0.3
-    - 0.36
-    - 0.54
-    - 0.6
-    - 0.66
-    - 0.9
-    - 0.96
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.11415175165813903
-    - 0.01961152255166635
-    - 0.016072900367482316
-    - 0.0
-    - 0.0004679324992854249
-    - 0.0001782363736278565
-    - 0.00030275214628583034
-    - 0.0002935027304114401
-    - 0.0002980775611445573
-    - 0.0002980775611445573
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.12
-    - 0.3
-    - 0.42
-    - 0.48
-    - 0.66
-    - 0.72
-    - 0.78
-    - 0.96
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.02919230261703169
-    - 0.021029618387191175
-    - 0.021851847109291164
-    - 0.021337804675304866
-    - 0.021287423841032063
-    - 0.02131231052631546
-    - 0.021299792363326405
-    - 0.021301350394860055
-    - 0.021301350394860055
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.18
-    - 0.36
-    - 0.54
-    - 0.6
-    - 0.66
-    - 0.78
-    - 0.84
-    - 0.9
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.07122871612506887
-    - 0.027222780351602825
-    - 0.027221151123328194
-    - 0.027068929446643988
-    - 0.027099689596491457
-    - 0.027083153553065727
-    - 0.027090957981642908
-    - 0.027086963406900342
-    - 0.027086963406900342
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.18
-    - 0.36
-    - 0.48
-    - 0.54
-    - 0.66
-    - 0.72
-    - 0.84
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.04369060735587348
-    - 0.032853698683208844
-    - 0.028902182377102962
-    - 0.03037837940159353
-    - 0.02991367806127194
-    - 0.030138157638761154
-    - 0.030080294782841667
-    - 0.030080294782841667
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.18
-    - 0.36
-    - 0.42
-    - 0.54
-    - 0.72
-    - 0.9
-    - 0.96
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.010557224408284868
-    - 0.016638345616546365
-    - 0.005409066188207361
-    - 0.006858224395632478
-    - 0.006623066096574414
-    - 0.0065946664422026555
-    - 0.006608840243428223
-    - 0.006608840243428223
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.18
-    - 0.3
-    - 0.48
-    - 0.66
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-solver_name: NELDMD
diff --git a/test/expected_results/MM11_RNDSRCH.pickle.zst b/test/expected_results/MM11_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/MM11_RNDSRCH.yaml b/test/expected_results/MM11_RNDSRCH.yaml
deleted file mode 100644
index 66ee12ec..00000000
--- a/test/expected_results/MM11_RNDSRCH.yaml
+++ /dev/null
@@ -1,541 +0,0 @@
-all_est_objectives:
-- - 2.780124829249758
-  - 2.196460893102585
-  - 1.655787132316997
-  - 1.5361115618655143
-  - 1.52808683854167
-  - 1.5252306418027917
-  - 1.5252306418027917
-- - 2.789035151306537
-  - 1.9951293825583039
-  - 1.5939016302197992
-  - 1.5639859332728037
-  - 1.5532920105495318
-  - 1.5532920105495318
-- - 2.7862478107466546
-  - 1.9089553675651008
-  - 1.5889219928597031
-  - 1.5804144038970156
-  - 1.5690752917282367
-  - 1.5595989289396175
-  - 1.5595989289396175
-- - 2.7881760005848144
-  - 1.868446105064759
-  - 1.581582348076511
-  - 1.569510297674972
-  - 1.568518640275931
-  - 1.568518640275931
-- - 2.77940256374346
-  - 2.6081206125056284
-  - 1.5332297684291223
-  - 1.5332297684291223
-- - 2.789186580392257
-  - 1.7014679541440914
-  - 1.7397677922700994
-  - 1.5707760565039974
-  - 1.5650785466226378
-  - 1.5650785466226378
-- - 2.7840784985550453
-  - 1.57210759125869
-  - 1.5660516591137232
-  - 1.5455542903669686
-  - 1.5444762166653039
-  - 1.5444762166653039
-- - 2.7894024528762422
-  - 1.7186604460215469
-  - 1.5839870373192968
-  - 1.5750988106954111
-  - 1.5788266138908664
-  - 1.5788266138908664
-- - 2.7873753797816248
-  - 1.577014511503288
-  - 1.5534596523718895
-  - 1.5534596523718895
-- - 2.789809403279113
-  - 2.4245746936975716
-  - 1.6868352025745261
-  - 1.597098283752918
-  - 1.5747560839659127
-  - 1.5749795500903272
-  - 1.5749795500903272
-all_intermediate_budgets:
-- - 0
-  - 60
-  - 130
-  - 230
-  - 620
-  - 800
-  - 1000
-- - 0
-  - 20
-  - 240
-  - 370
-  - 990
-  - 1000
-- - 0
-  - 80
-  - 200
-  - 370
-  - 420
-  - 690
-  - 1000
-- - 0
-  - 40
-  - 60
-  - 120
-  - 130
-  - 1000
-- - 0
-  - 40
-  - 70
-  - 1000
-- - 0
-  - 20
-  - 50
-  - 150
-  - 370
-  - 1000
-- - 0
-  - 20
-  - 200
-  - 230
-  - 420
-  - 1000
-- - 0
-  - 80
-  - 170
-  - 320
-  - 410
-  - 1000
-- - 0
-  - 120
-  - 340
-  - 1000
-- - 0
-  - 40
-  - 100
-  - 240
-  - 540
-  - 890
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 4.296923990261382
-  - !!python/tuple
-    - 2.377685478570012
-  - !!python/tuple
-    - 2.9477762989744125
-  - !!python/tuple
-    - 2.8725872351049087
-  - !!python/tuple
-    - 2.77219439380347
-  - !!python/tuple
-    - 2.77219439380347
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.985053300589926
-  - !!python/tuple
-    - 2.5692082889849917
-  - !!python/tuple
-    - 2.6789668737056265
-  - !!python/tuple
-    - 2.7655068232601354
-  - !!python/tuple
-    - 2.7655068232601354
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.8484877158342767
-  - !!python/tuple
-    - 3.0893992471426497
-  - !!python/tuple
-    - 3.0474371736837815
-  - !!python/tuple
-    - 2.6995692418538133
-  - !!python/tuple
-    - 2.8627075639581703
-  - !!python/tuple
-    - 2.8627075639581703
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.773796218317722
-  - !!python/tuple
-    - 2.638230326582391
-  - !!python/tuple
-    - 2.9681054377092035
-  - !!python/tuple
-    - 2.960071657577079
-  - !!python/tuple
-    - 2.960071657577079
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 1.9121296882013306
-  - !!python/tuple
-    - 2.865358591560582
-  - !!python/tuple
-    - 2.865358591560582
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.4301202689575265
-  - !!python/tuple
-    - 2.3471789635658644
-  - !!python/tuple
-    - 2.971703077078345
-  - !!python/tuple
-    - 2.747361422254152
-  - !!python/tuple
-    - 2.747361422254152
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.061329038300266
-  - !!python/tuple
-    - 2.6213500819625137
-  - !!python/tuple
-    - 2.75793594287965
-  - !!python/tuple
-    - 2.781142773961063
-  - !!python/tuple
-    - 2.781142773961063
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.455741882800734
-  - !!python/tuple
-    - 2.9876013780902837
-  - !!python/tuple
-    - 2.891632856275529
-  - !!python/tuple
-    - 2.754896253073897
-  - !!python/tuple
-    - 2.754896253073897
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0560414166146552
-  - !!python/tuple
-    - 2.798595332742973
-  - !!python/tuple
-    - 2.798595332742973
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 2.0277986812387483
-  - !!python/tuple
-    - 2.46722995472664
-  - !!python/tuple
-    - 3.078337396380813
-  - !!python/tuple
-    - 2.8431466204775697
-  - !!python/tuple
-    - 2.833368087907807
-  - !!python/tuple
-    - 2.833368087907807
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 60.0
-    - 130.0
-    - 230.0
-    - 620.0
-    - 800.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.196460893102585
-    - 1.655787132316997
-    - 1.5361115618655143
-    - 1.52808683854167
-    - 1.5252306418027917
-    - 1.5252306418027917
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 240.0
-    - 370.0
-    - 990.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.9951293825583039
-    - 1.5939016302197992
-    - 1.5639859332728037
-    - 1.5532920105495318
-    - 1.5532920105495318
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 80.0
-    - 200.0
-    - 370.0
-    - 420.0
-    - 690.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.9089553675651008
-    - 1.5889219928597031
-    - 1.5804144038970156
-    - 1.5690752917282367
-    - 1.5595989289396175
-    - 1.5595989289396175
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 40.0
-    - 60.0
-    - 120.0
-    - 130.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.868446105064759
-    - 1.581582348076511
-    - 1.569510297674972
-    - 1.568518640275931
-    - 1.568518640275931
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 40.0
-    - 70.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.6081206125056284
-    - 1.5332297684291223
-    - 1.5332297684291223
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 50.0
-    - 150.0
-    - 370.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.7014679541440914
-    - 1.7397677922700994
-    - 1.5707760565039974
-    - 1.5650785466226378
-    - 1.5650785466226378
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 200.0
-    - 230.0
-    - 420.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.57210759125869
-    - 1.5660516591137232
-    - 1.5455542903669686
-    - 1.5444762166653039
-    - 1.5444762166653039
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 80.0
-    - 170.0
-    - 320.0
-    - 410.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.7186604460215469
-    - 1.5839870373192968
-    - 1.5750988106954111
-    - 1.5788266138908664
-    - 1.5788266138908664
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 120.0
-    - 340.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.577014511503288
-    - 1.5534596523718895
-    - 1.5534596523718895
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 40.0
-    - 100.0
-    - 240.0
-    - 540.0
-    - 890.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 2.4245746936975716
-    - 1.6868352025745261
-    - 1.597098283752918
-    - 1.5747560839659127
-    - 1.5749795500903272
-    - 1.5749795500903272
-problem_name: MM1-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.06
-    - 0.13
-    - 0.23
-    - 0.62
-    - 0.8
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5348899198149807
-    - 0.10403784782828383
-    - 0.00867078688511538
-    - 0.002276045874982568
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.02
-    - 0.24
-    - 0.37
-    - 0.99
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.37445287854229603
-    - 0.054722532866867485
-    - 0.030883314193093953
-    - 0.022361541735905172
-    - 0.022361541735905172
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.08
-    - 0.2
-    - 0.37
-    - 0.42
-    - 0.69
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.30578253497450825
-    - 0.050754359765175956
-    - 0.04397483281558038
-    - 0.034938921834234686
-    - 0.02738739846006202
-    - 0.02738739846006202
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.04
-    - 0.06
-    - 0.12
-    - 0.13
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.273501516458711
-    - 0.04490554409879345
-    - 0.035285569345305155
-    - 0.03449533746044924
-    - 0.03449533746044924
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.04
-    - 0.07
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.8629332907389862
-    - 0.006374343515451717
-    - 0.006374343515451717
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/MM11_SPSA.pickle.zst b/test/expected_results/MM11_SPSA.pickle.zst
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literal 0
HcmV?d00001

diff --git a/test/expected_results/MM11_SPSA.yaml b/test/expected_results/MM11_SPSA.yaml
deleted file mode 100644
index 7823ff6f..00000000
--- a/test/expected_results/MM11_SPSA.yaml
+++ /dev/null
@@ -1,1349 +0,0 @@
-all_est_objectives:
-- - 2.780124829249758
-  - 2.6893551138342264
-  - 2.6257317225670054
-  - 2.576067221538355
-  - 2.5350946867274846
-  - 2.500118232668328
-  - 2.4695277450866824
-  - 2.44231526621196
-  - 2.417786478457059
-  - 2.3954512886928754
-  - 2.3749384803161497
-  - 2.355974043875788
-  - 2.3383351981520986
-  - 2.3218478008517467
-  - 2.3063688616357227
-  - 2.3063688616357227
-- - 2.789035151306537
-  - 2.698602375009207
-  - 2.635260454269838
-  - 2.585841590528148
-  - 2.545107808634954
-  - 2.5103527824475167
-  - 2.479979638398922
-  - 2.4529797693132105
-  - 2.428657700324564
-  - 2.4065190173202713
-  - 2.386193828775252
-  - 2.367414706908724
-  - 2.349962835823599
-  - 2.333660825871027
-  - 2.3183624159715324
-  - 2.3183624159715324
-- - 2.7862478107466546
-  - 2.695726447273908
-  - 2.632316299991869
-  - 2.582833952440025
-  - 2.542042839736181
-  - 2.50721938725384
-  - 2.4767744007042687
-  - 2.4497204079248234
-  - 2.425372033106726
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-- !!python/tuple
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-problem_name: MM1-1
-progress_curves:
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literal 0
HcmV?d00001

diff --git a/test/expected_results/MM11_STRONG.yaml b/test/expected_results/MM11_STRONG.yaml
deleted file mode 100644
index 08baa539..00000000
--- a/test/expected_results/MM11_STRONG.yaml
+++ /dev/null
@@ -1,309 +0,0 @@
-all_est_objectives:
-- - 2.780124829249758
-  - 1.5445738822352317
-  - 1.5445738822352317
-- - 2.789035151306537
-  - 1.5662895013251565
-  - 1.5662895013251565
-- - 2.7862478107466546
-  - 1.5723579791841462
-  - 1.5723579791841462
-- - 2.7881760005848144
-  - 1.5739275057088853
-  - 1.5739275057088853
-- - 2.77940256374346
-  - 1.5491966229359848
-  - 1.5491966229359848
-- - 2.789186580392257
-  - 1.5747964194287298
-  - 1.5747964194287298
-- - 2.7840784985550453
-  - 1.560315508339037
-  - 1.560315508339037
-- - 2.7894024528762422
-  - 1.5857086812993637
-  - 1.5857086812993637
-- - 2.7873753797816248
-  - 1.566676491059211
-  - 1.566676491059211
-- - 2.789809403279113
-  - 1.584334567965197
-  - 1.584334567965197
-all_intermediate_budgets:
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-- - 10
-  - 40
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-- - !!python/tuple
-    - 5.0
-  - !!python/tuple
-    - 3.0
-  - !!python/tuple
-    - 3.0
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 2.780124829249758
-    - 1.5445738822352317
-    - 1.5445738822352317
-problem_name: MM1-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.04
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.0
-    - 0.0
-solver_name: STRONG
diff --git a/test/expected_results/NETWORK1_RNDSRCH.pickle.zst b/test/expected_results/NETWORK1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/NETWORK1_RNDSRCH.yaml b/test/expected_results/NETWORK1_RNDSRCH.yaml
deleted file mode 100644
index 5d0d901b..00000000
--- a/test/expected_results/NETWORK1_RNDSRCH.yaml
+++ /dev/null
@@ -1,749 +0,0 @@
-all_est_objectives:
-- - 109.7019095215723
-  - 82.91567112438206
-  - 73.45310288943298
-  - 73.45310288943298
-- - 112.27320453592472
-  - 69.3284861104339
-  - 69.3284861104339
-- - 108.64923613716142
-  - 104.38647330163158
-  - 85.59928839006163
-  - 85.59928839006163
-- - 109.93840318078419
-  - 108.4323639562708
-  - 86.42871199024263
-  - 75.62954492624394
-  - 75.62954492624394
-- - 111.91072174923305
-  - 111.2063752475262
-  - 72.69237521342161
-  - 72.69237521342161
-- - 111.46339127715159
-  - 77.90666840972538
-  - 77.90666840972538
-- - 114.22577943932667
-  - 81.88400834039747
-  - 81.88400834039747
-- - 111.39925864193513
-  - 79.81634307842793
-  - 76.6305916315754
-  - 76.6305916315754
-- - 109.65793854951664
-  - 97.74034926515185
-  - 86.1858825654137
-  - 77.83539716356131
-  - 77.83539716356131
-- - 111.34263449590317
-  - 121.73283084005503
-  - 90.52072878202424
-  - 78.60586371811831
-  - 78.60586371811831
-all_intermediate_budgets:
-- - 0
-  - 210
-  - 680
-  - 1000
-- - 0
-  - 260
-  - 1000
-- - 0
-  - 240
-  - 630
-  - 1000
-- - 0
-  - 50
-  - 180
-  - 640
-  - 1000
-- - 0
-  - 60
-  - 130
-  - 1000
-- - 0
-  - 150
-  - 1000
-- - 0
-  - 110
-  - 1000
-- - 0
-  - 80
-  - 540
-  - 1000
-- - 0
-  - 60
-  - 550
-  - 760
-  - 1000
-- - 0
-  - 150
-  - 220
-  - 390
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-problem_name: NETWORK-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-solver_name: RNDSRCH
diff --git a/test/expected_results/PARAMESTI1_ADAM.pickle.zst b/test/expected_results/PARAMESTI1_ADAM.pickle.zst
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HcmV?d00001

diff --git a/test/expected_results/PARAMESTI1_ADAM.yaml b/test/expected_results/PARAMESTI1_ADAM.yaml
deleted file mode 100644
index 833b8e81..00000000
--- a/test/expected_results/PARAMESTI1_ADAM.yaml
+++ /dev/null
@@ -1,753 +0,0 @@
-all_est_objectives:
-- - -9.3297480290724
-  - -7.113610789849786
-  - -6.091318171542374
-  - -5.730896508135272
-  - -5.6338491443875345
-  - -5.55723503097639
-  - -5.412640414778833
-  - -5.412640414778833
-- - -9.021588601147258
-  - -6.942664963804881
-  - -6.03168449582261
-  - -5.696959474022699
-  - -5.5204660888034605
-  - -5.318325270297051
-  - -5.074522570628822
-  - -5.074522570628822
-- - -9.221874900363291
-  - -7.081371178202193
-  - -6.135129572846429
-  - -5.801981348295094
-  - -5.6567310595877025
-  - -5.485160224083971
-  - -5.247015981577733
-  - -5.247015981577733
-- - -9.024800808326528
-  - -6.896737761304142
-  - -5.927078969642903
-  - -5.5860555891662305
-  - -5.480520501407916
-  - -5.382945513225892
-  - -5.220938660074158
-  - -5.220938660074158
-- - -9.13630921975174
-  - -6.894195481017029
-  - -5.8096347332881235
-  - -5.410370821201566
-  - -5.346286188670786
-  - -5.346286188670786
-- - -8.424449086285406
-  - -6.42042914834591
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-- !!python/tuple
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diff --git a/test/expected_results/PARAMESTI1_ALOE.pickle.zst b/test/expected_results/PARAMESTI1_ALOE.pickle.zst
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diff --git a/test/expected_results/PARAMESTI1_ALOE.yaml b/test/expected_results/PARAMESTI1_ALOE.yaml
deleted file mode 100644
index e4657929..00000000
--- a/test/expected_results/PARAMESTI1_ALOE.yaml
+++ /dev/null
@@ -1,438 +0,0 @@
-all_est_objectives:
-- - -9.3297480290724
-  - -7.295050664540807
-  - -5.610730325244643
-  - -5.610730325244643
-- - -9.021588601147258
-  - -7.81013537260554
-  - -7.062481146904462
-  - -7.062481146904462
-- - -9.221874900363291
-  - -7.767562378042587
-  - -6.330371571915617
-  - -6.330371571915617
-- - -9.024800808326528
-  - -7.790730292083086
-  - -5.8570888082431996
-  - -5.8570888082431996
-- - -9.13630921975174
-  - -7.6148677873585235
-  - -5.1590377310827185
-  - -5.1590377310827185
-- - -8.424449086285406
-  - -7.0100747126909
-  - -5.580607260147753
-  - -5.580607260147753
-- - -9.11642083853037
-  - -7.829917794317795
-  - -5.343172453085259
-  - -5.416813002763193
-  - -5.416813002763193
-- - -9.025313812446148
-  - -8.41042361359692
-  - -5.510642004614506
-  - -5.510642004614506
-- - -9.167759709525823
-  - -8.214044891622796
-  - -5.378919440958355
-  - -5.378919440958355
-- - -9.203555672298497
-  - -7.073346241703353
-  - -5.580603116879344
-  - -5.580603116879344
-all_intermediate_budgets:
-- - 0
-  - 630
-  - 780
-  - 1000
-- - 0
-  - 480
-  - 630
-  - 1000
-- - 0
-  - 630
-  - 780
-  - 1000
-- - 0
-  - 480
-  - 630
-  - 1000
-- - 0
-  - 480
-  - 630
-  - 1000
-- - 0
-  - 480
-  - 630
-  - 1000
-- - 0
-  - 630
-  - 780
-  - 930
-  - 1000
-- - 0
-  - 630
-  - 780
-  - 1000
-- - 0
-  - 630
-  - 780
-  - 1000
-- - 0
-  - 630
-  - 780
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.12608491500362
-    - 2.1484016294747956
-  - !!python/tuple
-    - 1.591487330009342
-    - 2.8223380842330794
-  - !!python/tuple
-    - 1.591487330009342
-    - 2.8223380842330794
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.3539357528102576
-    - 2.4717918199879088
-  - !!python/tuple
-    - 0.8715817527857754
-    - 3.149198654230543
-  - !!python/tuple
-    - 0.8715817527857754
-    - 3.149198654230543
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.208006367181534
-    - 2.2200195816463566
-  - !!python/tuple
-    - 1.1412663469966966
-    - 2.9557636463521284
-  - !!python/tuple
-    - 1.1412663469966966
-    - 2.9557636463521284
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.4706087501058804
-    - 2.4194181687036247
-  - !!python/tuple
-    - 1.2649033311399722
-    - 3.053642584136713
-  - !!python/tuple
-    - 1.2649033311399722
-    - 3.053642584136713
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.623532316196333
-    - 2.396641595939994
-  - !!python/tuple
-    - 1.7436758741788376
-    - 3.0122902395085194
-  - !!python/tuple
-    - 1.7436758741788376
-    - 3.0122902395085194
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.3541318206929787
-    - 2.411143749541737
-  - !!python/tuple
-    - 1.2233571357185227
-    - 3.0386052304086877
-  - !!python/tuple
-    - 1.2233571357185227
-    - 3.0386052304086877
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.3010166604566837
-    - 2.12217110914683
-  - !!python/tuple
-    - 1.9814484083007682
-    - 2.773783423003484
-  - !!python/tuple
-    - 2.5414830882301627
-    - 3.320298969162711
-  - !!python/tuple
-    - 2.5414830882301627
-    - 3.320298969162711
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.373184966861831
-    - 2.179333810511733
-  - !!python/tuple
-    - 1.5584142308273996
-    - 2.87981536278661
-  - !!python/tuple
-    - 1.5584142308273996
-    - 2.87981536278661
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.6268794214258655
-    - 2.186167884801846
-  - !!python/tuple
-    - 1.7041570551439684
-    - 2.89254542374119
-  - !!python/tuple
-    - 1.7041570551439684
-    - 2.89254542374119
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.9550377674284287
-    - 2.111403240149155
-  - !!python/tuple
-    - 1.6120954974769643
-    - 2.7539021977896283
-  - !!python/tuple
-    - 1.6120954974769643
-    - 2.7539021977896283
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 630.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.295050664540807
-    - -5.610730325244643
-    - -5.610730325244643
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 480.0
-    - 630.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.81013537260554
-    - -7.062481146904462
-    - -7.062481146904462
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 630.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.767562378042587
-    - -6.330371571915617
-    - -6.330371571915617
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 480.0
-    - 630.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.790730292083086
-    - -5.8570888082431996
-    - -5.8570888082431996
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 480.0
-    - 630.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.6148677873585235
-    - -5.1590377310827185
-    - -5.1590377310827185
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 480.0
-    - 630.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.0100747126909
-    - -5.580607260147753
-    - -5.580607260147753
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 630.0
-    - 780.0
-    - 930.0
-    - 1000.0
-  - !!python/tuple
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-    - -7.829917794317795
-    - -5.343172453085259
-    - -5.416813002763193
-    - -5.416813002763193
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 630.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -8.41042361359692
-    - -5.510642004614506
-    - -5.510642004614506
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 630.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
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-    - -5.378919440958355
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 630.0
-    - 780.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.073346241703353
-    - -5.580603116879344
-    - -5.580603116879344
-problem_name: PARAMESTI-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.63
-    - 0.78
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5650907719055498
-    - 0.20507337010598944
-    - 0.20507337010598944
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.63
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-  - !!python/tuple
-    - 1.0
-    - 0.675188271756226
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-    - 0.5153798757513169
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.78
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-  - !!python/tuple
-    - 1.0
-    - 0.6660884476124495
-    - 0.35889409280921647
-    - 0.35889409280921647
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
-    - 0.6710405057354674
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-    - 0.2577316079074069
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.6334505292044252
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-    - 0.10852570612050728
-- !!python/tuple
-  - !!python/tuple
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-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5041781893244759
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-    - 0.1986346735128264
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 0.63
-    - 0.78
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-  - !!python/tuple
-    - 1.0
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-    - 0.14788383927951237
-    - 0.1636242413536331
-    - 0.1636242413536331
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.803497719674461
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-    - 0.18367985231542425
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
-    - 1.0
-    - 0.7615224756520644
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-    - 0.5177022506039755
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-    - 0.19863378790413752
-solver_name: ALOE
diff --git a/test/expected_results/PARAMESTI1_ASTRODF.pickle.zst b/test/expected_results/PARAMESTI1_ASTRODF.pickle.zst
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/test/expected_results/PARAMESTI1_ASTRODF.yaml b/test/expected_results/PARAMESTI1_ASTRODF.yaml
deleted file mode 100644
index 0237004d..00000000
--- a/test/expected_results/PARAMESTI1_ASTRODF.yaml
+++ /dev/null
@@ -1,951 +0,0 @@
-all_est_objectives:
-- - -9.3297480290724
-  - -6.4827028342137485
-  - -4.737792030082565
-  - -4.688538585352649
-  - -4.665539059812156
-  - -4.656960862421888
-  - -4.663399451519886
-  - -4.663399451519886
-- - -9.021588601147258
-  - -4.729450828466801
-  - -4.756441741308396
-  - -4.635759157428626
-  - -4.607957493153384
-  - -4.605722895666343
-  - -4.613686467912246
-  - -4.608365553959812
-  - -4.626060367417599
-  - -4.625792491600089
-  - -4.618508689894762
-  - -4.618508689894762
-- - -9.221874900363291
-  - -5.199171574761933
-  - -4.719161508016352
-  - -4.572180576694847
-  - -4.662219686335412
-  - -4.765176558150356
-  - -4.64643199214199
-  - -4.708364400571733
-  - -4.73552230613009
-  - -4.709814008088708
-  - -4.68693194869905
-  - -4.68693194869905
-- - -9.024800808326528
-  - -6.011365343788552
-  - -4.611632365419948
-  - -4.588346120410911
-  - -4.567578367498325
-  - -4.559129019131832
-  - -4.537129106015533
-  - -4.540355791062887
-  - -4.540355791062887
-- - -9.13630921975174
-  - -7.2707670113006175
-  - -4.880719904898839
-  - -4.619344347510497
-  - -4.667789472744843
-  - -4.650601330501335
-  - -4.620858298497352
-  - -4.620858298497352
-- - -8.424449086285406
-  - -4.999725278456078
-  - -4.736242383372213
-  - -4.43665298781833
-  - -4.442017755684986
-  - -4.442017755684986
-- - -9.11642083853037
-  - -7.44015731874586
-  - -5.230090881417575
-  - -5.142344772124238
-  - -4.742982820822291
-  - -4.72456149880294
-  - -4.692744974779527
-  - -4.692088248865028
-  - -4.692088248865028
-- - -9.025313812446148
-  - -6.036486868121213
-  - -5.414974234033826
-  - -4.969027351304257
-  - -4.773046000444784
-  - -4.8825469927828955
-  - -4.749922384129489
-  - -4.874655742189271
-  - -4.925245484738894
-  - -4.869833879538773
-  - -4.785109730802941
-  - -4.848027160447851
-  - -4.848027160447851
-- - -9.167759709525823
-  - -7.207333233323596
-  - -5.520284933237716
-  - -4.915879504213365
-  - -4.980463579819733
-  - -4.984238833564133
-  - -4.960784904462878
-  - -5.060863158088815
-  - -4.999963904056878
-  - -5.03144682605676
-  - -4.940000118688143
-  - -4.852673830487614
-  - -4.753683510921018
-  - -4.753683510921018
-- - -9.203555672298497
-  - -6.344259024598269
-  - -4.753502275608756
-  - -4.9303421377636
-  - -4.838273667469734
-  - -4.712306487974754
-  - -4.712306487974754
-all_intermediate_budgets:
-- - 5
-  - 30
-  - 110
-  - 161
-  - 377
-  - 697
-  - 931
-  - 1000
-- - 5
-  - 30
-  - 90
-  - 185
-  - 257
-  - 369
-  - 454
-  - 753
-  - 816
-  - 872
-  - 906
-  - 1000
-- - 5
-  - 30
-  - 70
-  - 161
-  - 234
-  - 313
-  - 399
-  - 483
-  - 539
-  - 742
-  - 835
-  - 1000
-- - 5
-  - 30
-  - 70
-  - 239
-  - 287
-  - 381
-  - 437
-  - 535
-  - 1000
-- - 5
-  - 30
-  - 70
-  - 185
-  - 285
-  - 414
-  - 627
-  - 1000
-- - 5
-  - 30
-  - 90
-  - 187
-  - 585
-  - 1000
-- - 5
-  - 30
-  - 70
-  - 161
-  - 257
-  - 340
-  - 471
-  - 983
-  - 1000
-- - 5
-  - 30
-  - 90
-  - 161
-  - 210
-  - 320
-  - 406
-  - 463
-  - 581
-  - 750
-  - 796
-  - 862
-  - 1000
-- - 5
-  - 30
-  - 70
-  - 185
-  - 257
-  - 340
-  - 495
-  - 530
-  - 626
-  - 656
-  - 718
-  - 816
-  - 883
-  - 1000
-- - 5
-  - 30
-  - 110
-  - 185
-  - 874
-  - 980
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 4.16227766016838
-  - !!python/tuple
-    - 1.9840804329245634
-    - 4.252545049268786
-  - !!python/tuple
-    - 1.883346833561736
-    - 5.483695587671548
-  - !!python/tuple
-    - 1.9453266327524925
-    - 5.40972444303779
-  - !!python/tuple
-    - 1.9983191769587725
-    - 5.380918730659215
-  - !!python/tuple
-    - 1.9673548096580036
-    - 5.43619942258042
-  - !!python/tuple
-    - 1.9673548096580036
-    - 5.43619942258042
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.9131410951505046
-    - 4.02756888284104
-  - !!python/tuple
-    - 2.2066969780202417
-    - 5.982070083565299
-  - !!python/tuple
-    - 2.115759267405556
-    - 5.371169061016916
-  - !!python/tuple
-    - 1.8587123383097546
-    - 5.524803974295219
-  - !!python/tuple
-    - 1.9662683027922954
-    - 5.566489772205821
-  - !!python/tuple
-    - 1.9738359262749277
-    - 5.641503590672194
-  - !!python/tuple
-    - 1.9368585494133874
-    - 5.612295378647321
-  - !!python/tuple
-    - 1.848998504641147
-    - 5.690770854691971
-  - !!python/tuple
-    - 1.9863928974308531
-    - 5.734906517138073
-  - !!python/tuple
-    - 2.0749900495859745
-    - 5.377588988613806
-  - !!python/tuple
-    - 2.0749900495859745
-    - 5.377588988613806
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.4675205473873447
-    - 3.8011396685984704
-  - !!python/tuple
-    - 1.9041119829892765
-    - 4.167116185155712
-  - !!python/tuple
-    - 1.897501326683256
-    - 5.402363207201588
-  - !!python/tuple
-    - 1.8151984494487305
-    - 6.170004193700371
-  - !!python/tuple
-    - 2.2395773588247927
-    - 6.180748829951661
-  - !!python/tuple
-    - 1.9545263722850752
-    - 6.201293859760787
-  - !!python/tuple
-    - 2.1384322747074265
-    - 6.24259465687447
-  - !!python/tuple
-    - 2.1010656342033616
-    - 6.475220720351239
-  - !!python/tuple
-    - 2.027442494494346
-    - 6.47441812343229
-  - !!python/tuple
-    - 1.9551732314228631
-    - 6.417431431234482
-  - !!python/tuple
-    - 1.9551732314228631
-    - 6.417431431234482
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 3.0125619018342547
-    - 3.4391790814299164
-  - !!python/tuple
-    - 1.8799851890800185
-    - 4.333532932079608
-  - !!python/tuple
-    - 1.8799851890800185
-    - 4.4879410209550175
-  - !!python/tuple
-    - 1.8799851890800185
-    - 4.6809511320492785
-  - !!python/tuple
-    - 1.8799851890800185
-    - 4.801582451483192
-  - !!python/tuple
-    - 1.972395477619634
-    - 4.920736579050592
-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: PARAMESTI-1
-progress_curves:
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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literal 0
HcmV?d00001

diff --git a/test/expected_results/PARAMESTI1_NELDMD.yaml b/test/expected_results/PARAMESTI1_NELDMD.yaml
deleted file mode 100644
index efd92533..00000000
--- a/test/expected_results/PARAMESTI1_NELDMD.yaml
+++ /dev/null
@@ -1,978 +0,0 @@
-all_est_objectives:
-- - -9.3297480290724
-  - -5.867950215750366
-  - -4.7202380510708615
-  - -4.694823847044888
-  - -4.655198077345353
-  - -4.661967909741396
-  - -4.655967863198644
-  - -4.6492988520413725
-  - -4.651310583758861
-  - -4.651310583758861
-- - -9.021588601147258
-  - -5.929883734755116
-  - -5.3467481102346275
-  - -4.652984194166658
-  - -4.590499264296341
-  - -4.622332659431041
-  - -4.610358399371889
-  - -4.600552935302669
-  - -4.603202646108965
-  - -4.603202646108965
-- - -9.221874900363291
-  - -6.019829971904972
-  - -5.3829217502408735
-  - -5.279166453444705
-  - -4.604291996427448
-  - -4.578415056005802
-  - -4.603180218321457
-  - -4.620152192597657
-  - -4.599126482543894
-  - -4.599126482543894
-- - -9.024800808326528
-  - -5.734087953656552
-  - -4.606668202390721
-  - -4.565489048216158
-  - -4.545390349729361
-  - -4.571777222639254
-  - -4.54780930174518
-  - -4.553233368761266
-  - -4.559581894519441
-  - -4.559581894519441
-- - -9.13630921975174
-  - -5.475417795997355
-  - -4.540360424246259
-  - -4.537699837965463
-  - -4.542377764329675
-  - -4.539808206043169
-  - -4.539808206043169
-- - -8.424449086285406
-  - -5.3596694505776075
-  - -5.146749834259806
-  - -4.683818836530865
-  - -4.429541155862943
-  - -4.3775741479083115
-  - -4.378594336349297
-  - -4.384614485737898
-  - -4.372875154483052
-  - -4.3734048950853674
-  - -4.371124359027138
-  - -4.371124359027138
-- - -9.11642083853037
-  - -5.881934601716681
-  - -4.7251873070916215
-  - -4.715875742288187
-  - -4.696277779605798
-  - -4.726352470687171
-  - -4.710413941483059
-  - -4.705356459888807
-  - -4.705356459888807
-- - -9.025313812446148
-  - -6.088615711543225
-  - -4.82649664895539
-  - -4.870798601041617
-  - -4.761345408443866
-  - -4.763201692787459
-  - -4.72546686841366
-  - -4.715708447564118
-  - -4.725676909868124
-  - -4.722128371983504
-  - -4.722128371983504
-- - -9.167759709525823
-  - -5.694102357619153
-  - -4.7148426493318025
-  - -4.831096521295991
-  - -4.832034339523149
-  - -4.717085706181333
-  - -4.786011922147847
-  - -4.782726250119326
-  - -4.7440072471174375
-  - -4.764953828796595
-  - -4.754338205341492
-  - -4.754338205341492
-- - -9.203555672298497
-  - -5.9242974253633385
-  - -4.731536971239586
-  - -4.667281849494766
-  - -4.664347863830486
-  - -4.646522980651593
-  - -4.652671882310159
-  - -4.642859806432569
-  - -4.646438448397804
-  - -4.646438448397804
-all_intermediate_budgets:
-- - 0
-  - 150
-  - 270
-  - 480
-  - 600
-  - 690
-  - 750
-  - 810
-  - 960
-  - 1000
-- - 0
-  - 150
-  - 210
-  - 480
-  - 600
-  - 720
-  - 780
-  - 840
-  - 960
-  - 1000
-- - 0
-  - 150
-  - 210
-  - 300
-  - 540
-  - 720
-  - 780
-  - 900
-  - 960
-  - 1000
-- - 0
-  - 150
-  - 270
-  - 540
-  - 660
-  - 720
-  - 840
-  - 900
-  - 960
-  - 1000
-- - 0
-  - 150
-  - 270
-  - 840
-  - 900
-  - 960
-  - 1000
-- - 0
-  - 150
-  - 210
-  - 300
-  - 360
-  - 480
-  - 660
-  - 720
-  - 780
-  - 840
-  - 960
-  - 1000
-- - 0
-  - 150
-  - 270
-  - 570
-  - 690
-  - 750
-  - 810
-  - 870
-  - 1000
-- - 0
-  - 150
-  - 270
-  - 480
-  - 540
-  - 600
-  - 690
-  - 870
-  - 930
-  - 990
-  - 1000
-- - 0
-  - 150
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-- - !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/PARAMESTI1_RNDSRCH.pickle.zst b/test/expected_results/PARAMESTI1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/PARAMESTI1_RNDSRCH.yaml b/test/expected_results/PARAMESTI1_RNDSRCH.yaml
deleted file mode 100644
index 76b99e21..00000000
--- a/test/expected_results/PARAMESTI1_RNDSRCH.yaml
+++ /dev/null
@@ -1,699 +0,0 @@
-all_est_objectives:
-- - -9.3297480290724
-  - -4.9139666294486055
-  - -4.677525352081667
-  - -4.752769831482711
-  - -4.752769831482711
-- - -9.021588601147258
-  - -6.586783896709451
-  - -4.6277315234116285
-  - -4.6277315234116285
-- - -9.221874900363291
-  - -6.065826226236476
-  - -6.7657143898971155
-  - -7.0160182931505926
-  - -5.572490447286542
-  - -4.610682079548275
-  - -4.90236834271688
-  - -4.607834636416828
-  - -4.610306220169427
-  - -4.610306220169427
-- - -9.024800808326528
-  - -7.5586770984901
-  - -6.661370916817069
-  - -4.852303832839037
-  - -4.683148741809484
-  - -4.678724710010372
-  - -4.678724710010372
-- - -9.13630921975174
-  - -8.420165790632925
-  - -6.9820640775551315
-  - -5.712573689761196
-  - -4.922272142404696
-  - -4.6561975594762695
-  - -4.643841238670722
-  - -4.643841238670722
-- - -8.424449086285406
-  - -6.216714615074481
-  - -6.663270598308714
-  - -5.1766946753005785
-  - -5.473298954487285
-  - -5.9457375951469835
-  - -5.57340485439436
-  - -4.626752002311564
-  - -4.471162435037758
-  - -4.471162435037758
-- - -9.11642083853037
-  - -11.258431544661484
-  - -7.408425690208477
-  - -7.715484034640367
-  - -5.192749018720189
-  - -4.831869458853549
-  - -4.831869458853549
-- - -9.025313812446148
-  - -8.30837461693214
-  - -9.945189528244288
-  - -5.937607083362692
-  - -5.207401475031656
-  - -5.029505292936013
-  - -4.834546067797007
-  - -4.834546067797007
-- - -9.167759709525823
-  - -6.81361722405467
-  - -5.190625919529371
-  - -5.416720086087675
-  - -4.971809794036174
-  - -4.971809794036174
-- - -9.203555672298497
-  - -6.083970987489381
-  - -5.070771796791368
-  - -5.200510320169485
-  - -5.200510320169485
-all_intermediate_budgets:
-- - 0
-  - 30
-  - 70
-  - 140
-  - 1000
-- - 0
-  - 30
-  - 40
-  - 1000
-- - 0
-  - 30
-  - 70
-  - 230
-  - 260
-  - 330
-  - 490
-  - 920
-  - 950
-  - 1000
-- - 0
-  - 20
-  - 140
-  - 150
-  - 280
-  - 700
-  - 1000
-- - 0
-  - 20
-  - 40
-  - 70
-  - 160
-  - 290
-  - 580
-  - 1000
-- - 0
-  - 30
-  - 90
-  - 120
-  - 130
-  - 170
-  - 240
-  - 270
-  - 280
-  - 1000
-- - 0
-  - 30
-  - 60
-  - 90
-  - 150
-  - 420
-  - 1000
-- - 0
-  - 20
-  - 30
-  - 40
-  - 60
-  - 310
-  - 660
-  - 1000
-- - 0
-  - 20
-  - 240
-  - 780
-  - 960
-  - 1000
-- - 0
-  - 70
-  - 100
-  - 740
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.4113681969383234
-    - 4.318464516345555
-  - !!python/tuple
-    - 1.926850322118231
-    - 5.518432243083116
-  - !!python/tuple
-    - 1.8335257714086588
-    - 4.421207443720462
-  - !!python/tuple
-    - 1.8335257714086588
-    - 4.421207443720462
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.7671853413978944
-    - 8.793537060533582
-  - !!python/tuple
-    - 1.8238893372167329
-    - 4.647975737037824
-  - !!python/tuple
-    - 1.8238893372167329
-    - 4.647975737037824
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.998069279500845
-    - 4.170376173532159
-  - !!python/tuple
-    - 1.0691241703410232
-    - 8.57228763192795
-  - !!python/tuple
-    - 1.2508345745442417
-    - 9.870697642375042
-  - !!python/tuple
-    - 1.513793527560554
-    - 8.200691640526955
-  - !!python/tuple
-    - 2.067354669750149
-    - 4.902396919950507
-  - !!python/tuple
-    - 1.634378629818269
-    - 6.7555156515788415
-  - !!python/tuple
-    - 2.1040986388112692
-    - 5.250778883849738
-  - !!python/tuple
-    - 2.110124972883145
-    - 5.3495508527631355
-  - !!python/tuple
-    - 2.110124972883145
-    - 5.3495508527631355
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.0155504388116512
-    - 1.9046428891517506
-  - !!python/tuple
-    - 2.3057927322352514
-    - 1.5023677912290445
-  - !!python/tuple
-    - 2.3112392099894947
-    - 6.447737434699523
-  - !!python/tuple
-    - 2.316519693782576
-    - 5.50220301529817
-  - !!python/tuple
-    - 1.8012368987214926
-    - 4.157777887889603
-  - !!python/tuple
-    - 1.8012368987214926
-    - 4.157777887889603
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.2858672849508923
-    - 0.9037923294791962
-  - !!python/tuple
-    - 3.6408893489290457
-    - 6.190815109989965
-  - !!python/tuple
-    - 2.531722107645636
-    - 8.10740335244683
-  - !!python/tuple
-    - 2.614549844182648
-    - 5.925052174276405
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
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-objective_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: PARAMESTI-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-solver_name: RNDSRCH
diff --git a/test/expected_results/PARAMESTI1_SPSA.pickle.zst b/test/expected_results/PARAMESTI1_SPSA.pickle.zst
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diff --git a/test/expected_results/PARAMESTI1_SPSA.yaml b/test/expected_results/PARAMESTI1_SPSA.yaml
deleted file mode 100644
index 448dffb7..00000000
--- a/test/expected_results/PARAMESTI1_SPSA.yaml
+++ /dev/null
@@ -1,861 +0,0 @@
-all_est_objectives:
-- - -9.3297480290724
-  - -8.912024860676235
-  - -8.616526224237235
-  - -8.443719327695721
-  - -8.232193209664235
-  - -8.228009166427567
-  - -8.160170853499398
-  - -8.105784880491006
-  - -8.10930873345766
-  - -8.10930873345766
-- - -9.021588601147258
-  - -8.392469263201098
-  - -7.959471621929607
-  - -7.640739990084552
-  - -7.631317117055995
-  - -7.625722966039507
-  - -7.625722966039507
-- - -9.221874900363291
-  - -8.806344065323719
-  - -8.485447325685637
-  - -8.23084178465483
-  - -8.02217830791484
-  - -7.8644667565957995
-  - -7.751381824981025
-  - -7.664541556819798
-  - -7.664541556819798
-- - -9.024800808326528
-  - -7.9710658404012324
-  - -7.838086450664579
-  - -7.837371083533701
-  - -7.837371083533701
-- - -9.13630921975174
-  - -8.703653100981613
-  - -8.369430874576977
-  - -8.112279411876015
-  - -7.821496526487987
-  - -7.808376132131774
-  - -7.798870629154784
-  - -7.7922977695566695
-  - -7.788146725999574
-  - -7.723131811991301
-  - -7.723131811991301
-- - -8.424449086285406
-  - -8.012019934421104
-  - -7.691393862466139
-  - -7.437463086933672
-  - -7.230104226340734
-  - -7.056556186827816
-  - -6.908503780358809
-  - -6.90272107541902
-  - -6.90272107541902
-- - -9.11642083853037
-  - -8.975612946501688
-  - -8.940939019242343
-  - -8.815468436680709
-  - -8.852051298986865
-  - -8.677677575151254
-  - -8.721652294625562
-  - -8.673171032337592
-  - -8.673171032337592
-- - -9.025313812446148
-  - -8.499846023831314
-  - -7.606226502466273
-  - -7.524970244859174
-  - -7.466630451801584
-  - -7.479493425280383
-  - -7.479493425280383
-- - -9.167759709525823
-  - -8.614024109767424
-  - -8.130489868451177
-  - -7.747551095737505
-  - -7.683917137891253
-  - -7.699359981228662
-  - -7.7677353029032865
-  - -7.868633985220929
-  - -8.065430277494448
-  - -8.065430277494448
-- - -9.203555672298497
-  - -8.65433225386843
-  - -8.584450769348903
-  - -8.549979530858266
-  - -8.390618244785934
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-  - -8.399868116410529
-  - -8.41249600352193
-  - -8.244759226033
-  - -8.260930203574858
-  - -8.260930203574858
-all_intermediate_budgets:
-- - 0
-  - 210
-  - 330
-  - 450
-  - 630
-  - 690
-  - 810
-  - 930
-  - 990
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 510
-  - 630
-  - 810
-  - 1000
-- - 0
-  - 450
-  - 570
-  - 630
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 390
-  - 570
-  - 630
-  - 690
-  - 750
-  - 810
-  - 930
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 510
-  - 570
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 390
-  - 450
-  - 690
-  - 750
-  - 930
-  - 1000
-- - 0
-  - 210
-  - 570
-  - 690
-  - 810
-  - 870
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 570
-  - 630
-  - 690
-  - 810
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 450
-  - 510
-  - 570
-  - 630
-  - 870
-  - 930
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.0730633963883887
-    - 1.0730633963883887
-  - !!python/tuple
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-    - 1.049089776197757
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.3886982244185373
-    - 1.0207014419585896
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.4372085985583558
-    - 0.999995358058939
-  - !!python/tuple
-    - 1.4372085985583558
-    - 0.999995358058939
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.1193169611955687
-    - 1.1193169611955687
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.3380252596958442
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-  - !!python/tuple
-    - 1.3380252596958442
-    - 1.245133170606744
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.0745392310831705
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 1.2425407030788798
-  - !!python/tuple
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-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 1.0668667429837633
-  - !!python/tuple
-    - 1.443523309704177
-    - 1.0668667429837633
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.0796222219458678
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.3612590029341
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-  - !!python/tuple
-    - 1.3612590029341
-    - 1.3265701454109826
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.5590271782392187
-    - 0.6431935427271662
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.1
-    - 1.1
-  - !!python/tuple
-    - 1.3981068340246212
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 1.2105899293501294
-  - !!python/tuple
-    - 1.522337058602577
-    - 1.1896897420645358
-  - !!python/tuple
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-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.1
-    - 1.1
-  - !!python/tuple
-    - 1.1985654273148323
-    - 1.1985654273148323
-  - !!python/tuple
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-  - !!python/tuple
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-    - 1.146690098439103
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.7854430541848345
-    - 0.7502220737849604
-  - !!python/tuple
-    - 1.7854430541848345
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-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 1.1
-    - 1.1
-  - !!python/tuple
-    - 1.1690717861244158
-    - 1.0309282138755844
-  - !!python/tuple
-    - 1.2251016190343054
-    - 0.9748983809656948
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.340384108117733
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-  - !!python/tuple
-    - 1.3726100598347148
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 1.495289175958094
-    - 0.8601869241709746
-  - !!python/tuple
-    - 1.495289175958094
-    - 0.8601869241709746
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 450.0
-    - 630.0
-    - 690.0
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - -8.244759226033
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-    - -8.260930203574858
-problem_name: PARAMESTI-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 0.45
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 0.6810098068025924
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-    - 0.51
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 0.6045147472343452
-- !!python/tuple
-  - !!python/tuple
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-    - 0.63
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-  - !!python/tuple
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-    - 0.7297566375275363
-- !!python/tuple
-  - !!python/tuple
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-    - 0.57
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-  - !!python/tuple
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-solver_name: SPSA
diff --git a/test/expected_results/PARAMESTI1_STRONG.pickle.zst b/test/expected_results/PARAMESTI1_STRONG.pickle.zst
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diff --git a/test/expected_results/PARAMESTI1_STRONG.yaml b/test/expected_results/PARAMESTI1_STRONG.yaml
deleted file mode 100644
index 9f453f39..00000000
--- a/test/expected_results/PARAMESTI1_STRONG.yaml
+++ /dev/null
@@ -1,501 +0,0 @@
-all_est_objectives:
-- - -9.3297480290724
-  - -6.64433315459862
-  - -5.661188090912796
-  - -4.943885720610079
-  - -4.943885720610079
-- - -9.021588601147258
-  - -6.891456894957851
-  - -5.288299586606307
-  - -4.904422103074254
-  - -4.904422103074254
-- - -9.221874900363291
-  - -7.213709448468816
-  - -5.319836437443148
-  - -4.96711185378729
-  - -4.96711185378729
-- - -9.024800808326528
-  - -6.428837743153482
-  - -5.0703017728322575
-  - -5.0703017728322575
-- - -9.13630921975174
-  - -6.308322406631954
-  - -4.952435739635593
-  - -4.713537605180783
-  - -4.713537605180783
-- - -8.424449086285406
-  - -6.042843047057676
-  - -5.054085528226357
-  - -4.512438926083051
-  - -4.512438926083051
-- - -9.11642083853037
-  - -6.963505403680768
-  - -5.176883308136016
-  - -5.176883308136016
-- - -9.025313812446148
-  - -7.329276379718164
-  - -4.952466649175628
-  - -5.320373350152129
-  - -4.795445127025609
-  - -4.795445127025609
-- - -9.167759709525823
-  - -6.798056975702029
-  - -5.000556998946068
-  - -5.044211783584297
-  - -5.044211783584297
-- - -9.203555672298497
-  - -6.6563065744646375
-  - -4.985816370439636
-  - -4.985816370439636
-all_intermediate_budgets:
-- - 10
-  - 60
-  - 115
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 640
-  - 735
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.7235752627097733
-    - 2.014538473284743
-  - !!python/tuple
-    - 1.3528970774056803
-    - 3.4709866571661605
-  - !!python/tuple
-    - 1.981579189502094
-    - 3.5733397319894196
-  - !!python/tuple
-    - 1.981579189502094
-    - 3.5733397319894196
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.757989242641407
-    - 1.9536633697259698
-  - !!python/tuple
-    - 1.445259281436565
-    - 3.4625503929835544
-  - !!python/tuple
-    - 2.0608287204410662
-    - 3.5756718108043257
-  - !!python/tuple
-    - 2.0608287204410662
-    - 3.5756718108043257
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.8048422954247303
-    - 1.8617100954764259
-  - !!python/tuple
-    - 1.4981778515222535
-    - 3.3758527674334085
-  - !!python/tuple
-    - 2.0448355816264945
-    - 3.5249846667978666
-  - !!python/tuple
-    - 2.0448355816264945
-    - 3.5249846667978666
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.7004220444998888
-    - 2.052884072715899
-  - !!python/tuple
-    - 1.5320420740412382
-    - 3.676117957475283
-  - !!python/tuple
-    - 1.5320420740412382
-    - 3.676117957475283
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.772876978697469
-    - 1.9256928315616009
-  - !!python/tuple
-    - 1.6943491754237276
-    - 3.60996649625078
-  - !!python/tuple
-    - 2.2694427147826253
-    - 3.709496596194767
-  - !!python/tuple
-    - 2.2694427147826253
-    - 3.709496596194767
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.712570773694229
-    - 2.0330059753400995
-  - !!python/tuple
-    - 1.3801142052728335
-    - 3.524501698857495
-  - !!python/tuple
-    - 1.959940808140287
-    - 3.6269720239479293
-  - !!python/tuple
-    - 1.959940808140287
-    - 3.6269720239479293
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.7981823398505754
-    - 1.8755228567259163
-  - !!python/tuple
-    - 2.5177076844347854
-    - 3.85575869310233
-  - !!python/tuple
-    - 2.5177076844347854
-    - 3.85575869310233
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.8136032050021926
-    - 1.84311530338725
-  - !!python/tuple
-    - 1.9165776781031663
-    - 3.6306681568971886
-  - !!python/tuple
-    - 2.4670227812032044
-    - 3.7840300914062803
-  - !!python/tuple
-    - 2.184580223481484
-    - 5.335445209957497
-  - !!python/tuple
-    - 2.184580223481484
-    - 5.335445209957497
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.830445762421378
-    - 1.8058959677487039
-  - !!python/tuple
-    - 1.801443558738546
-    - 3.5208754034317895
-  - !!python/tuple
-    - 2.453056849547389
-    - 3.65960959879201
-  - !!python/tuple
-    - 2.453056849547389
-    - 3.65960959879201
-- - !!python/tuple
-    - 1.0
-    - 1.0
-  - !!python/tuple
-    - 2.702386709915425
-    - 2.04970447741416
-  - !!python/tuple
-    - 1.6796825368233415
-    - 3.768447091751757
-  - !!python/tuple
-    - 1.6796825368233415
-    - 3.768447091751757
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.64433315459862
-    - -5.661188090912796
-    - -4.943885720610079
-    - -4.943885720610079
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.891456894957851
-    - -5.288299586606307
-    - -4.904422103074254
-    - -4.904422103074254
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.213709448468816
-    - -5.319836437443148
-    - -4.96711185378729
-    - -4.96711185378729
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.428837743153482
-    - -5.0703017728322575
-    - -5.0703017728322575
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.308322406631954
-    - -4.952435739635593
-    - -4.713537605180783
-    - -4.713537605180783
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.042843047057676
-    - -5.054085528226357
-    - -4.512438926083051
-    - -4.512438926083051
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.963505403680768
-    - -5.176883308136016
-    - -5.176883308136016
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 640.0
-    - 735.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -7.329276379718164
-    - -4.952466649175628
-    - -5.320373350152129
-    - -4.795445127025609
-    - -4.795445127025609
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.798056975702029
-    - -5.000556998946068
-    - -5.044211783584297
-    - -5.044211783584297
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 1000.0
-  - !!python/tuple
-    - -9.3297480290724
-    - -6.6563065744646375
-    - -4.985816370439636
-    - -4.985816370439636
-problem_name: PARAMESTI-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.64
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.426002249509174
-    - 0.21585853565475338
-    - 0.06253773934532754
-    - 0.06253773934532754
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.64
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.47882405831325064
-    - 0.13615496184560227
-    - 0.054102533334102754
-    - 0.054102533334102754
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.64
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5477043801448874
-    - 0.1428958500450313
-    - 0.0675022415989809
-    - 0.0675022415989809
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.37994088201382853
-    - 0.08955871487175535
-    - 0.08955871487175535
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.64
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.3541811632007132
-    - 0.06436527509555703
-    - 0.013301659906344828
-    - 0.013301659906344828
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.64
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.29743590694780697
-    - 0.08609255103477279
-    - -0.02968245793928011
-    - -0.02968245793928011
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.49422416737136304
-    - 0.11234013389558652
-    - 0.11234013389558652
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.64
-    - 0.735
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.5724063951664033
-    - 0.06437188189833357
-    - 0.143010613201404
-    - 0.03080909748483842
-    - 0.03080909748483842
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.64
-    - 1.0
-  - !!python/tuple
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-    - 0.07465102083173891
-    - 0.08398207370505525
-    - 0.08398207370505525
-- !!python/tuple
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-  - !!python/tuple
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-solver_name: STRONG
diff --git a/test/expected_results/RMITD1_RNDSRCH.pickle.zst b/test/expected_results/RMITD1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/RMITD1_RNDSRCH.yaml b/test/expected_results/RMITD1_RNDSRCH.yaml
deleted file mode 100644
index 7687bf7e..00000000
--- a/test/expected_results/RMITD1_RNDSRCH.yaml
+++ /dev/null
@@ -1,849 +0,0 @@
-all_est_objectives:
-- - 4623.9086779196805
-  - 5045.137040795801
-  - 5047.792790840968
-  - 6145.89906859654
-  - 5464.526949614165
-  - 6346.421126172966
-  - 6346.421126172966
-- - 3599.750089189216
-  - 4367.434627751413
-  - 4454.881008809493
-  - 298.41705391716073
-  - 1125.0002479370141
-  - 1355.2718465915043
-  - 1355.2718465915043
-- - 3468.2265138786647
-  - 3837.8471556437894
-  - 727.4208805334198
-  - 727.4208805334198
-- - 3447.4408084158763
-  - 4154.022755953219
-  - 4297.10848016509
-  - 5094.783912775001
-  - 4309.790379022121
-  - 5004.851524333924
-  - 5840.098997823016
-  - 5840.098997823016
-- - 3593.529465588236
-  - 4787.570737603875
-  - 4785.372949123558
-  - 5640.791588256094
-  - 4091.374304792376
-  - 5038.8774760433
-  - 5459.531065200089
-  - 4573.338571632367
-  - 4573.338571632367
-- - 1687.229142574786
-  - -2001.0117340067914
-  - -1520.8871107874068
-  - 878.0404242693552
-  - 1194.160063822785
-  - 1332.0720730335056
-  - 1332.0720730335056
-- - 4318.787709810091
-  - 4448.099411047704
-  - 4445.741309257204
-  - 5032.434640094703
-  - 4891.1751749832065
-  - 5216.957115095141
-  - 5419.665048721934
-  - 5419.665048721934
-- - 3361.824928108058
-  - 4846.553105572239
-  - 4584.868876403944
-  - 5060.177347740511
-  - 4815.600694555556
-  - 5391.257569651006
-  - 5451.311393161031
-  - 5451.311393161031
-- - 2944.4879781391846
-  - 3882.5484080748956
-  - 2207.8632893811937
-  - 3105.2427220035065
-  - 4716.497997060296
-  - 5038.762212704685
-  - 4183.8635488933905
-  - 4665.243432846848
-  - 4474.210326119698
-  - 4509.539699936045
-  - 4509.539699936045
-- - 4635.436790453269
-  - 1090.7779633076855
-  - 2419.2857430021304
-  - 3352.3964873681634
-  - 6703.765593268022
-  - 4304.266327355488
-  - 5607.234038798578
-  - 6323.861695206392
-  - 6323.861695206392
-all_intermediate_budgets:
-- - 0
-  - 60
-  - 470
-  - 640
-  - 3820
-  - 6890
-  - 10000
-- - 0
-  - 40
-  - 80
-  - 100
-  - 560
-  - 3000
-  - 10000
-- - 0
-  - 40
-  - 1520
-  - 10000
-- - 0
-  - 80
-  - 90
-  - 120
-  - 2410
-  - 2530
-  - 3830
-  - 10000
-- - 0
-  - 170
-  - 370
-  - 620
-  - 1100
-  - 2410
-  - 3180
-  - 9900
-  - 10000
-- - 0
-  - 40
-  - 60
-  - 170
-  - 2210
-  - 2610
-  - 10000
-- - 0
-  - 40
-  - 510
-  - 1960
-  - 4970
-  - 5590
-  - 8240
-  - 10000
-- - 0
-  - 80
-  - 940
-  - 1420
-  - 1790
-  - 2090
-  - 4280
-  - 10000
-- - 0
-  - 50
-  - 170
-  - 290
-  - 340
-  - 510
-  - 780
-  - 1940
-  - 3680
-  - 7980
-  - 10000
-- - 0
-  - 80
-  - 130
-  - 190
-  - 240
-  - 980
-  - 2350
-  - 4640
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 100.0
-    - 50.0
-    - 30.0
-  - !!python/tuple
-    - 175.08312738903112
-    - 53.492317145318246
-    - 0.5331458316404216
-  - !!python/tuple
-    - 166.4121454613577
-    - 30.632435756629945
-    - 8.620546616863853
-  - !!python/tuple
-    - 140.52437241866008
-    - 11.884035093681723
-    - 2.659614047314907
-  - !!python/tuple
-    - 156.02410134231044
-    - 34.125807811079554
-    - 7.328905985786684
-  - !!python/tuple
-    - 137.76632194765725
-    - 29.45593607771087
-    - 0.5305126566315611
-  - !!python/tuple
-    - 137.76632194765725
-    - 29.45593607771087
-    - 0.5305126566315611
-- - !!python/tuple
-    - 100.0
-    - 50.0
-    - 30.0
-  - !!python/tuple
-    - 74.67673442623595
-    - 61.807044282524195
-    - 3.8593686657838253
-  - !!python/tuple
-    - 124.39646354747573
-    - 11.170866834824043
-    - 6.58037494139699
-  - !!python/tuple
-    - 196.8124005796805
-    - 142.57180552346063
-    - 5.375621960994175
-  - !!python/tuple
-    - 196.01101488114594
-    - 99.4937594269174
-    - 0.8546394709881885
-  - !!python/tuple
-    - 199.60318298951304
-    - 16.12808610187888
-    - 0.4920994635570534
-  - !!python/tuple
-    - 199.60318298951304
-    - 16.12808610187888
-    - 0.4920994635570534
-- - !!python/tuple
-    - 100.0
-    - 50.0
-    - 30.0
-  - !!python/tuple
-    - 128.0789472256836
-    - 103.57650517111483
-    - 2.1196934489757373
-  - !!python/tuple
-    - 180.03116362879098
-    - 153.774543848146
-    - 0.676706233237613
-  - !!python/tuple
-    - 180.03116362879098
-    - 153.774543848146
-    - 0.676706233237613
-- - !!python/tuple
-    - 100.0
-    - 50.0
-    - 30.0
-  - !!python/tuple
-    - 73.54768586762218
-    - 59.0969318738584
-    - 4.855643447948116
-  - !!python/tuple
-    - 103.95805487019834
-    - 16.78715792757665
-    - 9.87193543775067
-  - !!python/tuple
-    - 87.09110541151603
-    - 22.306904997638483
-    - 6.649804763300203
-  - !!python/tuple
-    - 108.62152208417575
-    - 13.049186327082746
-    - 2.4801144180502273
-  - !!python/tuple
-    - 41.68537465635639
-    - 18.023337272194713
-    - 1.8893856073245885
-  - !!python/tuple
-    - 64.31580995621357
-    - 9.641142656411434
-    - 0.5292650102840555
-  - !!python/tuple
-    - 64.31580995621357
-    - 9.641142656411434
-    - 0.5292650102840555
-- - !!python/tuple
-    - 100.0
-    - 50.0
-    - 30.0
-  - !!python/tuple
-    - 114.29500025076793
-    - 11.828055945279923
-    - 8.327346791533783
-  - !!python/tuple
-    - 87.86185678915732
-    - 18.224624216258952
-    - 14.876355951251938
-  - !!python/tuple
-    - 74.29960240943294
-    - 28.197069760642602
-    - 4.3169785518971135
-  - !!python/tuple
-    - 52.95440093952124
-    - 13.73577054055414
-    - 11.679573270806866
-  - !!python/tuple
-    - 44.77589947948863
-    - 15.334883935203743
-    - 2.184397087980666
-  - !!python/tuple
-    - 58.52546793718294
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-- - !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SAN1_ADAM.yaml b/test/expected_results/SAN1_ADAM.yaml
deleted file mode 100644
index d8ec0bf2..00000000
--- a/test/expected_results/SAN1_ADAM.yaml
+++ /dev/null
@@ -1,8569 +0,0 @@
-all_est_objectives:
-- - 55.228104638490976
-  - 51.98624404104605
-  - 48.76052038582583
-  - 45.555158805271816
-  - 42.375816991898056
-  - 39.23022840446282
-  - 36.12921511353964
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-  - 18.94705406490078
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-  - 18.859106385366427
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-  - 19.040740974070403
-  - 19.028123125591097
-  - 19.014591736247496
-  - 19.014591736247496
-- - 54.98944203450111
-  - 51.762497809054956
-  - 48.55142327888958
-  - 45.3601642780199
-  - 42.19397670724609
-  - 39.060006675366814
-  - 35.96820357344928
-  - 32.932808015769744
-  - 29.9748749973568
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-  - 24.440431373188353
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-  - 19.975725608125373
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-  - 18.211235054774942
-  - 18.212525643176164
-  - 18.226147400683193
-  - 18.226147400683193
-- - 54.30952001078969
-  - 51.1250709174858
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-  - 44.80787549798857
-  - 41.684423042724994
-  - 38.593395460034664
-  - 35.544858077561386
-  - 32.5532256066455
-  - 29.639818033151126
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-  - 24.198528203607825
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-  - 18.4738094759264
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-  - 18.4738277863572
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-  - 18.473801231656527
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-  - 18.473828182603196
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-  - 18.473813859236312
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-  - 18.473817919055293
-  - 18.473815170464697
-  - 18.473816894738324
-  - 18.473818786980434
-  - 18.473820178039436
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-  - 18.473817367280546
-  - 18.473816611636444
-  - 18.47381716169617
-  - 18.47381874119251
-  - 18.47381744989061
-  - 18.473817978866492
-  - 18.473817629590823
-  - 18.473817828735033
-  - 18.47381807237111
-  - 18.473817988980347
-  - 18.47381768513895
-  - 18.473817725893074
-  - 18.473817999050777
-  - 18.47381794316518
-  - 18.47381786283254
-  - 18.473817904216528
-  - 18.47381784981672
-  - 18.473817840484756
-  - 18.473817904879237
-  - 18.47381790713169
-  - 18.473817902945797
-  - 18.473817902945797
-- - 54.76055167633331
-  - 51.629465152488194
-  - 48.522082053026445
-  - 45.39089895846003
-  - 42.29388720473791
-  - 39.23384753833002
-  - 36.21689042153264
-  - 33.251646714451084
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-  - 27.567073540398955
-  - 24.94191951688811
-  - 22.600664522568515
-  - 20.62716048641754
-  - 19.34143454320231
-  - 19.27992612847415
-  - 18.771913709093965
-  - 18.580449623574115
-  - 18.756186890366138
-  - 18.74599518802007
-  - 18.797862086953398
-  - 18.59479985506836
-  - 18.348364690667214
-  - 18.15095917803523
-  - 18.02046477248837
-  - 18.130283350511096
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-- !!python/tuple
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HcmV?d00001

diff --git a/test/expected_results/SAN1_ALOE.yaml b/test/expected_results/SAN1_ALOE.yaml
deleted file mode 100644
index 531e56f1..00000000
--- a/test/expected_results/SAN1_ALOE.yaml
+++ /dev/null
@@ -1,5529 +0,0 @@
-all_est_objectives:
-- - 55.228104638490976
-  - 51.74290515462544
-  - 47.45237639405341
-  - 42.26035813158599
-  - 36.71048421501159
-  - 31.928856459488024
-  - 31.895328754327192
-  - 31.85448741119961
-  - 31.804862825802648
-  - 31.744686471908995
-  - 31.67180447176584
-  - 31.583560045534185
-  - 31.47687982669238
-  - 31.347599200136006
-  - 31.19057513597263
-  - 30.99934714094278
-  - 30.769393966336743
-  - 30.479904963305362
-  - 30.126580035784215
-  - 29.697307521366366
-  - 29.19210118126377
-  - 28.59470738947023
-  - 27.892271269147923
-  - 27.089462829214444
-  - 26.202846706214682
-  - 25.171734846632457
-  - 24.2074999361262
-  - 23.093613840398596
-  - 22.960732949256464
-  - 22.20534682464633
-  - 21.668339268024738
-  - 21.21131880260852
-  - 20.967845728621256
-  - 20.464209913113102
-  - 20.41562045638525
-  - 19.51478425033428
-  - 19.23258448865307
-  - 19.071667697898942
-  - 19.02664054134396
-  - 19.022833247447554
-  - 19.0085360762555
-  - 18.996775248074346
-  - 18.999387105768363
-  - 18.999387105768363
-- - 54.98944203450111
-  - 51.07194777637888
-  - 46.32026729423287
-  - 40.57503487958934
-  - 34.018858556086386
-  - 27.956556811156087
-  - 27.20644058549137
-  - 22.724773752274288
-  - 21.099990208633006
-  - 19.960863929966305
-  - 19.169466696794444
-  - 18.68331070953991
-  - 18.309811773728345
-  - 18.22034780784874
-  - 18.22034780784874
-- - 54.30952001078969
-  - 50.45118815726307
-  - 45.83720775172711
-  - 40.2946675344002
-  - 33.87392833582399
-  - 31.450682202007183
-  - 29.431711837680318
-  - 29.168771780341668
-  - 28.856034553544937
-  - 28.49300103179187
-  - 28.073499179733293
-  - 27.58544275760009
-  - 27.003129999223937
-  - 26.305662563174188
-  - 25.484332703979113
-  - 24.602161556896604
-  - 23.533804646833797
-  - 22.54156545286501
-  - 21.3597980401242
-  - 20.724983853687448
-  - 19.36000942319682
-  - 19.10799799615526
-  - 19.053936391922697
-  - 18.845095091508945
-  - 18.538408437709347
-  - 18.49880528916911
-  - 18.47074736303831
-  - 18.460868332983875
-  - 18.472844801512586
-  - 18.469357971341026
-  - 18.468217732949466
-  - 18.472510452092948
-  - 18.47202921037179
-  - 18.47290567885053
-  - 18.47271501737672
-  - 18.47271501737672
-- - 54.76055167633331
-  - 50.02971632099352
-  - 44.237519067910135
-  - 37.68800424914575
-  - 30.576187079894723
-  - 26.16038880800539
-  - 25.748250158907798
-  - 24.32300283263698
-  - 22.947322992817394
-  - 22.023707199010342
-  - 21.48478516753085
-  - 21.044308997300856
-  - 20.702899034366236
-  - 20.385087407299977
-  - 20.09607396973056
-  - 19.75463819204078
-  - 19.828631556804556
-  - 19.19992801806071
-  - 18.671104731956703
-  - 18.229514696507955
-  - 18.126015996881993
-  - 18.091284908697702
-  - 18.113909933579812
-  - 18.060598788092854
-  - 18.035939605853375
-  - 18.072475927998244
-  - 18.072475927998244
-- - 52.39186295815599
-  - 48.85818502828146
-  - 44.6583839988286
-  - 39.617306530359315
-  - 34.29611961968402
-  - 29.901835989945084
-  - 28.20409619507546
-  - 26.556130467950542
-  - 25.179084881288368
-  - 23.635846968218324
-  - 21.892457029893833
-  - 20.924380268489895
-  - 20.39336646545886
-  - 19.909707016745973
-  - 19.634054914303345
-  - 19.27397548118142
-  - 19.252527948791766
-  - 18.573572430957615
-  - 18.368984490535922
-  - 18.3142722824306
-  - 18.233355008665907
-  - 18.306749415174203
-  - 18.254909542637296
-  - 18.254909542637296
-- - 54.25979384648611
-  - 50.66221142659251
-  - 46.34171422752597
-  - 41.11506718041683
-  - 35.046837162589576
-  - 28.45352925973932
-  - 23.57220309356454
-  - 23.67161439293576
-  - 20.393253117400562
-  - 20.251742202354087
-  - 19.10595751539815
-  - 18.669916284097777
-  - 18.20936265460579
-  - 18.197924433156142
-  - 18.103479815807887
-  - 18.103479815807887
-- - 51.823992493809435
-  - 48.5269640348791
-  - 44.506819416988584
-  - 39.64375430622489
-  - 33.98942496735826
-  - 27.79111494814064
-  - 23.36875260065585
-  - 23.331378985385403
-  - 20.108958264034865
-  - 19.584985628922237
-  - 18.495914357260304
-  - 18.31345481142039
-  - 18.202233173086164
-  - 17.944901098611467
-  - 17.944901098611467
-- - 53.19657777800099
-  - 49.23587911344768
-  - 44.42751769604405
-  - 38.73851833617827
-  - 32.38126034666831
-  - 29.661689980402265
-  - 28.15663181465477
-  - 26.398641342021683
-  - 25.163547932073108
-  - 24.12667265144751
-  - 23.507823330571995
-  - 21.924881052406718
-  - 21.78844701370752
-  - 20.065959208852107
-  - 19.949179977911225
-  - 19.057100622696822
-  - 18.948935190874604
-  - 18.85707890627266
-  - 18.77899400855519
-  - 18.7150748710416
-  - 18.66670229372697
-  - 18.61227285385895
-  - 18.56945865319588
-  - 18.499814403770095
-  - 18.45651109669519
-  - 18.37165618766656
-  - 18.31038891962592
-  - 18.338349781633195
-  - 18.338349781633195
-- - 58.70283939001095
-  - 54.67952318262257
-  - 49.72844295384127
-  - 43.78463532629037
-  - 36.992241727025565
-  - 33.82313706453492
-  - 31.96241392767808
-  - 31.553590258787807
-  - 31.063930561711004
-  - 30.4876347760367
-  - 29.8181320737578
-  - 29.04751079191512
-  - 28.15502325559472
-  - 27.13681173292967
-  - 26.084109807412723
-  - 24.951839396900773
-  - 23.82972343192668
-  - 22.583917294045953
-  - 21.644817512735987
-  - 20.364296459879185
-  - 19.50652439806046
-  - 19.314758826341542
-  - 19.307827115441928
-  - 19.30303943134948
-  - 19.308343929293923
-  - 19.1712884967085
-  - 19.200824769023193
-  - 19.17483797722845
-  - 19.167695287907573
-  - 19.16545567169502
-  - 19.165749934506902
-  - 19.164668578376688
-  - 19.162788975219147
-  - 19.162788975219147
-- - 52.87627843731777
-  - 48.779758060549945
-  - 43.92901678611646
-  - 38.17248417897188
-  - 32.19686016203408
-  - 27.946427780526943
-  - 26.52709209746216
-  - 22.507635651115937
-  - 22.432227419591207
-  - 22.345696574506395
-  - 22.242486975727648
-  - 22.12403955050055
-  - 21.981791212354757
-  - 21.817668133602595
-  - 21.623327507936846
-  - 21.405303484541584
-  - 21.165034439711125
-  - 20.909954534161393
-  - 20.635504006728766
-  - 20.3885480480245
-  - 20.060625695248337
-  - 19.84468233120996
-  - 18.981232272106634
-  - 18.72605454746706
-  - 18.60249547854496
-  - 18.494853063272597
-  - 18.400499248011883
-  - 18.28547418576808
-  - 17.908723811329875
-  - 17.87022534357056
-  - 17.84234425047018
-  - 17.84797776195343
-  - 17.84797776195343
-all_intermediate_budgets:
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1680
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2160
-  - 2190
-  - 2730
-  - 2790
-  - 3510
-  - 5460
-  - 6210
-  - 7320
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 270
-  - 300
-  - 360
-  - 570
-  - 600
-  - 1230
-  - 1500
-  - 1980
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 210
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1980
-  - 2010
-  - 2040
-  - 2520
-  - 2550
-  - 6300
-  - 7020
-  - 7050
-  - 7080
-  - 7110
-  - 7140
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1230
-  - 1500
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 3030
-  - 5790
-  - 5820
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1230
-  - 1470
-  - 1500
-  - 2040
-  - 4620
-  - 4650
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 330
-  - 360
-  - 390
-  - 600
-  - 630
-  - 1200
-  - 2910
-  - 8460
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 270
-  - 300
-  - 510
-  - 540
-  - 570
-  - 780
-  - 2730
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 210
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 690
-  - 720
-  - 900
-  - 930
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 2430
-  - 2460
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 210
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 2220
-  - 2250
-  - 2760
-  - 3420
-  - 4020
-  - 4740
-  - 5460
-  - 6570
-  - 10000
-- - 0
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 2460
-  - 4980
-  - 7020
-  - 7860
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-  - !!python/tuple
-    - 6.787638378894374
-    - 7.945284669011223
-    - 7.476197318233128
-    - 7.387075836742294
-    - 7.487620964326631
-    - 7.840392963390204
-    - 7.55377119116471
-    - 7.5294364198434724
-    - 7.803535962438403
-    - 7.848590405544335
-    - 7.395022986452681
-    - 7.296671869198091
-    - 7.339087524985206
-  - !!python/tuple
-    - 5.279786528472579
-    - 7.877160436063412
-    - 6.824276665516119
-    - 6.624296207663977
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-    - 7.66008924793665
-    - 6.634556073413248
-    - 6.4506626888267276
-    - 6.5889064822670145
-  - !!python/tuple
-    - 3.417108940688446
-    - 7.7924351136788275
-    - 5.972457283373769
-    - 5.652520494948549
-    - 6.274397425865499
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-    - 7.000326537205483
-    - 7.361053243141983
-    - 5.819237611008223
-    - 5.390853662369932
-    - 5.650012538889894
-  - !!python/tuple
-    - 1.1882352628308501
-    - 7.5104428515965305
-    - 5.178093235030762
-    - 4.486014193186193
-    - 5.292751458738357
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-    - 5.39394172212449
-    - 5.309162957498752
-    - 6.4511455347122135
-    - 6.990017600610788
-    - 4.736410573958486
-    - 4.099487072367526
-    - 4.501126724152163
-  - !!python/tuple
-    - 0.7780301761265375
-    - 6.950021020295996
-    - 4.196715926692892
-    - 3.0921222889052937
-    - 4.374031555656052
-    - 6.4491894612770935
-    - 4.313730419180508
-    - 4.334625414881903
-    - 5.770381411274641
-    - 6.529272090861314
-    - 3.299804267465519
-    - 2.810065120935144
-    - 3.1311585261444455
-  - !!python/tuple
-    - 0.7871460943017783
-    - 6.944658137514027
-    - 4.191268792496227
-    - 3.0854099089360076
-    - 4.369821015071733
-    - 6.444380596743158
-    - 4.3080134909549335
-    - 4.329874590870182
-    - 5.7664678989367175
-    - 6.52694577625721
-    - 3.2918848631006576
-    - 2.804047207827986
-    - 3.125393210683686
-  - !!python/tuple
-    - 0.7978556933867182
-    - 6.937955110262251
-    - 4.184462535079083
-    - 3.07702764074424
-    - 4.364559654728783
-    - 6.438370162716175
-    - 4.300869901764352
-    - 4.323938165983171
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SAN1_ASTRODF.pickle.zst b/test/expected_results/SAN1_ASTRODF.pickle.zst
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diff --git a/test/expected_results/SAN1_ASTRODF.yaml b/test/expected_results/SAN1_ASTRODF.yaml
deleted file mode 100644
index db55ce56..00000000
--- a/test/expected_results/SAN1_ASTRODF.yaml
+++ /dev/null
@@ -1,18689 +0,0 @@
-all_est_objectives:
-- - 55.228104638490976
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-  - 18.506782475208315
-- - 54.98944203450111
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-- - 83
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-- - 6
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-- - 114
-  - 228
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-  - 10000
-- - 59
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-- - 102
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-- - 95
-  - 190
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-- - 75
-  - 150
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-- - 78
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-- - 73
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-  - 10000
-- - 61
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-all_recommended_xs:
-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SAN1_NELDMD.pickle.zst b/test/expected_results/SAN1_NELDMD.pickle.zst
new file mode 100644
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HcmV?d00001

diff --git a/test/expected_results/SAN1_NELDMD.yaml b/test/expected_results/SAN1_NELDMD.yaml
deleted file mode 100644
index 72742f38..00000000
--- a/test/expected_results/SAN1_NELDMD.yaml
+++ /dev/null
@@ -1,8289 +0,0 @@
-all_est_objectives:
-- - 55.228104638490976
-  - 20.744722782499416
-  - 19.547597011332368
-  - 19.93811454120234
-  - 20.00448671355426
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-  - 19.066035150081476
-  - 18.99759041250923
-  - 19.06754665338677
-  - 19.06754665338677
-- - 54.98944203450111
-  - 19.954190130242964
-  - 20.010501683703744
-  - 19.93008833029369
-  - 19.722284403676706
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-  - 18.665063258307885
-  - 18.67189685275425
-  - 18.67261925746819
-  - 18.67261925746819
-- - 54.30952001078969
-  - 19.6905946953616
-  - 19.31421186988177
-  - 19.063653242509297
-  - 18.57283193373903
-  - 18.995324914535814
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-  - 18.503051097608722
-  - 18.52289606891748
-  - 18.45546717193734
-  - 18.511861421273988
-  - 18.40722352059405
-  - 18.611361888744803
-  - 18.559722017227088
-  - 18.475674291761674
-  - 18.4728200038703
-  - 18.408498376345815
-  - 18.509695705202894
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-  - 18.497405579071163
-  - 18.48847256219499
-  - 18.47748097796715
-  - 18.443198966345747
-  - 18.443198966345747
-- - 54.76055167633331
-  - 20.72233663871072
-  - 20.97463099192827
-  - 20.536557434403406
-  - 20.43723747328299
-  - 20.22195296051585
-  - 20.25676529994495
-  - 20.17981383076642
-  - 20.023374768826272
-  - 20.003014122637033
-  - 20.11947245922721
-  - 20.0423715564297
-  - 20.084338403974144
-  - 20.02383067497871
-  - 20.04660478111248
-  - 19.981850652449488
-  - 19.928797910880405
-  - 20.023475770620628
-  - 20.07743004156233
-  - 19.992768909350424
-  - 20.053287924655773
-  - 20.002141894655495
-  - 19.974734865847044
-  - 19.990674246877052
-  - 20.006468659392354
-  - 19.969544286437838
-  - 19.968233959147554
-  - 19.9637656991747
-  - 19.989942230689085
-  - 19.97528999240608
-  - 19.934631195957774
-  - 19.95206800884969
-  - 19.95420825406803
-  - 19.941352756037585
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-  - 19.958085838714453
-  - 19.942952469003604
-  - 19.95534770380799
-  - 19.938352213014642
-  - 19.938352213014642
-- - 52.39186295815599
-  - 20.35973956979957
-  - 19.6129541322394
-  - 19.326457311710335
-  - 19.512081679794733
-  - 19.347701411549235
-  - 19.30936509711014
-  - 19.53238017074172
-  - 19.167917645431586
-  - 19.440148485273724
-  - 19.25098804546876
-  - 19.34875438204402
-  - 19.457722939597463
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-  - 19.08175058817981
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-  - 18.600211484436095
-  - 18.461766256534183
-  - 18.637043145617476
-  - 18.54508972208903
-  - 18.579819089122783
-  - 18.56828541751121
-  - 18.48773124449944
-  - 18.536255463506443
-  - 18.429279116107487
-  - 18.5247549486378
-  - 18.431619529179127
-  - 18.44321773839496
-  - 18.492193128250356
-  - 18.314254552491576
-  - 18.38040415674184
-  - 18.317754990043525
-  - 18.403260834601166
-  - 18.349773024745854
-  - 18.349773024745854
-- - 54.25979384648611
-  - 19.177097587951472
-  - 18.809631685553267
-  - 19.071441132193616
-  - 19.05475170054475
-  - 18.906350775276376
-  - 18.857369720795592
-  - 18.697748502230287
-  - 18.866024890970053
-  - 18.630676235575965
-  - 18.454517881189055
-  - 18.56041152214037
-  - 18.46633796561533
-  - 18.433587766705166
-  - 18.430979902372822
-  - 18.395923389582375
-  - 18.355746496511745
-  - 18.413033992113547
-  - 18.333348778810407
-  - 18.28153223190744
-  - 18.231751468641857
-  - 18.335190724143008
-  - 18.20255975370942
-  - 18.19003699290915
-  - 18.220872585885182
-  - 18.213198645643317
-  - 18.195097123743693
-  - 18.223893799769094
-  - 18.200536229619562
-  - 18.204650270771413
-  - 18.222786438434383
-  - 18.23248282894685
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-  - 18.213536751806434
-  - 18.2157304773511
-  - 18.203378395764297
-  - 18.203378395764297
-- - 51.823992493809435
-  - 21.95845059024165
-  - 18.476533911024045
-  - 18.450083337268563
-  - 18.174806580774224
-  - 18.213119072736056
-  - 18.14009628696251
-  - 18.172640508511556
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-  - 17.91448012633016
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-  - 17.863545279401468
-  - 17.853394714496623
-  - 17.840723615250216
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-  - 17.84915702265066
-  - 17.830676540242504
-  - 17.8184563180353
-  - 17.834104826454382
-  - 17.819124392409304
-  - 17.815445341436842
-  - 17.819697750234056
-  - 17.819697750234056
-- - 53.19657777800099
-  - 19.572075824310236
-  - 19.277705922092636
-  - 19.37276972429338
-  - 19.126276616890618
-  - 19.558117264462165
-  - 19.114492420837866
-  - 19.195798965386516
-  - 19.056470304084073
-  - 18.96627810599244
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-  - 18.761885132338687
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-  - 18.517217927469755
-  - 18.598480427855296
-  - 18.366257495682405
-  - 18.481564010958042
-  - 18.42779006952942
-  - 18.58528082820029
-  - 18.473385908831254
-  - 18.60914499013543
-  - 18.49932143790611
-  - 18.41852160824719
-  - 18.564928516295826
-  - 18.37971284576154
-  - 18.50061347601546
-  - 18.518219992074027
-  - 18.458578743081894
-  - 18.449476242955722
-  - 18.44389676753598
-  - 18.41405053917271
-  - 18.444188365103575
-  - 18.447564039832734
-  - 18.416251107878267
-  - 18.346542898288156
-  - 18.435540401044047
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-  - 18.431105816668722
-  - 18.349337618053113
-  - 18.398426487563
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-  - 18.328025189061176
-  - 18.30910697301487
-  - 18.380967207262223
-  - 18.380967207262223
-- - 58.70283939001095
-  - 19.818405447476508
-  - 19.505804330152465
-  - 19.543851356827652
-  - 19.496691992210838
-  - 19.475530899564276
-  - 19.558092827231814
-  - 19.50520301362568
-  - 19.536679430577827
-  - 19.589353470545326
-  - 19.490140705106402
-  - 19.499280185377863
-  - 19.566510886864698
-  - 19.584898564860016
-  - 19.62365468387991
-  - 19.517425552043576
-  - 19.4972587430571
-  - 19.5989989473159
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-  - 19.568775233894755
-  - 19.51281288439873
-  - 19.558416253984277
-  - 19.558416253984277
-- - 52.87627843731777
-  - 19.030522301933868
-  - 19.136114055931642
-  - 18.820136965507885
-  - 18.5164839382335
-  - 18.369782376851152
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-  - 17.97570165927904
-  - 17.93343176416817
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-  - 17.9099667845752
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-  - 17.838663805679058
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-  - 17.81933128118725
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-  - 17.82918753701378
-all_intermediate_budgets:
-- - 0
-  - 1650
-  - 1710
-  - 2310
-  - 2490
-  - 2640
-  - 2700
-  - 2850
-  - 3030
-  - 3930
-  - 4260
-  - 4320
-  - 4410
-  - 4800
-  - 4860
-  - 5010
-  - 5160
-  - 5250
-  - 5310
-  - 5430
-  - 5670
-  - 5790
-  - 5880
-  - 5940
-  - 6000
-  - 6480
-  - 6870
-  - 7050
-  - 7110
-  - 7260
-  - 7620
-  - 7800
-  - 7980
-  - 8040
-  - 8130
-  - 8310
-  - 8430
-  - 8580
-  - 8760
-  - 8850
-  - 9180
-  - 10000
-- - 0
-  - 2100
-  - 2700
-  - 2910
-  - 3180
-  - 3510
-  - 3570
-  - 3720
-  - 3810
-  - 3870
-  - 3930
-  - 4080
-  - 4140
-  - 4200
-  - 4260
-  - 4350
-  - 4770
-  - 4890
-  - 5310
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-  - 5700
-  - 5760
-  - 5910
-  - 6270
-  - 6990
-  - 7050
-  - 7200
-  - 7830
-  - 8190
-  - 8280
-  - 8610
-  - 8700
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SAN1_RNDSRCH.pickle.zst b/test/expected_results/SAN1_RNDSRCH.pickle.zst
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/test/expected_results/SAN1_RNDSRCH.yaml b/test/expected_results/SAN1_RNDSRCH.yaml
deleted file mode 100644
index 96e82400..00000000
--- a/test/expected_results/SAN1_RNDSRCH.yaml
+++ /dev/null
@@ -1,1929 +0,0 @@
-all_est_objectives:
-- - 55.228104638490976
-  - 34.16907654394531
-  - 32.49814674727327
-  - 26.18691592398001
-  - 26.242091822837384
-  - 22.34589146956033
-  - 22.921536173995154
-  - 22.921536173995154
-- - 54.98944203450111
-  - 30.207293927655346
-  - 30.87266366632
-  - 29.461320799673267
-  - 29.23362968301862
-  - 23.24139101387246
-  - 23.203373582044797
-  - 20.12882499342447
-  - 20.12882499342447
-- - 54.30952001078969
-  - 38.7426958119958
-  - 40.78395669735498
-  - 26.214948531520086
-  - 20.987249395699855
-  - 20.987249395699855
-- - 54.76055167633331
-  - 40.67170010978
-  - 35.365836346824196
-  - 36.70601338779254
-  - 23.19887889257823
-  - 22.240731074538086
-  - 22.240731074538086
-- - 52.39186295815599
-  - 32.2897065683888
-  - 30.490443287534802
-  - 31.76913788046797
-  - 26.893386422180843
-  - 27.276564914133054
-  - 25.008259340809563
-  - 22.8049995425414
-  - 21.78643710212243
-  - 21.78643710212243
-- - 54.25979384648611
-  - 35.55377282243274
-  - 36.94819975487169
-  - 36.09588531260568
-  - 26.255845378470458
-  - 25.143196532202595
-  - 25.822882282719156
-  - 23.540482530320126
-  - 24.643657489293094
-  - 25.082237799779314
-  - 22.09945094965493
-  - 22.804990390508216
-  - 21.406929129892525
-  - 21.406929129892525
-- - 51.823992493809435
-  - 34.99668432011887
-  - 32.77703849675279
-  - 31.960330359263864
-  - 27.160993722224706
-  - 24.769125081044436
-  - 24.1909670507419
-  - 22.113256791639675
-  - 20.516039430734164
-  - 20.516039430734164
-- - 53.19657777800099
-  - 56.843736599256744
-  - 34.99788972713602
-  - 28.572253273194043
-  - 28.234083713690897
-  - 26.91176481048815
-  - 30.69666152260831
-  - 24.793905875709374
-  - 23.140635787267
-  - 22.494021012517784
-  - 22.766015616083042
-  - 22.766015616083042
-- - 58.70283939001095
-  - 48.872226153540005
-  - 34.249755100197234
-  - 27.40299933447763
-  - 26.8455257416619
-  - 28.4597033452617
-  - 26.805308496563967
-  - 24.813618944153653
-  - 20.88555564875412
-  - 20.88555564875412
-- - 52.87627843731777
-  - 31.934628573309343
-  - 24.836088925815506
-  - 22.593260256395133
-  - 22.486501737428906
-  - 21.628126798361173
-  - 21.628126798361173
-all_intermediate_budgets:
-- - 0
-  - 20
-  - 40
-  - 150
-  - 280
-  - 500
-  - 2070
-  - 10000
-- - 0
-  - 20
-  - 140
-  - 150
-  - 220
-  - 270
-  - 560
-  - 660
-  - 10000
-- - 0
-  - 20
-  - 40
-  - 50
-  - 300
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 40
-  - 60
-  - 1460
-  - 10000
-- - 0
-  - 20
-  - 40
-  - 80
-  - 100
-  - 450
-  - 620
-  - 730
-  - 5290
-  - 10000
-- - 0
-  - 20
-  - 50
-  - 60
-  - 80
-  - 100
-  - 440
-  - 900
-  - 3740
-  - 4740
-  - 5310
-  - 5660
-  - 7430
-  - 10000
-- - 0
-  - 30
-  - 50
-  - 170
-  - 230
-  - 490
-  - 640
-  - 4530
-  - 6880
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 40
-  - 50
-  - 100
-  - 240
-  - 250
-  - 700
-  - 2620
-  - 9670
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 50
-  - 640
-  - 980
-  - 1010
-  - 4050
-  - 7180
-  - 10000
-- - 0
-  - 20
-  - 30
-  - 620
-  - 3630
-  - 3930
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
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-  - !!python/tuple
-    - 0.1960868262262367
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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diff --git a/test/expected_results/SAN1_SPSA.yaml b/test/expected_results/SAN1_SPSA.yaml
deleted file mode 100644
index 689ef72d..00000000
--- a/test/expected_results/SAN1_SPSA.yaml
+++ /dev/null
@@ -1,2649 +0,0 @@
-all_est_objectives:
-- - 55.228104638490976
-  - 58.189074177234076
-  - 57.76145791223912
-  - 57.387552765407044
-  - 56.968440669533564
-  - 56.897008919313976
-  - 56.74840576225979
-  - 56.74840576225979
-- - 54.98944203450111
-  - 55.626852557158465
-  - 55.73934316335871
-  - 55.51973694292045
-  - 55.494495744302114
-  - 55.29350084522771
-  - 55.028995667820716
-  - 54.92667022428957
-  - 54.6026654727246
-  - 54.43298304568287
-  - 54.43298304568287
-- - 54.30952001078969
-  - 54.46963990630709
-  - 54.46472885899671
-  - 54.1234869779048
-  - 54.122334226838824
-  - 54.065462687923265
-  - 53.76179853083766
-  - 53.74630463663188
-  - 53.72160059992968
-  - 53.670591618529095
-  - 53.47142752159536
-  - 53.185668764453546
-  - 52.90833562433423
-  - 52.890373648353986
-  - 52.49569809834733
-  - 52.098089394156226
-  - 52.098089394156226
-- - 54.76055167633331
-  - 54.8900072304305
-  - 54.86423188654596
-  - 54.84804564781153
-  - 54.807509343323474
-  - 54.79930245632565
-  - 54.58766709699039
-  - 54.57283474989361
-  - 54.15790328281131
-  - 53.95755344990743
-  - 53.93851462102076
-  - 53.926213446215186
-  - 53.926213446215186
-- - 52.39186295815599
-  - 52.380873971246245
-  - 52.80051190749908
-  - 52.58111182535948
-  - 52.58278835941346
-  - 52.56366216702324
-  - 51.70165023860293
-  - 51.552388382962725
-  - 51.552388382962725
-- - 54.25979384648611
-  - 54.33436200515558
-  - 54.51856576815503
-  - 54.47792780175242
-  - 54.40524036505075
-  - 54.391420691742894
-  - 54.23675734636208
-  - 54.201971704711816
-  - 54.13952873335478
-  - 54.006252642951495
-  - 53.611296735640934
-  - 53.570547000226995
-  - 52.832689041039956
-  - 52.708540277914764
-  - 52.60834608358511
-  - 52.60834608358511
-- - 51.823992493809435
-  - 52.65471324923551
-  - 52.637536488503
-  - 52.494395387324836
-  - 52.46884339331246
-  - 52.3144765244993
-  - 52.30634105507631
-  - 52.28124493884811
-  - 52.20813754116244
-  - 51.97139066768678
-  - 51.65752513213521
-  - 51.49358898789244
-  - 51.478395808704754
-  - 51.478395808704754
-- - 53.19657777800099
-  - 53.30446027864117
-  - 53.841692963490566
-  - 53.670843713319115
-  - 53.36416995952375
-  - 53.2669091710354
-  - 53.2669091710354
-- - 58.70283939001095
-  - 58.76879558337705
-  - 58.8204477111774
-  - 58.81231404139606
-  - 58.807848199419794
-  - 58.80613866112906
-  - 58.78986571297226
-  - 58.7970735715451
-  - 58.74070454800986
-  - 58.69284310252012
-  - 58.66608101833162
-  - 58.66375000470187
-  - 58.66263295787892
-  - 58.61433597907072
-  - 58.55135822424845
-  - 58.4876489071951
-  - 58.4755667442318
-  - 58.447111086861575
-  - 58.44389406464056
-  - 58.44389406464056
-- - 52.87627843731777
-  - 52.888454339296935
-  - 52.91574485553311
-  - 52.91907823773831
-  - 52.977597011608296
-  - 52.9789394828009
-  - 52.98762410084739
-  - 53.03336691998989
-  - 53.051146524873374
-  - 53.042806719392786
-  - 52.94098498444211
-  - 52.90720834075664
-  - 52.683302005902235
-  - 52.683302005902235
-all_intermediate_budgets:
-- - 0
-  - 210
-  - 1290
-  - 2730
-  - 5430
-  - 5970
-  - 7410
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 1230
-  - 1470
-  - 2310
-  - 3570
-  - 4050
-  - 6990
-  - 8430
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 1110
-  - 1350
-  - 1530
-  - 1590
-  - 2490
-  - 3330
-  - 5010
-  - 5190
-  - 7050
-  - 8730
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 1470
-  - 1590
-  - 2130
-  - 2190
-  - 4290
-  - 5610
-  - 5790
-  - 6330
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 510
-  - 570
-  - 810
-  - 3270
-  - 5190
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 450
-  - 570
-  - 750
-  - 990
-  - 1230
-  - 1710
-  - 2370
-  - 2550
-  - 5670
-  - 6390
-  - 7110
-  - 10000
-- - 0
-  - 210
-  - 330
-  - 750
-  - 990
-  - 1470
-  - 1530
-  - 1770
-  - 2070
-  - 3510
-  - 6570
-  - 9390
-  - 9930
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 690
-  - 2130
-  - 2790
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 510
-  - 750
-  - 990
-  - 1290
-  - 2130
-  - 2670
-  - 3030
-  - 3990
-  - 4050
-  - 4950
-  - 6570
-  - 8970
-  - 9090
-  - 9450
-  - 9510
-  - 10000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 510
-  - 690
-  - 870
-  - 2130
-  - 2970
-  - 3030
-  - 4350
-  - 4830
-  - 9090
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 8.0
-    - 8.0
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-    - 8.0
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-    - 8.0
-  - !!python/tuple
-    - 8.690833430754335
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-    - 8.690833430754335
-    - 7.309166569245665
-    - 8.690833430754335
-    - 8.690833430754335
-  - !!python/tuple
-    - 8.535584815340533
-    - 8.548120377340249
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-    - 8.747471695468326
-    - 7.1224129648287615
-    - 8.632297095536329
-    - 8.69918527504519
-  - !!python/tuple
-    - 8.362053121924912
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 6.854610668608982
-    - 8.82965722898256
-    - 6.627588517241528
-    - 8.517456948087206
-    - 8.730457752434214
-  - !!python/tuple
-    - 8.029487615319711
-    - 8.560375799507524
-    - 8.537389763936636
-    - 8.56161359178011
-    - 8.548199740919069
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-    - 8.549893043510854
-    - 6.854610668608982
-    - 8.82965722898256
-    - 6.627588517241528
-    - 8.517456948087206
-    - 8.730457752434214
-- - !!python/tuple
-    - 8.0
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-  - !!python/tuple
-    - 8.235945798647217
-    - 7.764054201352782
-    - 8.235945798647217
-    - 8.235945798647217
-    - 8.235945798647217
-    - 7.764054201352782
-    - 8.235945798647217
-    - 7.764054201352782
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-    - 8.235945798647217
-    - 8.235945798647217
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-  - !!python/tuple
-    - 8.17315379684797
-    - 7.701262199553536
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-    - 7.826846203152028
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-    - 8.17315379684797
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-    - 8.298737800446464
-    - 7.826846203152028
-    - 7.826846203152028
-  - !!python/tuple
-    - 8.121667378832191
-    - 7.810977996366912
-    - 8.194105087973577
-    - 8.258285585709855
-    - 8.297105281133062
-    - 7.83300546842392
-    - 8.215338981825377
-    - 7.565489987348872
-    - 8.16051540265372
-    - 8.232304127366396
-    - 8.35666706877044
-    - 7.886002676447317
-    - 7.77364422501287
-  - !!python/tuple
-    - 8.062546092860455
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 7.946591071066867
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-  - !!python/tuple
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-  - !!python/tuple
-    - 7.906511553044604
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-solver_name: SPSA
diff --git a/test/expected_results/SAN1_STRONG.pickle.zst b/test/expected_results/SAN1_STRONG.pickle.zst
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diff --git a/test/expected_results/SAN1_STRONG.yaml b/test/expected_results/SAN1_STRONG.yaml
deleted file mode 100644
index f13b63eb..00000000
--- a/test/expected_results/SAN1_STRONG.yaml
+++ /dev/null
@@ -1,1849 +0,0 @@
-all_est_objectives:
-- - 55.228104638490976
-  - 51.73806332172355
-  - 48.30537274657317
-  - 44.94667151261732
-  - 41.637418608834295
-  - 38.493698704466595
-  - 35.59342271980632
-  - 35.59342271980632
-- - 54.98944203450111
-  - 51.13517983904042
-  - 47.34465885233133
-  - 43.69596080977635
-  - 40.15155048047032
-  - 36.76818416498971
-  - 36.76818416498971
-- - 54.30952001078969
-  - 50.653208526830525
-  - 47.11152686600205
-  - 43.65460654927291
-  - 40.37432384330744
-  - 37.21345720567094
-  - 34.29773702735223
-  - 34.29773702735223
-- - 54.76055167633331
-  - 51.19439324479615
-  - 47.54313645411606
-  - 43.76523545590212
-  - 40.100037449833145
-  - 36.49840042853828
-  - 33.11337995510562
-  - 29.925931142655518
-  - 27.894395446561557
-  - 25.36471575295229
-  - 25.36471575295229
-- - 52.39186295815599
-  - 49.19001566010058
-  - 46.23479783586531
-  - 43.36152292952557
-  - 40.50442595195895
-  - 37.606928213791214
-  - 34.6389368033125
-  - 31.889208326244106
-  - 31.889208326244106
-- - 54.25979384648611
-  - 50.89571857685169
-  - 47.74475431087356
-  - 44.61379525245542
-  - 41.33898909813086
-  - 38.10437156716907
-  - 34.726344288488356
-  - 31.464068878050483
-  - 28.549261248855345
-  - 28.549261248855345
-- - 51.823992493809435
-  - 48.6423475582648
-  - 45.40630383942084
-  - 42.06113015329236
-  - 38.72895513669779
-  - 35.57348383793662
-  - 32.5401939352943
-  - 29.69497124401232
-  - 27.279314587464
-  - 27.279314587464
-- - 53.19657777800099
-  - 49.763505327787215
-  - 46.34806091687874
-  - 42.99586058610319
-  - 39.75814423102677
-  - 36.59771873130756
-  - 33.84220349422237
-  - 33.84220349422237
-- - 58.70283939001095
-  - 55.43929279423539
-  - 52.021603416445004
-  - 48.63004678667651
-  - 45.21679468824769
-  - 41.873631937597175
-  - 38.47351327472907
-  - 38.47351327472907
-- - 52.87627843731777
-  - 49.32669138871955
-  - 45.70462498657198
-  - 42.036751155604996
-  - 38.50669619142839
-  - 35.14484496422466
-  - 31.97371023475929
-  - 29.821280342886052
-  - 27.286158547683954
-  - 27.286158547683954
-all_intermediate_budgets:
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 3412
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 10000
-- - 10
-  - 280
-  - 577
-  - 901
-  - 1252
-  - 1630
-  - 2035
-  - 2467
-  - 2926
-  - 10000
-all_recommended_xs:
-- - !!python/tuple
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-  - !!python/tuple
-    - 7.128665227434485
-    - 7.971340780393593
-    - 7.713176791391592
-    - 7.16996893619858
-    - 7.4805945111712315
-    - 7.996398836769234
-    - 7.118727619128116
-    - 7.696391497205114
-    - 7.534865727404901
-    - 7.871847395568139
-    - 7.068239432830016
-    - 7.841302144572145
-    - 7.548352642536873
-  - !!python/tuple
-    - 6.302381185126457
-    - 7.927326634963882
-    - 7.481909171049248
-    - 6.232782466279839
-    - 7.027709847142611
-    - 7.994774289448442
-    - 6.135473948815439
-    - 7.398917761654488
-    - 7.123610366417887
-    - 7.695519526844283
-    - 6.215257241753445
-    - 7.686404055857344
-    - 7.134427337911771
-  - !!python/tuple
-    - 5.333113100870107
-    - 7.874930763634076
-    - 7.288135913106908
-    - 5.372757632318375
-    - 6.586246781958727
-    - 7.994736302588063
-    - 5.255776796087142
-    - 6.817426175352807
-    - 6.75108337108889
-    - 7.516920549748357
-    - 5.480506713339055
-    - 7.393911485856123
-    - 6.71298946730282
-  - !!python/tuple
-    - 4.38672906907565
-    - 7.815213155229761
-    - 6.691967840716736
-    - 4.5663127183291685
-    - 6.1244402659206845
-    - 7.8575192005924555
-    - 4.457354679382059
-    - 6.257514125793531
-    - 6.417394437787565
-    - 7.345210613208981
-    - 4.7560014884408455
-    - 7.106342956500705
-    - 6.308623241884416
-  - !!python/tuple
-    - 3.153794158218184
-    - 7.712370390658817
-    - 6.212673442747915
-    - 3.832543893939656
-    - 5.723026101135838
-    - 7.718868446866049
-    - 3.7525523538208154
-    - 5.7157217987074205
-    - 6.075699635826974
-    - 7.198753595960809
-    - 4.105294051590515
-    - 6.861881354725399
-    - 5.978281270457372
-  - !!python/tuple
-    - 1.9639490280037748
-    - 7.537455901053643
-    - 5.747656008490041
-    - 3.148318941970876
-    - 5.139187601721782
-    - 7.5579999229314945
-    - 3.1276416135692564
-    - 5.137799621694805
-    - 5.775423429971676
-    - 6.995185389432632
-    - 3.4498946696456017
-    - 6.600642512411231
-    - 5.592775057906008
-  - !!python/tuple
-    - 1.9639490280037748
-    - 7.537455901053643
-    - 5.747656008490041
-    - 3.148318941970876
-    - 5.139187601721782
-    - 7.5579999229314945
-    - 3.1276416135692564
-    - 5.137799621694805
-    - 5.775423429971676
-    - 6.995185389432632
-    - 3.4498946696456017
-    - 6.600642512411231
-    - 5.592775057906008
-- - !!python/tuple
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-    - 8.0
-  - !!python/tuple
-    - 6.843347963299613
-    - 8.013582907683947
-    - 7.835124914613994
-    - 7.233767058468627
-    - 8.013582907683947
-    - 7.629033618098127
-    - 7.323411645743938
-    - 7.2817117591294975
-    - 7.979479033940051
-    - 7.490040761750327
-    - 7.841044047823915
-    - 7.623124928828922
-    - 7.286990071983623
-  - !!python/tuple
-    - 5.604495779573163
-    - 8.028404321270727
-    - 7.632491887193015
-    - 6.492764738118461
-    - 7.700746553494098
-    - 7.222134849412121
-    - 6.69199749668765
-    - 6.663815639073112
-    - 7.960482819133847
-    - 7.01971583842638
-    - 7.581436120600415
-    - 7.268699679547782
-    - 6.641708387866325
-  - !!python/tuple
-    - 4.364371874807647
-    - 8.044188259850484
-    - 7.408503087415746
-    - 5.811912885738231
-    - 7.1064755559093005
-    - 6.797023374280309
-    - 6.095484018921636
-    - 6.130709648369459
-    - 7.93933299004594
-    - 6.578481001691653
-    - 7.210392074859535
-    - 6.93819596052894
-    - 6.065372252548429
-  - !!python/tuple
-    - 3.156232510399092
-    - 7.809471140218113
-    - 7.186892810912233
-    - 5.1605490383773205
-    - 6.49498461365311
-    - 6.235983258709103
-    - 5.520421632993845
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SAN2_FCSA.pickle.zst b/test/expected_results/SAN2_FCSA.pickle.zst
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diff --git a/test/expected_results/SAN2_FCSA.yaml b/test/expected_results/SAN2_FCSA.yaml
deleted file mode 100644
index b1e7e261..00000000
--- a/test/expected_results/SAN2_FCSA.yaml
+++ /dev/null
@@ -1,46468 +0,0 @@
-all_est_lhs:
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    i5ftKklAI0AKD88TSUDBP2UOsvxIQIYQUUmq5UhAP8jFItbOSEA7SsyYA7hIQD9ggnk/oUhA5aDN
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-    fOtHQLi4VBHO1EdAxGZJeiG+R0Au10n+dqdHQO/Z7hzlkEdA6rkKYlV6R0CRb7hczWNHQMkhyzeF
-    TUdALqb0u1U3R0Dxf0qtQiFHQPT1cL8/C0dAzFsfY3H1RkBz0NCS4d9GQFHUYk5UykZAUVPspcm0
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-    7k7b5dlEQMkxNKhzxERAbfkfdwavREBAE/BxnplEQN0acMQ7hERAnf1ONvJuREAKq3Syx1lEQPOC
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-    QkAeny0PGBpCQJgAXJzqCEJAcwM16t73QUBMsDqF6eZBQNDuJfji1UFAFLKX0ADFQUCfYJdRibRB
-    QI9L2c4rpEFAjU6PBOmTQUASBL0H74NBQAoanO4ZdEFAglISwYpkQUDQD/g/SFVBQA+TgWEnRkFA
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-    gL86NdFAQJE/G7V9w0BA9JuAGAS2QECxM76MvahAQE8TuC/Mm0BAsVECFiKPQEC/d2tRqYJAQIG9
-    2fHgdUBA4nKVgUFpQECkxCO4yFxAQN0NAmGQUEBAOnrUkGFEQEBPyg8CSzhAQHjBKdFILEBAwp1k
-    hrkfQEAqGGILMRNAQIiAOpmqBkBAn6NaE2H0P0C7igsjVts/QInx/qAtwj9AEu5Tb+GoP0BBWi1I
-    bY8/QN0VYV/hdT9A8p/v6jRcP0COExXfWkI/QNPzZIdTKD9A0iHdMCAOP0ADixSgwvM+QHPq7po9
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-    2LIOCtGNPECfcmHNu3M8QAYNZgq4WTxAb5SKCdY/PECDlXAHxCU8QGBKEZqqCzxATKhMQ0PxO0DE
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-    EztOIjtAfeYWhA8KO0Co6mZ1j/A6QDeMlXBQ2DpAYe+loc2+OkBR0vLKh6Y6QID4Zkw/jjpA9+5J
-    Z/91OkD45vtAt106QDjZ+OJtRTpA0gshPB0tOkDX12rU6hQ6QOX3xkKy/DlALApmF3bkOUCvbN9h
-    W8w5QA5R3weKtDlATjldhuKcOUBB4agERIU5QKg1mFk+bjlANvg4xDFXOUCWf7A7HkA5QPZmC8Eo
-    KTlAriiy/SgSOUDmsCRCNPs4QD2Uags95DhAYWovXj7NOEAaZ0UVPLY4QLQ1xqU4nzhAWnkAnTaI
-    OEB7s+Q7O3E4QNSNHUNHWjhAPHpMV11DOEBspxFEiyw4QISuqNbOFThA8kJFCiL/N0CGnukr0Og3
-    QCz8YqOE0jdAI8E8rkG8N0BztWvOCKY3QDY1XMHajzdALA1nZbp5N0CWM0lYq2M3QM+1Kh+7TTdA
-    v+NaK9w3N0DWK0aSEiI3QIOe5sFbDDdAr6OIWLj2NkDGpA7/KOE2QMakDv8o4TZA
-all_intermediate_budgets:
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 6780
-  - 6810
-  - 6840
-  - 6870
-  - 6900
-  - 6930
-  - 6960
-  - 6990
-  - 7020
-  - 7050
-  - 7080
-  - 7110
-  - 7140
-  - 7170
-  - 7200
-  - 7230
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 6780
-  - 6810
-  - 6840
-  - 6870
-  - 6900
-  - 6930
-  - 6960
-  - 6990
-  - 7020
-  - 7050
-  - 7080
-  - 7110
-  - 7140
-  - 7170
-  - 7200
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 6780
-  - 6810
-  - 6840
-  - 6870
-  - 6900
-  - 6930
-  - 6960
-  - 6990
-  - 7020
-  - 7050
-  - 7080
-  - 7110
-  - 7140
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 6780
-  - 6810
-  - 6840
-  - 6870
-  - 6900
-  - 6930
-  - 6960
-  - 6990
-  - 7020
-  - 7050
-  - 7080
-  - 7110
-  - 7140
-  - 7170
-  - 7200
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 6780
-  - 6810
-  - 6840
-  - 6870
-  - 6900
-  - 6930
-  - 6960
-  - 6990
-  - 7020
-  - 7050
-  - 7080
-  - 7110
-  - 7140
-  - 7170
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 6780
-  - 6810
-  - 6840
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
-  - 6120
-  - 6150
-  - 6180
-  - 6210
-  - 6240
-  - 6270
-  - 6300
-  - 6330
-  - 6360
-  - 6390
-  - 6420
-  - 6450
-  - 6480
-  - 6510
-  - 6540
-  - 6570
-  - 6600
-  - 6630
-  - 6660
-  - 6690
-  - 6720
-  - 6750
-  - 6780
-  - 6810
-  - 6840
-  - 6870
-  - 6900
-  - 6930
-  - 6960
-  - 6990
-  - 7020
-  - 7050
-  - 7080
-  - 7110
-  - 7140
-  - 7170
-  - 7200
-  - 7230
-  - 7260
-  - 7290
-  - 10000
-- - 30
-  - 60
-  - 90
-  - 120
-  - 150
-  - 180
-  - 210
-  - 240
-  - 270
-  - 300
-  - 330
-  - 360
-  - 390
-  - 420
-  - 450
-  - 480
-  - 510
-  - 540
-  - 570
-  - 600
-  - 630
-  - 660
-  - 690
-  - 720
-  - 750
-  - 780
-  - 810
-  - 840
-  - 870
-  - 900
-  - 930
-  - 960
-  - 990
-  - 1020
-  - 1050
-  - 1080
-  - 1110
-  - 1140
-  - 1170
-  - 1200
-  - 1230
-  - 1260
-  - 1290
-  - 1320
-  - 1350
-  - 1380
-  - 1410
-  - 1440
-  - 1470
-  - 1500
-  - 1530
-  - 1560
-  - 1590
-  - 1620
-  - 1650
-  - 1680
-  - 1710
-  - 1740
-  - 1770
-  - 1800
-  - 1830
-  - 1860
-  - 1890
-  - 1920
-  - 1950
-  - 1980
-  - 2010
-  - 2040
-  - 2070
-  - 2100
-  - 2130
-  - 2160
-  - 2190
-  - 2220
-  - 2250
-  - 2280
-  - 2310
-  - 2340
-  - 2370
-  - 2400
-  - 2430
-  - 2460
-  - 2490
-  - 2520
-  - 2550
-  - 2580
-  - 2610
-  - 2640
-  - 2670
-  - 2700
-  - 2730
-  - 2760
-  - 2790
-  - 2820
-  - 2850
-  - 2880
-  - 2910
-  - 2940
-  - 2970
-  - 3000
-  - 3030
-  - 3060
-  - 3090
-  - 3120
-  - 3150
-  - 3180
-  - 3210
-  - 3240
-  - 3270
-  - 3300
-  - 3330
-  - 3360
-  - 3390
-  - 3420
-  - 3450
-  - 3480
-  - 3510
-  - 3540
-  - 3570
-  - 3600
-  - 3630
-  - 3660
-  - 3690
-  - 3720
-  - 3750
-  - 3780
-  - 3810
-  - 3840
-  - 3870
-  - 3900
-  - 3930
-  - 3960
-  - 3990
-  - 4020
-  - 4050
-  - 4080
-  - 4110
-  - 4140
-  - 4170
-  - 4200
-  - 4230
-  - 4260
-  - 4290
-  - 4320
-  - 4350
-  - 4380
-  - 4410
-  - 4440
-  - 4470
-  - 4500
-  - 4530
-  - 4560
-  - 4590
-  - 4620
-  - 4650
-  - 4680
-  - 4710
-  - 4740
-  - 4770
-  - 4800
-  - 4830
-  - 4860
-  - 4890
-  - 4920
-  - 4950
-  - 4980
-  - 5010
-  - 5040
-  - 5070
-  - 5100
-  - 5130
-  - 5160
-  - 5190
-  - 5220
-  - 5250
-  - 5280
-  - 5310
-  - 5340
-  - 5370
-  - 5400
-  - 5430
-  - 5460
-  - 5490
-  - 5520
-  - 5550
-  - 5580
-  - 5610
-  - 5640
-  - 5670
-  - 5700
-  - 5730
-  - 5760
-  - 5790
-  - 5820
-  - 5850
-  - 5880
-  - 5910
-  - 5940
-  - 5970
-  - 6000
-  - 6030
-  - 6060
-  - 6090
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SAN2_RNDSRCH.pickle.zst b/test/expected_results/SAN2_RNDSRCH.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/SAN2_RNDSRCH.yaml b/test/expected_results/SAN2_RNDSRCH.yaml
deleted file mode 100644
index 0d9f4b39..00000000
--- a/test/expected_results/SAN2_RNDSRCH.yaml
+++ /dev/null
@@ -1,1976 +0,0 @@
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    state: !!python/tuple
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    - 0
-  - !!binary |
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-  state: !!python/tuple
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-  - !!python/tuple
-    - 0
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
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-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
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-  state: !!python/tuple
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-all_est_objectives:
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
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-  - false
-  - !!binary |
-    PDFliDKdS0AGYtlMpBVBQNoixvNBeThA4WNxy+nrNkDhY3HL6es2QA==
-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
-  - !!python/tuple
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-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    - 0
-  - !!binary |
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
-  args:
-  - *id001
-  - !!python/tuple
-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
-  - 1
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-    - 0
-  - !!binary |
-    Yg==
-  state: !!python/tuple
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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-- !!python/object/apply:numpy._core.multiarray._reconstruct
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diff --git a/test/expected_results/SSCONT1_ADAM.pickle.zst b/test/expected_results/SSCONT1_ADAM.pickle.zst
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diff --git a/test/expected_results/SSCONT1_ADAM.yaml b/test/expected_results/SSCONT1_ADAM.yaml
deleted file mode 100644
index 4dc63657..00000000
--- a/test/expected_results/SSCONT1_ADAM.yaml
+++ /dev/null
@@ -1,753 +0,0 @@
-all_est_objectives:
-- - 617.4446810196645
-  - 617.2231745820999
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-  - 616.9578702355143
-  - 616.6059420560628
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-- - 619.9748557704096
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-- - 620.1266657075832
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-- - 619.487755405019
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-- - 619.1948680580867
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-- - 616.3835575737073
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-- - 620.9802638572587
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-  - 620.0965492723011
-- - 620.2623512259908
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-- - 625.9806452481811
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-- - 615.9747313513403
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-  - 330
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-  - 930
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-- - 0
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-- - 0
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-- - 0
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-- - 0
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-all_recommended_xs:
-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: SSCONT-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SSCONT1_ALOE.pickle.zst b/test/expected_results/SSCONT1_ALOE.pickle.zst
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diff --git a/test/expected_results/SSCONT1_ALOE.yaml b/test/expected_results/SSCONT1_ALOE.yaml
deleted file mode 100644
index ad5a278d..00000000
--- a/test/expected_results/SSCONT1_ALOE.yaml
+++ /dev/null
@@ -1,771 +0,0 @@
-all_est_objectives:
-- - 617.4446810196645
-  - 617.0078494177988
-  - 616.7887804228927
-  - 616.7592157378537
-  - 616.3528619236422
-  - 616.4879791181116
-  - 615.9450030389337
-  - 615.9450030389337
-- - 619.9748557704096
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-  - 617.7947757209155
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-  - 615.8041058873505
-  - 615.8041058873505
-- - 620.1266657075832
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-  - 618.2380448546619
-- - 619.487755405019
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-  - 615.4455319728355
-- - 619.1948680580867
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-  - 618.0719973257849
-- - 616.3835575737073
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-  - 615.8902974151131
-  - 614.6306501010099
-  - 613.7168869420761
-  - 613.7168869420761
-- - 620.9802638572587
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-  - 618.8459664665426
-- - 620.2623512259908
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-  - 617.5030619000535
-  - 617.5030619000535
-- - 625.9806452481811
-  - 625.6238249240989
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-  - 625.3413340835708
-  - 624.6606348469278
-  - 623.316327266881
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-  - 622.4325375755661
-- - 615.9747313513403
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-  - 614.8269836417836
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-  - 613.4829627523372
-all_intermediate_budgets:
-- - 0
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-  - 330
-  - 480
-  - 630
-  - 780
-  - 930
-  - 1000
-- - 0
-  - 180
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-  - 1000
-- - 0
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-- - 0
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-- - 0
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-- - 0
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-  - 1000
-- - 0
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-- - 0
-  - 180
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-- - 0
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-  - 1000
-- - 0
-  - 180
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-all_recommended_xs:
-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-problem_name: SSCONT-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-    - 0.93
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-  - !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SSCONT1_ASTRODF.pickle.zst b/test/expected_results/SSCONT1_ASTRODF.pickle.zst
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HcmV?d00001

diff --git a/test/expected_results/SSCONT1_ASTRODF.yaml b/test/expected_results/SSCONT1_ASTRODF.yaml
deleted file mode 100644
index f1496e69..00000000
--- a/test/expected_results/SSCONT1_ASTRODF.yaml
+++ /dev/null
@@ -1,1077 +0,0 @@
-all_est_objectives:
-- - 617.4446810196645
-  - 602.7134603203141
-  - 566.3009304159908
-  - 530.2045595950837
-  - 526.9340665541213
-  - 527.4957732549686
-  - 527.4165246486783
-  - 527.4165246486783
-- - 619.9748557704096
-  - 602.9471022109817
-  - 565.763572855946
-  - 523.8242422274956
-  - 520.6078102764021
-  - 522.8144677197489
-  - 522.4207433697175
-  - 522.3884972021257
-  - 522.3884972021257
-- - 620.1266657075832
-  - 606.5526559464214
-  - 606.9594268766615
-  - 599.8612536599759
-  - 594.6519834260708
-  - 579.2033960359928
-  - 581.5780117158578
-  - 551.3656318816586
-  - 550.1558541024528
-  - 549.6505322492826
-  - 549.2481568780611
-  - 549.3024832356713
-  - 549.2265555823753
-  - 549.2265555823753
-- - 619.487755405019
-  - 604.249361130459
-  - 567.5342298021178
-  - 536.2935320573315
-  - 537.5260580320383
-  - 536.0666486228072
-  - 535.7890491011306
-  - 536.4673956942862
-  - 536.437196019277
-  - 536.40738283969
-  - 536.40738283969
-- - 619.1948680580867
-  - 602.7848539379115
-  - 569.7476932130684
-  - 531.2410824912951
-  - 527.3088861232262
-  - 520.3124770003175
-  - 520.0661637710836
-  - 520.1997497651456
-  - 519.5357895981914
-  - 519.5357895981914
-- - 616.3835575737073
-  - 602.4289900744632
-  - 587.1097178431154
-  - 555.2815049672807
-  - 528.9414794615831
-  - 528.007026964456
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-  - 527.2045832596316
-  - 527.1426059972102
-  - 527.4061490651989
-  - 526.9963180094655
-  - 526.9963180094655
-- - 620.9802638572587
-  - 606.5286426093463
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-  - 543.9719547527582
-  - 532.9248716012473
-  - 533.3579251118776
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-  - 532.8628926921182
-  - 533.0017796421635
-  - 532.9373628622488
-  - 532.8680535922997
-  - 532.8680535922997
-- - 620.2623512259908
-  - 608.3029870734229
-  - 575.9971616033666
-  - 537.9144106870513
-  - 536.2551405939662
-  - 536.1962208523147
-  - 535.5572465064263
-  - 536.0817061217045
-  - 536.1096547152181
-  - 535.7889750963284
-  - 535.978656533409
-  - 535.978656533409
-- - 625.9806452481811
-  - 612.8474812181802
-  - 581.445748487525
-  - 542.6360904484326
-  - 543.5058672174226
-  - 535.0244546789705
-  - 535.0979687318755
-  - 535.0740039982816
-  - 535.310143475723
-  - 535.310143475723
-- - 615.9747313513403
-  - 595.8203463962959
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-    - 0.13496036277289955
-    - 0.13496036277289955
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
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-    - 0.09778599583323112
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-- !!python/tuple
-  - !!python/tuple
-    - 0.005
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-  - !!python/tuple
-    - 1.0
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-    - 0.1333352397743633
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-- !!python/tuple
-  - !!python/tuple
-    - 0.005
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-  - !!python/tuple
-    - 1.0
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-    - 0.12324778643244289
-- !!python/tuple
-  - !!python/tuple
-    - 0.005
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-    - 0.361
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-    - 0.433
-    - 0.463
-    - 0.583
-    - 0.668
-    - 1.0
-  - !!python/tuple
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-solver_name: ASTRODF
diff --git a/test/expected_results/SSCONT1_NELDMD.pickle.zst b/test/expected_results/SSCONT1_NELDMD.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/SSCONT1_NELDMD.yaml b/test/expected_results/SSCONT1_NELDMD.yaml
deleted file mode 100644
index 3c994651..00000000
--- a/test/expected_results/SSCONT1_NELDMD.yaml
+++ /dev/null
@@ -1,762 +0,0 @@
-all_est_objectives:
-- - 617.4446810196645
-  - 529.8405856415059
-  - 528.5205032591866
-  - 528.8722110783488
-  - 528.8722110783488
-- - 619.9748557704096
-  - 543.4123197892859
-  - 534.9869886048248
-  - 521.9015879616749
-  - 522.3678003074281
-  - 519.6826974001373
-  - 519.6826974001373
-- - 620.1266657075832
-  - 533.8055501691885
-  - 533.1951112157884
-  - 519.452991912376
-  - 520.4073265469697
-  - 520.4073265469697
-- - 619.487755405019
-  - 542.3792038033297
-  - 513.4345471226
-  - 522.0725427715622
-  - 522.6425711467167
-  - 522.6425711467167
-- - 619.1948680580867
-  - 535.1488752667138
-  - 530.4456782002984
-  - 529.9691662545405
-  - 528.4265977830561
-  - 529.694094435509
-  - 529.6129188946484
-  - 529.6129188946484
-- - 616.3835575737073
-  - 528.5809647039243
-  - 530.744918143904
-  - 530.6894944320736
-  - 528.1390547155236
-  - 525.6511649919341
-  - 523.3152287332757
-  - 523.3152287332757
-- - 620.9802638572587
-  - 547.9625840470694
-  - 538.6896120890926
-  - 536.9264250697214
-  - 534.7943921717688
-  - 532.7625248792779
-  - 529.1352485695752
-  - 531.9789106916264
-  - 530.7693080404217
-  - 531.3028177750219
-  - 533.3165426738869
-  - 533.3165426738869
-- - 620.2623512259908
-  - 539.5183710933342
-  - 548.315346564255
-  - 530.8985434802074
-  - 534.2282557279794
-  - 540.1631809919603
-  - 540.1631809919603
-- - 625.9806452481811
-  - 522.7216941946272
-  - 526.638896730013
-  - 528.3286307355335
-  - 522.2351213441806
-  - 522.3876210608463
-  - 527.414657139267
-  - 523.7404067766621
-  - 523.7404067766621
-- - 615.9747313513403
-  - 530.7729245605191
-  - 521.2053563582544
-  - 520.6658622709895
-  - 518.4689575405641
-  - 518.1126479602385
-  - 517.151943377956
-  - 517.7598425565049
-  - 517.7598425565049
-all_intermediate_budgets:
-- - 0
-  - 510
-  - 630
-  - 750
-  - 1000
-- - 0
-  - 150
-  - 270
-  - 390
-  - 510
-  - 570
-  - 1000
-- - 0
-  - 270
-  - 330
-  - 540
-  - 600
-  - 1000
-- - 0
-  - 150
-  - 270
-  - 450
-  - 690
-  - 1000
-- - 0
-  - 210
-  - 390
-  - 510
-  - 630
-  - 780
-  - 960
-  - 1000
-- - 0
-  - 150
-  - 270
-  - 330
-  - 510
-  - 630
-  - 780
-  - 1000
-- - 0
-  - 150
-  - 210
-  - 270
-  - 390
-  - 450
-  - 510
-  - 690
-  - 750
-  - 870
-  - 930
-  - 1000
-- - 0
-  - 240
-  - 300
-  - 360
-  - 420
-  - 540
-  - 1000
-- - 0
-  - 210
-  - 390
-  - 450
-  - 570
-  - 630
-  - 690
-  - 750
-  - 1000
-- - 0
-  - 150
-  - 420
-  - 600
-  - 660
-  - 720
-  - 840
-  - 960
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 386.50898996914805
-    - 420.1320551157649
-  - !!python/tuple
-    - 378.6017084362248
-    - 415.67079758302384
-  - !!python/tuple
-    - 384.72863772603625
-    - 415.3550700801035
-  - !!python/tuple
-    - 384.72863772603625
-    - 415.3550700801035
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 97.68228084475709
-    - 746.8016557398339
-  - !!python/tuple
-    - 192.60441917479966
-    - 497.7546679304721
-  - !!python/tuple
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-    - 380.4423000756939
-  - !!python/tuple
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-    - 135.08147325196404
-  - !!python/tuple
-    - 602.8941510777272
-    - 25.14142736844974
-  - !!python/tuple
-    - 602.8941510777272
-    - 25.14142736844974
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 397.50753683570093
-    - 261.5403268770166
-  - !!python/tuple
-    - 641.516908702544
-    - 0.0
-  - !!python/tuple
-    - 609.6900641937873
-    - 81.53934371392694
-  - !!python/tuple
-    - 638.8655626517414
-    - 97.69360570859973
-  - !!python/tuple
-    - 638.8655626517414
-    - 97.69360570859973
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 403.2199058568233
-    - 165.71476201389407
-  - !!python/tuple
-    - 634.6937675396182
-    - 104.83279038197128
-  - !!python/tuple
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-  - !!python/tuple
-    - 539.2395043970275
-    - 158.0383625323855
-  - !!python/tuple
-    - 539.2395043970275
-    - 158.0383625323855
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 379.3932928263026
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 395.9525379507495
-  - !!python/tuple
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-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 373.36516544516064
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 436.85751218995745
-    - 346.5714285597352
-  - !!python/tuple
-    - 436.85751218995745
-    - 346.5714285597352
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 410.5130965152081
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-  - !!python/tuple
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-  - !!python/tuple
-    - 168.07645281200163
-    - 556.4496670513751
-  - !!python/tuple
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-    - 503.7126032319561
-  - !!python/tuple
-    - 252.8959678714591
-    - 543.830183393133
-  - !!python/tuple
-    - 379.95868927732135
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-  - !!python/tuple
-    - 460.91726563621205
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-problem_name: SSCONT-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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diff --git a/test/expected_results/SSCONT1_RNDSRCH.pickle.zst b/test/expected_results/SSCONT1_RNDSRCH.pickle.zst
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diff --git a/test/expected_results/SSCONT1_RNDSRCH.yaml b/test/expected_results/SSCONT1_RNDSRCH.yaml
deleted file mode 100644
index 3c00d03c..00000000
--- a/test/expected_results/SSCONT1_RNDSRCH.yaml
+++ /dev/null
@@ -1,627 +0,0 @@
-all_est_objectives:
-- - 617.4446810196645
-  - 529.9825661412312
-  - 523.1502096428786
-  - 523.1502096428786
-- - 619.9748557704096
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-  - 517.6465852260235
-- - 620.1266657075832
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-  - 537.9529262270219
-  - 543.9580865306737
-  - 533.0699360642558
-  - 533.0699360642558
-- - 619.487755405019
-  - 547.5339019417506
-  - 526.90867940035
-  - 523.5950878876251
-  - 519.4626421161497
-  - 519.4626421161497
-- - 619.1948680580867
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-  - 554.2249507265783
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-  - 532.66592335514
-  - 520.2760091688718
-  - 520.2760091688718
-- - 616.3835575737073
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-  - 522.2922199815409
-- - 620.9802638572587
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-  - 515.5545345463748
-- - 620.2623512259908
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-  - 537.6620788910957
-  - 533.6154056456485
-  - 533.6154056456485
-- - 625.9806452481811
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-  - 547.3002978056076
-  - 528.8953524397592
-  - 528.5436252384147
-  - 528.5436252384147
-- - 615.9747313513403
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-  - 528.9574612704808
-all_intermediate_budgets:
-- - 0
-  - 30
-  - 80
-  - 1000
-- - 0
-  - 30
-  - 40
-  - 250
-  - 300
-  - 560
-  - 900
-  - 1000
-- - 0
-  - 20
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-- - 0
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-  - 560
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-- - 0
-  - 20
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-  - 1000
-- - 0
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-- - 0
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-  - 300
-  - 1000
-- - 0
-  - 20
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-  - 680
-  - 1000
-- - 0
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-  - 270
-  - 1000
-- - 0
-  - 30
-  - 90
-  - 110
-  - 170
-  - 470
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 600.0
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 80.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
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-    - 523.1502096428786
-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-problem_name: SSCONT-1
-progress_curves:
-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
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-    - 0.0727960864158639
-    - 0.12576168008874658
-    - 0.12576168008874658
-solver_name: RNDSRCH
diff --git a/test/expected_results/SSCONT1_SPSA.pickle.zst b/test/expected_results/SSCONT1_SPSA.pickle.zst
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diff --git a/test/expected_results/SSCONT1_SPSA.yaml b/test/expected_results/SSCONT1_SPSA.yaml
deleted file mode 100644
index f83a7b55..00000000
--- a/test/expected_results/SSCONT1_SPSA.yaml
+++ /dev/null
@@ -1,564 +0,0 @@
-all_est_objectives:
-- - 617.4446810196645
-  - 617.2783061634985
-  - 617.0617818831009
-  - 616.9312152012917
-  - 616.4729114738197
-  - 616.2061373538772
-  - 616.0347888382443
-  - 616.0347888382443
-  - 616.0347888382443
-- - 619.9748557704096
-  - 618.7862510700837
-  - 618.6430468113386
-  - 618.5761485044333
-  - 618.2432617430519
-  - 618.2432617430519
-- - 620.1266657075832
-  - 619.6037103298655
-  - 619.6968283088894
-  - 619.7854937284512
-  - 619.7854937284512
-- - 619.487755405019
-  - 619.487755405019
-- - 619.1948680580867
-  - 619.1835932654853
-  - 618.8986269941673
-  - 618.3314535610584
-  - 618.2194396623837
-  - 618.2194396623837
-- - 616.3835575737073
-  - 616.1496235342482
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-  - 615.3751945096774
-  - 614.4409062601765
-  - 614.2469227082893
-  - 613.8548545761166
-  - 613.2648551436587
-  - 613.2648551436587
-- - 620.9802638572587
-  - 620.9802638572587
-  - 620.9802638572587
-- - 620.2623512259908
-  - 620.1986054415077
-  - 619.7206322795994
-  - 619.696226696432
-  - 619.6749836819699
-  - 619.6749836819699
-  - 619.6749836819699
-- - 625.9806452481811
-  - 626.2649827033416
-  - 626.2649827033416
-- - 615.9747313513403
-  - 616.394021631418
-  - 616.3543363712809
-  - 616.3543363712809
-all_intermediate_budgets:
-- - 0
-  - 210
-  - 330
-  - 450
-  - 630
-  - 810
-  - 930
-  - 990
-  - 1000
-- - 0
-  - 330
-  - 570
-  - 690
-  - 930
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 390
-  - 1000
-- - 0
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 630
-  - 930
-  - 1000
-- - 0
-  - 210
-  - 270
-  - 330
-  - 390
-  - 450
-  - 510
-  - 810
-  - 930
-  - 1000
-- - 0
-  - 210
-  - 1000
-- - 0
-  - 210
-  - 570
-  - 690
-  - 810
-  - 870
-  - 1000
-- - 0
-  - 330
-  - 1000
-- - 0
-  - 210
-  - 450
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 599.2872982749515
-    - 599.2872982749515
-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
-    - 597.402583500057
-    - 597.6494978978557
-  - !!python/tuple
-    - 597.402583500057
-    - 597.6494978978557
-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
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-    - 450.0
-    - 630.0
-    - 810.0
-    - 930.0
-    - 990.0
-    - 1000.0
-  - !!python/tuple
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-    - 616.4729114738197
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-    - 616.3543363712809
-problem_name: SSCONT-1
-progress_curves:
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-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-- !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
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-  - !!python/tuple
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-solver_name: SPSA
diff --git a/test/expected_results/SSCONT1_STRONG.pickle.zst b/test/expected_results/SSCONT1_STRONG.pickle.zst
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diff --git a/test/expected_results/SSCONT1_STRONG.yaml b/test/expected_results/SSCONT1_STRONG.yaml
deleted file mode 100644
index c440d159..00000000
--- a/test/expected_results/SSCONT1_STRONG.yaml
+++ /dev/null
@@ -1,690 +0,0 @@
-all_est_objectives:
-- - 617.4446810196645
-  - 616.6414342439866
-  - 616.5252127608179
-  - 616.5252127608179
-- - 619.9748557704096
-  - 618.5785219304116
-  - 617.0074318391565
-  - 615.1999665513019
-  - 614.1174164156048
-  - 614.1174164156048
-- - 620.1266657075832
-  - 620.2475564665488
-  - 620.9785525075871
-  - 619.3232228689952
-  - 619.9614922931491
-  - 619.9614922931491
-- - 619.487755405019
-  - 618.8591206585189
-  - 617.6647663194445
-  - 617.1835698432467
-  - 617.1835698432467
-- - 619.1948680580867
-  - 618.1070660321731
-  - 618.0612626986263
-  - 617.2778980375017
-  - 616.5716885396627
-  - 615.6805031116808
-  - 614.9815565759468
-  - 614.1105094054724
-  - 613.1356039561224
-  - 613.1356039561224
-- - 616.3835575737073
-  - 616.3835575737073
-- - 620.9802638572587
-  - 620.4337267318692
-  - 620.3244541465922
-  - 619.7326240269025
-  - 619.2373597112907
-  - 618.3406011503396
-  - 618.4754332868172
-  - 618.4754332868172
-- - 620.2623512259908
-  - 620.0655004825693
-  - 618.4962388183314
-  - 618.7856169717339
-  - 617.5565552752229
-  - 618.8087188163986
-  - 618.8087188163986
-- - 625.9806452481811
-  - 625.7265524476347
-  - 623.7782699070654
-  - 623.8079755239736
-  - 622.2404141988205
-  - 621.3383411934182
-  - 620.5068343508931
-  - 619.7426196535015
-  - 618.625243730344
-  - 618.625243730344
-- - 615.9747313513403
-  - 614.8541772233851
-  - 614.1090675621498
-  - 613.235248314081
-  - 612.024538802368
-  - 610.1344296750241
-  - 609.445594682739
-  - 608.6172432425568
-  - 607.7479142058032
-  - 606.6304445618683
-  - 606.6304445618683
-all_intermediate_budgets:
-- - 10
-  - 60
-  - 948
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 550
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 175
-  - 550
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 240
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 175
-  - 240
-  - 310
-  - 385
-  - 465
-  - 550
-  - 1000
-- - 10
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 175
-  - 240
-  - 385
-  - 465
-  - 1000
-- - 10
-  - 60
-  - 175
-  - 385
-  - 465
-  - 940
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 175
-  - 240
-  - 310
-  - 385
-  - 465
-  - 640
-  - 1000
-- - 10
-  - 60
-  - 115
-  - 175
-  - 240
-  - 310
-  - 385
-  - 550
-  - 735
-  - 835
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 598.2436994615027
-    - 599.0432302165755
-  - !!python/tuple
-    - 597.237348414239
-    - 597.314861746118
-  - !!python/tuple
-    - 597.237348414239
-    - 597.314861746118
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 598.7521421680162
-    - 598.4370378023904
-  - !!python/tuple
-    - 597.3640786416004
-    - 596.9971490404945
-  - !!python/tuple
-    - 596.3130441598864
-    - 595.2955831386711
-  - !!python/tuple
-    - 594.9489777351405
-    - 593.8329407391486
-  - !!python/tuple
-    - 594.9489777351405
-    - 593.8329407391486
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 599.4398801887686
-    - 601.9199650510012
-  - !!python/tuple
-    - 598.1010356719029
-    - 603.4057292852116
-  - !!python/tuple
-    - 597.0268165347238
-    - 601.7187043164223
-  - !!python/tuple
-    - 595.6746228097004
-    - 603.1923298217687
-  - !!python/tuple
-    - 595.6746228097004
-    - 603.1923298217687
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 599.7016800054165
-    - 598.0223738521066
-  - !!python/tuple
-    - 598.1679561437434
-    - 596.7387496406901
-  - !!python/tuple
-    - 596.4272388477053
-    - 597.7235863252597
-  - !!python/tuple
-    - 596.4272388477053
-    - 597.7235863252597
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 599.3882031580599
-    - 598.095871689147
-  - !!python/tuple
-    - 598.912029045398
-    - 596.1533840535543
-  - !!python/tuple
-    - 597.23135269916
-    - 595.0692590519072
-  - !!python/tuple
-    - 595.4788759256611
-    - 596.0330148084903
-  - !!python/tuple
-    - 593.7606803687875
-    - 595.0093918171797
-  - !!python/tuple
-    - 592.6305304420773
-    - 596.6594709495721
-  - !!python/tuple
-    - 590.6316846382801
-    - 596.727408072283
-  - !!python/tuple
-    - 588.6329786538965
-    - 596.7993412912363
-  - !!python/tuple
-    - 588.6329786538965
-    - 596.7993412912363
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 600.0
-    - 600.0
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 599.1794741231304
-    - 598.1760654382936
-  - !!python/tuple
-    - 598.6704496934138
-    - 600.1102045568556
-  - !!python/tuple
-    - 597.5309568154792
-    - 598.4665634825526
-  - !!python/tuple
-    - 595.9056493842735
-    - 597.3010697013304
-  - !!python/tuple
-    - 595.082781048302
-    - 599.1239486610136
-  - !!python/tuple
-    - 593.6474750822119
-    - 597.7311468862781
-  - !!python/tuple
-    - 593.6474750822119
-    - 597.7311468862781
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 598.4099763663844
-    - 598.786812114904
-  - !!python/tuple
-    - 596.6414246688616
-    - 599.720741926608
-  - !!python/tuple
-    - 595.057147443685
-    - 598.5000594642999
-  - !!python/tuple
-    - 593.2954279746003
-    - 597.5533047377481
-  - !!python/tuple
-    - 592.6083943708317
-    - 595.6750116756057
-  - !!python/tuple
-    - 592.6083943708317
-    - 595.6750116756057
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 598.4089358359454
-    - 598.7881770649715
-  - !!python/tuple
-    - 596.9708599037268
-    - 597.3982354787264
-  - !!python/tuple
-    - 595.3674289609226
-    - 596.202823745616
-  - !!python/tuple
-    - 593.7066741059848
-    - 595.0884210752133
-  - !!python/tuple
-    - 592.0305556930242
-    - 593.9972624864946
-  - !!python/tuple
-    - 590.0317379066275
-    - 594.066018990074
-  - !!python/tuple
-    - 588.0383463704655
-    - 594.2284695473451
-  - !!python/tuple
-    - 586.0768256423029
-    - 593.8380384612517
-  - !!python/tuple
-    - 586.0768256423029
-    - 593.8380384612517
-- - !!python/tuple
-    - 600.0
-    - 600.0
-  - !!python/tuple
-    - 598.1416415794555
-    - 599.2607409244445
-  - !!python/tuple
-    - 596.667213812626
-    - 597.9094220278097
-  - !!python/tuple
-    - 594.6754744772924
-    - 597.7278334266115
-  - !!python/tuple
-    - 592.8082759325749
-    - 597.0111957255345
-  - !!python/tuple
-    - 590.8640326926377
-    - 596.5422413312081
-  - !!python/tuple
-    - 588.9454118491695
-    - 595.9775342752847
-  - !!python/tuple
-    - 586.9465454802103
-    - 596.0448636079986
-  - !!python/tuple
-    - 584.9499578851768
-    - 595.9280818655967
-  - !!python/tuple
-    - 582.9800360340884
-    - 595.5825273827661
-  - !!python/tuple
-    - 582.9800360340884
-    - 595.5825273827661
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 948.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
-    - 616.6414342439866
-    - 616.5252127608179
-    - 616.5252127608179
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 550.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
-    - 618.5785219304116
-    - 617.0074318391565
-    - 615.1999665513019
-    - 614.1174164156048
-    - 614.1174164156048
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 175.0
-    - 550.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
-    - 620.2475564665488
-    - 620.9785525075871
-    - 619.3232228689952
-    - 619.9614922931491
-    - 619.9614922931491
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 240.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
-    - 618.8591206585189
-    - 617.6647663194445
-    - 617.1835698432467
-    - 617.1835698432467
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 175.0
-    - 240.0
-    - 310.0
-    - 385.0
-    - 465.0
-    - 550.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
-    - 618.1070660321731
-    - 618.0612626986263
-    - 617.2778980375017
-    - 616.5716885396627
-    - 615.6805031116808
-    - 614.9815565759468
-    - 614.1105094054724
-    - 613.1356039561224
-    - 613.1356039561224
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
-    - 617.4446810196645
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 115.0
-    - 175.0
-    - 240.0
-    - 385.0
-    - 465.0
-    - 1000.0
-  - !!python/tuple
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-    - 619.7326240269025
-    - 619.2373597112907
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-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
-    - 175.0
-    - 385.0
-    - 465.0
-    - 940.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
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-    - 618.7856169717339
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-- !!python/tuple
-  - !!python/tuple
-    - 10.0
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-    - 175.0
-    - 240.0
-    - 310.0
-    - 385.0
-    - 465.0
-    - 640.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
-    - 625.7265524476347
-    - 623.7782699070654
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-    - 618.625243730344
-- !!python/tuple
-  - !!python/tuple
-    - 10.0
-    - 60.0
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-    - 175.0
-    - 240.0
-    - 310.0
-    - 385.0
-    - 550.0
-    - 735.0
-    - 835.0
-    - 1000.0
-  - !!python/tuple
-    - 617.4446810196645
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-    - 608.6172432425568
-    - 607.7479142058032
-    - 610.5874984208099
-    - 610.5874984208099
-problem_name: SSCONT-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.948
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 0.8828605241149592
-    - 0.8659116560495049
-    - 0.8659116560495049
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.55
-    - 0.64
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.165350841165663
-    - 0.9362348640707088
-    - 0.6726477039217997
-    - 0.5147767241001492
-    - 0.5147767241001492
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
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-    - 0.175
-    - 0.55
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 1.5153532718397953
-    - 1.2739524319571927
-    - 1.3670328501832631
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-- !!python/tuple
-  - !!python/tuple
-    - 0.01
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-    - 0.24
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.206271251853598
-    - 1.032095586869282
-    - 0.9619215074626422
-    - 0.9619215074626422
-- !!python/tuple
-  - !!python/tuple
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-    - 0.175
-    - 0.24
-    - 0.31
-    - 0.385
-    - 0.465
-    - 0.55
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.096597254478718
-    - 1.0899176403826218
-    - 0.9756776227323112
-    - 0.8726893345165353
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-    - 0.6407964337818408
-    - 0.5137694576269533
-    - 0.37159657025002446
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-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.0
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.175
-    - 0.24
-    - 0.385
-    - 0.465
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.4358999733657434
-    - 1.4199644803696414
-    - 1.3336564214609365
-    - 1.261430794029843
-    - 1.130654261828285
-    - 1.1503171677716268
-    - 1.1503171677716268
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
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-    - 0.385
-    - 0.465
-    - 0.94
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 1.3822006232330162
-    - 1.1533512901993637
-    - 1.1955520263225081
-    - 1.0163149010465453
-    - 1.1989210258105085
-    - 1.1989210258105085
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
-    - 0.06
-    - 0.115
-    - 0.175
-    - 0.24
-    - 0.31
-    - 0.385
-    - 0.465
-    - 0.64
-    - 1.0
-  - !!python/tuple
-    - 1.0
-    - 2.2077659167707804
-    - 1.9236430262858724
-    - 1.9279750703112433
-    - 1.699373701957
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-    - 1.446561439349757
-    - 1.3351141085583549
-    - 1.1721643975000329
-    - 1.1721643975000329
-- !!python/tuple
-  - !!python/tuple
-    - 0.01
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-    - 0.175
-    - 0.24
-    - 0.31
-    - 0.385
-    - 0.55
-    - 0.735
-    - 0.835
-    - 1.0
-  - !!python/tuple
-    - 1.0
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-    - 0.20956717439582498
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-solver_name: STRONG
diff --git a/test/expected_results/TABLEALLOCATION1_RNDSRCH.pickle.zst b/test/expected_results/TABLEALLOCATION1_RNDSRCH.pickle.zst
new file mode 100644
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diff --git a/test/expected_results/TABLEALLOCATION1_RNDSRCH.yaml b/test/expected_results/TABLEALLOCATION1_RNDSRCH.yaml
deleted file mode 100644
index 6a8edc26..00000000
--- a/test/expected_results/TABLEALLOCATION1_RNDSRCH.yaml
+++ /dev/null
@@ -1,498 +0,0 @@
-all_est_objectives:
-- - 5016.6
-  - 5214.6
-  - 5203.95
-  - 5203.95
-- - 5090.55
-  - 5235.6
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-  - 5239.5
-- - 5016.45
-  - 5192.25
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-  - 5247.15
-- - 5057.25
-  - 5164.65
-  - 5182.65
-  - 5182.65
-- - 5088.75
-  - 5250.9
-  - 5250.9
-- - 5058.45
-  - 5236.5
-  - 5236.5
-- - 5146.35
-  - 5317.05
-  - 5317.05
-- - 5133.9
-  - 5325.0
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-  - 5356.2
-- - 5157.3
-  - 5335.65
-  - 5335.65
-- - 5093.85
-  - 5258.7
-  - 5317.8
-  - 5317.8
-all_intermediate_budgets:
-- - 0
-  - 20
-  - 40
-  - 1000
-- - 0
-  - 20
-  - 50
-  - 1000
-- - 0
-  - 20
-  - 30
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-  - 1000
-- - 0
-  - 20
-  - 50
-  - 1000
-- - 0
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-  - 1000
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-  - 20
-  - 1000
-- - 0
-  - 20
-  - 1000
-- - 0
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-  - 280
-  - 1000
-- - 0
-  - 20
-  - 1000
-- - 0
-  - 20
-  - 30
-  - 1000
-all_recommended_xs:
-- - !!python/tuple
-    - 10.0
-    - 5.0
-    - 4.0
-    - 2.0
-  - !!python/tuple
-    - 5.0
-    - 2.0
-    - 5.0
-    - 4.0
-  - !!python/tuple
-    - 7.0
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-    - 3.0
-    - 5.0
-  - !!python/tuple
-    - 7.0
-    - 2.0
-    - 3.0
-    - 5.0
-- - !!python/tuple
-    - 10.0
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 2.0
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-  - !!python/tuple
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-    - 5.0
-    - 2.0
-    - 5.0
-- - !!python/tuple
-    - 10.0
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 3.0
-    - 5.0
-  - !!python/tuple
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-    - 3.0
-    - 4.0
-  - !!python/tuple
-    - 5.0
-    - 5.0
-    - 3.0
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-- - !!python/tuple
-    - 10.0
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-    - 4.0
-    - 2.0
-  - !!python/tuple
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-  - !!python/tuple
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-    - 4.0
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-  - !!python/tuple
-    - 2.0
-    - 5.0
-    - 4.0
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-- - !!python/tuple
-    - 10.0
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-    - 4.0
-    - 2.0
-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 10.0
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
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-  - !!python/tuple
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-- - !!python/tuple
-    - 10.0
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-  - !!python/tuple
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-  - !!python/tuple
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-    - 5.0
-  - !!python/tuple
-    - 4.0
-    - 2.0
-    - 4.0
-    - 5.0
-num_macroreps: 10
-num_postreps: 100
-objective_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5214.6
-    - 5203.95
-    - 5203.95
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 50.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5235.6
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-    - 5239.5
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 30.0
-    - 40.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5192.25
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-    - 5247.15
-    - 5247.15
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 50.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5164.65
-    - 5182.65
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-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5250.9
-    - 5250.9
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5236.5
-    - 5236.5
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5317.05
-    - 5317.05
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 30.0
-    - 130.0
-    - 280.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5325.0
-    - 5347.05
-    - 5351.55
-    - 5216.1
-    - 5216.1
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
-    - 20.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5335.65
-    - 5335.65
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-    - 30.0
-    - 1000.0
-  - !!python/tuple
-    - 5016.6
-    - 5258.7
-    - 5317.8
-    - 5317.8
-problem_name: TABLEALLOCATION-1
-progress_curves:
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-    - 0.060902255639100476
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
-    - 1.0
-    - -0.09774436090225563
-    - -0.11729323308270494
-    - -0.11729323308270494
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - -0.21278195488721713
-    - -0.15563909774435725
-    - -0.15563909774435725
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - 0.16766917293233446
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - -0.17443609022556025
-    - -0.17443609022556025
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - -0.10225563909774253
-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-    - -0.506015037593984
-    - -0.506015037593984
-- !!python/tuple
-  - !!python/tuple
-    - 0.0
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-  - !!python/tuple
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-    - -0.6789473684210517
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-- !!python/tuple
-  - !!python/tuple
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-  - !!python/tuple
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-solver_name: RNDSRCH