From cfd83dd62c5c670883346a9c6386a8a9c3a513f8 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 30 Mar 2026 23:16:19 +0000 Subject: [PATCH 01/13] Bump codecov/codecov-action from 5 to 6 Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6. - [Release notes](https://github.com/codecov/codecov-action/releases) - [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md) - [Commits](https://github.com/codecov/codecov-action/compare/v5...v6) --- updated-dependencies: - dependency-name: codecov/codecov-action dependency-version: '6' dependency-type: direct:production update-type: version-update:semver-major ... Signed-off-by: dependabot[bot] --- .github/workflows/nnunet_smoke_tests.yaml | 2 +- .github/workflows/standard_smoke_tests.yaml | 2 +- .github/workflows/tests.yaml | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/nnunet_smoke_tests.yaml b/.github/workflows/nnunet_smoke_tests.yaml index 5c1c0d1da..b4411eea8 100644 --- a/.github/workflows/nnunet_smoke_tests.yaml +++ b/.github/workflows/nnunet_smoke_tests.yaml @@ -53,7 +53,7 @@ jobs: run: uv run pytest --test-group-count=4 --test-group=${{ matrix.group }} -v --cov fl4health --cov-report=xml tests/smoke_tests/test_nnunet_smoke_tests.py - name: Upload coverage to Codecov - uses: codecov/codecov-action@v5 + uses: codecov/codecov-action@v6 with: token: ${{ secrets.CODECOV_TOKEN }} slug: VectorInstitute/FL4Health diff --git a/.github/workflows/standard_smoke_tests.yaml b/.github/workflows/standard_smoke_tests.yaml index c683de5c5..172afdb3d 100644 --- a/.github/workflows/standard_smoke_tests.yaml +++ b/.github/workflows/standard_smoke_tests.yaml @@ -53,7 +53,7 @@ jobs: run: uv run pytest --test-group-count=4 --test-group=${{ matrix.group }} -v --cov fl4health --cov-report=xml tests/smoke_tests/test_standard_smoke_tests.py - name: Upload coverage to Codecov - uses: codecov/codecov-action@v5 + uses: codecov/codecov-action@v6 with: token: ${{ secrets.CODECOV_TOKEN }} slug: VectorInstitute/FL4Health diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml index a58a40ff4..cf1b43964 100644 --- a/.github/workflows/tests.yaml +++ b/.github/workflows/tests.yaml @@ -48,7 +48,7 @@ jobs: run: uv run pytest -m "not smoketest" -v --cov fl4health --cov-report=xml tests - name: Upload coverage to Codecov - uses: codecov/codecov-action@v5 + uses: codecov/codecov-action@v6 with: token: ${{ secrets.CODECOV_TOKEN }} slug: VectorInstitute/FL4Health From 916a0e3c935796c4e00ed16246e7f1cc1bee86e5 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 13 Apr 2026 23:15:46 +0000 Subject: [PATCH 02/13] Bump pypa/gh-action-pypi-publish from 1.13.0 to 1.14.0 Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.13.0 to 1.14.0. - [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases) - [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e...cef221092ed1bacb1cc03d23a2d87d1d172e277b) --- updated-dependencies: - dependency-name: pypa/gh-action-pypi-publish dependency-version: 1.14.0 dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- .github/workflows/publish_and_release.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/publish_and_release.yml b/.github/workflows/publish_and_release.yml index ddd23be66..9dc53f15d 100644 --- a/.github/workflows/publish_and_release.yml +++ b/.github/workflows/publish_and_release.yml @@ -33,7 +33,7 @@ jobs: run: uv build - name: Publish package - uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e + uses: pypa/gh-action-pypi-publish@cef221092ed1bacb1cc03d23a2d87d1d172e277b with: user: __token__ password: ${{ secrets.PYPI_API_TOKEN }} From 85afeb71372faa97f11ad7946af3befa613274b9 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Tue, 21 Apr 2026 00:02:48 +0000 Subject: [PATCH 03/13] Bump astral-sh/setup-uv from 7.6.0 to 8.1.0 Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 7.6.0 to 8.1.0. - [Release notes](https://github.com/astral-sh/setup-uv/releases) - [Commits](https://github.com/astral-sh/setup-uv/compare/v7.6.0...v8.1.0) --- updated-dependencies: - dependency-name: astral-sh/setup-uv dependency-version: 8.1.0 dependency-type: direct:production update-type: version-update:semver-major ... Signed-off-by: dependabot[bot] --- .github/workflows/docs.yml | 2 +- .github/workflows/nnunet_smoke_tests.yaml | 2 +- .github/workflows/publish_and_release.yml | 2 +- .github/workflows/standard_smoke_tests.yaml | 2 +- .github/workflows/static_code_checks.yaml | 2 +- .github/workflows/tests.yaml | 2 +- 6 files changed, 6 insertions(+), 6 deletions(-) diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml index d7e271770..80734527f 100644 --- a/.github/workflows/docs.yml +++ b/.github/workflows/docs.yml @@ -47,7 +47,7 @@ jobs: uses: actions/checkout@v6 - name: Install uv - uses: astral-sh/setup-uv@v7.6.0 + uses: astral-sh/setup-uv@v8.1.0 with: version: "0.9.11" enable-cache: true diff --git a/.github/workflows/nnunet_smoke_tests.yaml b/.github/workflows/nnunet_smoke_tests.yaml index 5c1c0d1da..580aec0ad 100644 --- a/.github/workflows/nnunet_smoke_tests.yaml +++ b/.github/workflows/nnunet_smoke_tests.yaml @@ -23,7 +23,7 @@ jobs: uses: actions/checkout@v6 - name: Install uv - uses: astral-sh/setup-uv@v7.6.0 + uses: astral-sh/setup-uv@v8.1.0 with: version: "0.9.11" enable-cache: true diff --git a/.github/workflows/publish_and_release.yml b/.github/workflows/publish_and_release.yml index ddd23be66..c5d611fea 100644 --- a/.github/workflows/publish_and_release.yml +++ b/.github/workflows/publish_and_release.yml @@ -19,7 +19,7 @@ jobs: uses: actions/checkout@v6 - name: Install uv - uses: astral-sh/setup-uv@v7.6.0 + uses: astral-sh/setup-uv@v8.1.0 with: version: "0.9.11" enable-cache: true diff --git a/.github/workflows/standard_smoke_tests.yaml b/.github/workflows/standard_smoke_tests.yaml index c683de5c5..6500844d9 100644 --- a/.github/workflows/standard_smoke_tests.yaml +++ b/.github/workflows/standard_smoke_tests.yaml @@ -23,7 +23,7 @@ jobs: uses: actions/checkout@v6 - name: Install uv - uses: astral-sh/setup-uv@v7.6.0 + uses: astral-sh/setup-uv@v8.1.0 with: version: "0.9.11" enable-cache: true diff --git a/.github/workflows/static_code_checks.yaml b/.github/workflows/static_code_checks.yaml index baf52e58a..2ac1cfce1 100644 --- a/.github/workflows/static_code_checks.yaml +++ b/.github/workflows/static_code_checks.yaml @@ -20,7 +20,7 @@ jobs: uses: actions/checkout@v6 - name: Install uv - uses: astral-sh/setup-uv@v7.6.0 + uses: astral-sh/setup-uv@v8.1.0 with: version: "0.9.11" enable-cache: true diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml index a58a40ff4..775b6a02c 100644 --- a/.github/workflows/tests.yaml +++ b/.github/workflows/tests.yaml @@ -20,7 +20,7 @@ jobs: uses: actions/checkout@v6 - name: Install uv - uses: astral-sh/setup-uv@v7.6.0 + uses: astral-sh/setup-uv@v8.1.0 with: version: "0.9.11" enable-cache: true From b205380bb3fdcb6f6d09c4cdda167192d10bb285 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 11 May 2026 19:32:44 +0000 Subject: [PATCH 04/13] [pre-commit.ci] pre-commit autoupdate MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit updates: - [github.com/astral-sh/uv-pre-commit: 0.10.12 → 0.11.13](https://github.com/astral-sh/uv-pre-commit/compare/0.10.12...0.11.13) - [github.com/astral-sh/ruff-pre-commit: v0.15.7 → v0.15.12](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.7...v0.15.12) - [github.com/pre-commit/mirrors-mypy: v1.19.1 → v2.0.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.19.1...v2.0.0) --- .pre-commit-config.yaml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index dc66322a4..4473ee56b 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,6 +1,6 @@ repos: - repo: https://github.com/astral-sh/uv-pre-commit - rev: 0.10.12 + rev: 0.11.13 hooks: - id: uv-lock @@ -26,7 +26,7 @@ repos: - id: check-toml - repo: https://github.com/astral-sh/ruff-pre-commit - rev: 'v0.15.7' + rev: 'v0.15.12' hooks: - id: ruff-check args: [--fix, --exit-non-zero-on-fix] @@ -35,7 +35,7 @@ repos: types_or: [python, jupyter] - repo: https://github.com/pre-commit/mirrors-mypy - rev: v1.19.1 + rev: v2.0.0 hooks: - id: mypy name: mypy From f692a023994743e21582622bba96cabfb2df22e7 Mon Sep 17 00:00:00 2001 From: David Emerson <43939939+emersodb@users.noreply.github.com> Date: Wed, 13 May 2026 09:55:17 -0400 Subject: [PATCH 05/13] Upgrading libraries, ensuring tests pass and any new mypy issues are resolved --- .../model_bases/masked_layers/masked_conv.py | 14 +- fl4health/utils/nnunet_utils.py | 9 +- pyproject.toml | 14 +- tests/test_utils/models_for_test.py | 28 +- tests/utils/nnnunet_utils_test.py | 1 + uv.lock | 1695 +++++++++-------- 6 files changed, 919 insertions(+), 842 deletions(-) diff --git a/fl4health/model_bases/masked_layers/masked_conv.py b/fl4health/model_bases/masked_layers/masked_conv.py index 619cb7dba..b46ea00b5 100644 --- a/fl4health/model_bases/masked_layers/masked_conv.py +++ b/fl4health/model_bases/masked_layers/masked_conv.py @@ -1,5 +1,7 @@ from __future__ import annotations +from typing import Literal + import torch import torch.nn.functional as F from torch import Tensor, nn @@ -21,7 +23,7 @@ def __init__( dilation: _size_1_t = 1, groups: int = 1, bias: bool = True, - padding_mode: str = "zeros", + padding_mode: Literal["zeros", "reflect", "replicate", "circular"] = "zeros", device: torch.device | None = None, dtype: torch.dtype | None = None, ) -> None: @@ -150,7 +152,7 @@ def __init__( dilation: _size_2_t = 1, groups: int = 1, bias: bool = True, - padding_mode: str = "zeros", + padding_mode: Literal["zeros", "reflect", "replicate", "circular"] = "zeros", device: torch.device | None = None, dtype: torch.dtype | None = None, ) -> None: @@ -276,7 +278,7 @@ def __init__( dilation: _size_3_t = 1, groups: int = 1, bias: bool = True, - padding_mode: str = "zeros", + padding_mode: Literal["zeros", "reflect", "replicate", "circular"] = "zeros", device: torch.device | None = None, dtype: torch.dtype | None = None, ) -> None: @@ -403,7 +405,7 @@ def __init__( groups: int = 1, bias: bool = True, dilation: _size_1_t = 1, - padding_mode: str = "zeros", + padding_mode: Literal["zeros", "reflect", "replicate", "circular"] = "zeros", device: torch.device | None = None, dtype: torch.dtype | None = None, ) -> None: @@ -566,7 +568,7 @@ def __init__( groups: int = 1, bias: bool = True, dilation: _size_2_t = 1, - padding_mode: str = "zeros", + padding_mode: Literal["zeros", "reflect", "replicate", "circular"] = "zeros", device: torch.device | None = None, dtype: torch.dtype | None = None, ) -> None: @@ -727,7 +729,7 @@ def __init__( groups: int = 1, bias: bool = True, dilation: _size_3_t = 1, - padding_mode: str = "zeros", + padding_mode: Literal["zeros", "reflect", "replicate", "circular"] = "zeros", device: torch.device | None = None, dtype: torch.dtype | None = None, ) -> None: diff --git a/fl4health/utils/nnunet_utils.py b/fl4health/utils/nnunet_utils.py index 0791bb636..d3d98f961 100644 --- a/fl4health/utils/nnunet_utils.py +++ b/fl4health/utils/nnunet_utils.py @@ -8,7 +8,7 @@ from importlib import reload from logging import DEBUG, INFO, WARN, Logger from math import ceil -from typing import Any, no_type_check +from typing import Any import numpy as np import torch @@ -518,12 +518,9 @@ def __init__( # Number of windows with constant LR across training self.num_windows = ceil(max_steps / self.steps_per_lr) self._step_count: int - super().__init__(optimizer, -1, False) + super().__init__(optimizer, -1) - # mypy incorrectly infers get_lr returns a float - # Documented issue https://github.com/pytorch/pytorch/issues/100804 - @no_type_check - def get_lr(self) -> Sequence[float]: + def get_lr(self) -> list[float | torch.Tensor]: """ Get the current LR of the scheduler. diff --git a/pyproject.toml b/pyproject.toml index 11daf1f74..029461ad1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -19,7 +19,7 @@ dependencies = [ "pandas>=2.0,<3.0", "flwr>=1.18.0,<1.19.0", "opacus>=1.3.0,<2.0.0", - "torch==2.6.0", + "torch>=2.6.0", "pyarrow>=17.0.0,<18.0.0", # Pin as there is potential ACE with v0.14.2 that is resolved in v17.0 "dp-accounting>=0.4.3,<0.5.0", "torchmetrics>=1.3.0,<2.0.0", @@ -48,16 +48,10 @@ dependencies = [ [dependency-groups] dev = [ - # locked the 2.15 version because of restrictions with tensorflow-io - # (see https://pypi.org/project/tensorflow-io/ section "TensorFlow Version Compatibility") - # Note: tensorflow 2.15 requires keras<2.16 - # SECURITY NOTE: keras 2.15.0 has known CVEs (CVE-2024-55459, CVE-2025-9906, CVE-2025-12058, CVE-2025-12060) - # that require keras>=3.12.0 to fix. However, upgrading requires tensorflow>=2.16 which breaks tensorflow-io - # compatibility. These CVEs are accepted risk until tensorflow-io supports newer tensorflow versions. - "tensorflow>=2.15,<2.16", - "keras>=2.15.0,<2.16", + "tensorflow>=2.15", + "keras>=2.15.0", "nltk>=3.8.0,<4.0.0", - "torchvision==0.21.0", + "torchvision>=0.21.0", "torchinfo>=1.8.0,<2.0.0", "ipykernel>=6.25.1,<7.0.0", "pytest-test-groups>=1.2.1,<2.0.0", diff --git a/tests/test_utils/models_for_test.py b/tests/test_utils/models_for_test.py index b8c9e9f09..ae851dc74 100644 --- a/tests/test_utils/models_for_test.py +++ b/tests/test_utils/models_for_test.py @@ -1,3 +1,5 @@ +from typing import cast + import torch import torch.nn.functional as F from torch import nn @@ -123,15 +125,23 @@ def __init__(self) -> None: ) def forward(self, x: torch.Tensor) -> torch.Tensor: - x = self.h1_layer1["h2_layer1"]["conv"](x) - x = self.h1_layer1["h2_layer1"]["pool"](x) - x = self.h1_layer1["h2_layer2"]["conv"](x) - x = self.h1_layer1["h2_layer2"]["pool"](x) - - x = self.h1_layer2["h2_layer1"]["conv"](x) - x = self.h1_layer2["h2_layer1"]["pool"](x) - x = self.h1_layer2["h2_layer2"]["conv"](x) - x = self.h1_layer2["h2_layer2"]["pool"](x) + # Unfortunately, mypy doesn't recognize that ModuleDict can be nested. So we're forced to cast + h1_layer_1_h2_layer_1: nn.ModuleDict = cast(nn.ModuleDict, self.h1_layer1["h2_layer1"]) + h1_layer_1_h2_layer_2: nn.ModuleDict = cast(nn.ModuleDict, self.h1_layer1["h2_layer2"]) + + x = h1_layer_1_h2_layer_1["conv"](x) + x = h1_layer_1_h2_layer_1["pool"](x) + x = h1_layer_1_h2_layer_2["conv"](x) + x = h1_layer_1_h2_layer_2["pool"](x) + + # Unfortunately, mypy doesn't recognize that ModuleDict can be nested. So we're forced to cast + h1_layer_2_h2_layer_1: nn.ModuleDict = cast(nn.ModuleDict, self.h1_layer2["h2_layer1"]) + h1_layer_2_h2_layer_2: nn.ModuleDict = cast(nn.ModuleDict, self.h1_layer2["h2_layer2"]) + + x = h1_layer_2_h2_layer_1["conv"](x) + x = h1_layer_2_h2_layer_1["pool"](x) + x = h1_layer_2_h2_layer_2["conv"](x) + x = h1_layer_2_h2_layer_2["pool"](x) x = torch.flatten(x, 1) x = self.classifier["fc"](x) diff --git a/tests/utils/nnnunet_utils_test.py b/tests/utils/nnnunet_utils_test.py index 964656c56..8266c708f 100644 --- a/tests/utils/nnnunet_utils_test.py +++ b/tests/utils/nnnunet_utils_test.py @@ -30,6 +30,7 @@ def test_poly_lr_scheduler(caplog: pytest.LogCaptureFixture) -> None: prev_lr = None for step in range(max_steps): curr_lr = lr_scheduler.get_lr()[0] + assert isinstance(curr_lr, float) if step % steps_per_lr == 0: assert curr_lr != prev_lr diff --git a/uv.lock b/uv.lock index 63a079f17..7649b99b3 100644 --- a/uv.lock +++ b/uv.lock @@ -1,10 +1,6 @@ version = 1 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a/.github/workflows/static_code_checks.yaml +++ b/.github/workflows/static_code_checks.yaml @@ -47,31 +47,10 @@ jobs: uses: pypa/gh-action-pip-audit@v1.1.0 with: virtual-environment: .venv/ - # GHSA-3749-ghw9-m3mg and GHSA-887c-mr87-cxwp are pytorch vulnerabilities that require 2.7 and 2.8 but we're - # pinning to 2.6.0 for now. - # CVE-2025-53000 NBConvert issue, no fix yet. - # CVE-2026-21851 is a MonAI issue with no fix at the moment. - # CVE-2024-55459, CVE-2025-9906, CVE-2025-12058, CVE-2025-12060 are keras vulnerabilities that require - # keras>=3.12.0 which needs tensorflow>=2.16, but we're pinning to tensorflow 2.15 due to tensorflow-io - # compatibility constraints. - # CVE-2026-0994 is a protobuff vulnerability without a fix yet. # CVE-2026-26007 is a cryptography vulnerability that requires cryptography>=46.0.5, but flwr (flower) # requires cryptography<45.0.0, blocking the upgrade. - # GHSA-rf74-v2fm-23pw, CVE-2026-33230, CVE-2026-33231: NLTK vulnerabilities without a fix yet. ignore-vulns: | - GHSA-3749-ghw9-m3mg - GHSA-887c-mr87-cxwp - CVE-2025-53000 - CVE-2026-21851 - CVE-2024-55459 - CVE-2025-9906 - CVE-2025-12058 - CVE-2025-12060 - CVE-2026-0994 CVE-2026-26007 - GHSA-rf74-v2fm-23pw - CVE-2026-33230 - CVE-2026-33231 # Deleting some temporary files and useless folders to free up space # Deleting /usr/share/dotnet should clear ~4GB of space. diff --git a/fl4health/clients/flexible/nnunet.py b/fl4health/clients/flexible/nnunet.py index d5bde088b..1c499be62 100644 --- a/fl4health/clients/flexible/nnunet.py +++ b/fl4health/clients/flexible/nnunet.py @@ -34,6 +34,7 @@ from fl4health.utils.nnunet_utils import ( NNUNET_DEFAULT_NP, NNUNET_N_SPATIAL_DIMS, + LocalPolyLRScheduler, Module2LossWrapper, NnunetConfig, NnUNetDataLoaderWrapper, @@ -56,6 +57,7 @@ # silences a bunch of deprecation warnings related to scipy.ndimage # Raised an issue with nnunet. https://github.com/MIC-DKFZ/nnUNet/issues/2370 warnings.filterwarnings("ignore", category=DeprecationWarning) + import nnunetv2.training.nnUNetTrainer.nnUNetTrainer as nnUNetTrainerModule from batchgenerators.utilities.file_and_folder_operations import ( load_json, save_json, @@ -72,7 +74,6 @@ from nnunetv2.training.dataloading.utils import unpack_dataset from nnunetv2.training.loss.deep_supervision import DeepSupervisionWrapper from nnunetv2.training.lr_scheduler.polylr import PolyLRScheduler - from nnunetv2.training.nnUNetTrainer.nnUNetTrainer import nnUNetTrainer from nnunetv2.utilities.dataset_name_id_conversion import convert_id_to_dataset_name # grpcio currently has a log spamming bug that seems to be triggered by multithreading/multiprocessing @@ -100,7 +101,7 @@ def __init__( checkpoint_and_state_module: ClientCheckpointAndStateModule | None = None, reporters: Sequence[BaseReporter] | None = None, client_name: str | None = None, - nnunet_trainer_class: type[nnUNetTrainer] = nnUNetTrainer, + nnunet_trainer_class: type[nnUNetTrainerModule.nnUNetTrainer] = nnUNetTrainerModule.nnUNetTrainer, nnunet_trainer_class_kwargs: dict[str, Any] | None = None, ) -> None: """ @@ -208,7 +209,7 @@ def __init__( # nnunet specific attributes to be initialized in setup_client self.nnunet_trainer_class = nnunet_trainer_class self.nnunet_trainer_class_kwargs = nnunet_trainer_class_kwargs or {} - self.nnunet_trainer: nnUNetTrainer + self.nnunet_trainer: nnUNetTrainerModule.nnUNetTrainer self.nnunet_config: NnunetConfig self.plans: dict[str, Any] | None = None self.steps_per_round: int # N steps per server round @@ -620,6 +621,12 @@ def setup_client(self, config: Config) -> None: device=self.device, **self.nnunet_trainer_class_kwargs, ) + + # NOTE: Monkey Patch to force the nnunet_trainer to use our version of the PolyLRScheduler instead of + # NnUnet version. This is because NnUnet's hasn't updated their scheduler to the new torch signature and + # does not appear to intend to do so. The fix is very minimum. So we patch it here. + nnUNetTrainerModule.PolyLRScheduler = LocalPolyLRScheduler + # nnunet_trainer initialization self.nnunet_trainer.initialize() # This is done by nnunet_trainer in self.on_train_start, we diff --git a/fl4health/clients/nnunet_client.py b/fl4health/clients/nnunet_client.py index 00533b21e..d8f16f376 100644 --- a/fl4health/clients/nnunet_client.py +++ b/fl4health/clients/nnunet_client.py @@ -33,6 +33,7 @@ from fl4health.utils.nnunet_utils import ( NNUNET_DEFAULT_NP, NNUNET_N_SPATIAL_DIMS, + LocalPolyLRScheduler, Module2LossWrapper, NnunetConfig, NnUNetDataLoaderWrapper, @@ -50,6 +51,7 @@ # silences a bunch of deprecation warnings related to scipy.ndimage # Raised an issue with nnunet. https://github.com/MIC-DKFZ/nnUNet/issues/2370 warnings.filterwarnings("ignore", category=DeprecationWarning) + import nnunetv2.training.nnUNetTrainer.nnUNetTrainer as nnUNetTrainerModule from batchgenerators.utilities.file_and_folder_operations import load_json, save_json from nnunetv2.experiment_planning.experiment_planners.default_experiment_planner import ExperimentPlanner from nnunetv2.experiment_planning.plan_and_preprocess_api import extract_fingerprints, preprocess_dataset @@ -58,7 +60,6 @@ from nnunetv2.training.dataloading.utils import unpack_dataset from nnunetv2.training.loss.deep_supervision import DeepSupervisionWrapper from nnunetv2.training.lr_scheduler.polylr import PolyLRScheduler - from nnunetv2.training.nnUNetTrainer.nnUNetTrainer import nnUNetTrainer from nnunetv2.utilities.dataset_name_id_conversion import convert_id_to_dataset_name # grpcio currently has a log spamming bug that seems to be triggered by multithreading/multiprocessing @@ -86,7 +87,7 @@ def __init__( checkpoint_and_state_module: ClientCheckpointAndStateModule | None = None, reporters: Sequence[BaseReporter] | None = None, client_name: str | None = None, - nnunet_trainer_class: type[nnUNetTrainer] = nnUNetTrainer, + nnunet_trainer_class: type[nnUNetTrainerModule.nnUNetTrainer] = nnUNetTrainerModule.nnUNetTrainer, nnunet_trainer_class_kwargs: dict[str, Any] | None = None, ) -> None: """ @@ -191,7 +192,7 @@ def __init__( self.nnunet_trainer_class_kwargs = ( nnunet_trainer_class_kwargs if nnunet_trainer_class_kwargs is not None else {} ) - self.nnunet_trainer: nnUNetTrainer + self.nnunet_trainer: nnUNetTrainerModule.nnUNetTrainer self.nnunet_config: NnunetConfig self.plans: dict[str, Any] | None = None self.steps_per_round: int # N steps per server round @@ -585,6 +586,12 @@ def setup_client(self, config: Config) -> None: device=self.device, **self.nnunet_trainer_class_kwargs, ) + + # NOTE: Monkey Patch to force the nnunet_trainer to use our version of the PolyLRScheduler instead of + # NnUnet version. This is because NnUnet's hasn't updated their scheduler to the new torch signature and + # does not appear to intend to do so. The fix is very minimum. So we patch it here. + nnUNetTrainerModule.PolyLRScheduler = LocalPolyLRScheduler + # nnunet_trainer initialization self.nnunet_trainer.initialize() # This is done by nnunet_trainer in self.on_train_start, we diff --git a/fl4health/mixins/personalized/ditto.py b/fl4health/mixins/personalized/ditto.py index 01506d092..2db2a6b42 100644 --- a/fl4health/mixins/personalized/ditto.py +++ b/fl4health/mixins/personalized/ditto.py @@ -124,6 +124,13 @@ def _copy_optimizer_with_new_params(self: DittoPersonalizedProtocol, original_op optimizer_kwargs = {k: v for k, v in param_group.items() if k not in ("params", "initial_lr")} assert self.global_model is not None + + # NOTE: This is a small workaround for torch back-compatibility in AdamW. Torch injects a key (that isn't part + # of the class signature) into the param groups called "decoupled_weight_decay" which cases an error in the + # kwargs below. See: https://github.com/pytorch/pytorch/blob/v2.11.0/torch/optim/adamw.py#L57 + if optim_class == torch.optim.AdamW: + optimizer_kwargs.pop("decoupled_weight_decay") + global_optimizer = optim_class(self.global_model.parameters(), **optimizer_kwargs) # maintain initial_lr for schedulers diff --git a/fl4health/utils/nnunet_utils.py b/fl4health/utils/nnunet_utils.py index d3d98f961..5c6885823 100644 --- a/fl4health/utils/nnunet_utils.py +++ b/fl4health/utils/nnunet_utils.py @@ -543,3 +543,50 @@ def get_lr(self) -> list[float | torch.Tensor]: log(INFO, f"Decaying LR of optimizer to {new_lr} at step {curr_step}") return [new_lr] * len(self.optimizer.param_groups) + + +class LocalPolyLRScheduler(_LRScheduler): + def __init__( + self, + optimizer: torch.optim.Optimizer, + initial_lr: float, + max_steps: int, + exponent: float = 0.9, + current_step: int | None = None, + ): + """ + NOTE: This class is PURELY to facilitate a monkey patch within the NnUnetTrainer class that creates a + scheduler in its initialize() call with an outdated signature. The fix is quite easy and this class is simple. + So we're comfortable doing a quick fix at the moment. + + Learning rate (LR) scheduler with polynomial decay across fixed windows of size ``steps_per_lr``. + + Args: + optimizer (Optimizer): The optimizer to apply LR scheduler to. + initial_lr (float): The initial learning rate of the optimizer. + max_steps (int): The maximum total number of steps across all FL rounds. + exponent (float): Controls how quickly LR decreases over time. Higher values lead to more rapid descent. + Defaults to 0.9. + current_step (int | None, optional): Current training step count. Defaults to None. + """ + self.optimizer = optimizer + self.initial_lr = initial_lr + self.max_steps = max_steps + self.exponent = exponent + self.ctr = 0 + super().__init__(optimizer, current_step if current_step is not None else -1) + + def step(self, current_step: int | None = None) -> None: + """ + Step the learning rate scheduler and update the optimizer's learning rate. + + Args: + current_step (int | None, optional): Current training step count. Defaults to None. + """ + if current_step is None or current_step == -1: + current_step = self.ctr + self.ctr += 1 + + new_lr = self.initial_lr * (1 - current_step / self.max_steps) ** self.exponent + for param_group in self.optimizer.param_groups: + param_group["lr"] = new_lr From 2ab191a62102f14eaa9a2fb2d5c591285c0b89da Mon Sep 17 00:00:00 2001 From: David Emerson <43939939+emersodb@users.noreply.github.com> Date: Wed, 13 May 2026 15:50:43 -0400 Subject: [PATCH 07/13] More upgrades for vulnerabilities --- .github/workflows/static_code_checks.yaml | 6 +- pyproject.toml | 6 +- uv.lock | 148 ++++++++++++++-------- 3 files changed, 101 insertions(+), 59 deletions(-) diff --git a/.github/workflows/static_code_checks.yaml b/.github/workflows/static_code_checks.yaml index 965fc9ea4..fe9fd4654 100644 --- a/.github/workflows/static_code_checks.yaml +++ b/.github/workflows/static_code_checks.yaml @@ -47,10 +47,12 @@ jobs: uses: pypa/gh-action-pip-audit@v1.1.0 with: virtual-environment: .venv/ - # CVE-2026-26007 is a cryptography vulnerability that requires cryptography>=46.0.5, but flwr (flower) - # requires cryptography<45.0.0, blocking the upgrade. + # CVE-2026-26007, CVE-2026-34073 are cryptography vulnerability that requires cryptography>=46.0.5, but + # flwr (flower) requires cryptography<45.0.0, blocking the upgrade. ignore-vulns: | CVE-2026-26007 + CVE-2026-34073 + # Deleting some temporary files and useless folders to free up space # Deleting /usr/share/dotnet should clear ~4GB of space. diff --git a/pyproject.toml b/pyproject.toml index 029461ad1..e57ef43a2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -58,16 +58,16 @@ dev = [ "torchtext>=0.14.1,<1.0.0", "torchdata>=0.7.0,<1.0.0", "torcheval>=0.0.6,<1.0.0", - "transformers>=4.37.2,<5.0.0", + "transformers>=5.0.0,<6.0.0", "datasets>=2.17.1,<3.0.0", ] test = [ - "pytest>=8.3.4,<9.0.0", + "pytest>8.3.4", "mock>=5.1.0,<6.0.0", "pytest-cov>=4.1.0,<5.0.0", "freezegun>=1.4.0,<2.0.0", - "pytest-asyncio>=0.25.2,<1.0.0", + "pytest-asyncio>=1.0.0,<2.0.0", "py-cpuinfo>=9.0.0,<10.0.0", ] diff --git a/uv.lock b/uv.lock index 7649b99b3..eb79e8b26 100644 --- a/uv.lock +++ b/uv.lock @@ -214,6 +214,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca2c69f1320a3848ac50e6e7f39c6159675/babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35", size = 10196845, upload-time = "2026-02-01T12:30:53.445Z" }, ] +[[package]] +name = "backports-asyncio-runner" +version = "1.2.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/8e/ff/70dca7d7cb1cbc0edb2c6cc0c38b65cba36cccc491eca64cabd5fe7f8670/backports_asyncio_runner-1.2.0.tar.gz", hash = "sha256:a5aa7b2b7d8f8bfcaa2b57313f70792df84e32a2a746f585213373f900b42162", size = 69893, upload-time = "2025-07-02T02:27:15.685Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/59/76ab57e3fe74484f48a53f8e337171b4a2349e506eabe136d7e01d059086/backports_asyncio_runner-1.2.0-py3-none-any.whl", hash = "sha256:0da0a936a8aeb554eccb426dc55af3ba63bcdc69fa1a600b5bb305413a4477b5", size = 12313, upload-time = "2025-07-02T02:27:14.263Z" }, +] + [[package]] name = "backports-zstd" version = "1.5.0" @@ -669,9 +678,6 @@ wheels = [ ] [package.optional-dependencies] -cublas = [ - 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Torch injects a key (that isn't part - # of the class signature) into the param groups called "decoupled_weight_decay" which cases an error in the + # of the class signature) into the param groups called "decoupled_weight_decay" which causes an error in the # kwargs below. See: https://github.com/pytorch/pytorch/blob/v2.11.0/torch/optim/adamw.py#L57 if optim_class == torch.optim.AdamW: optimizer_kwargs.pop("decoupled_weight_decay") diff --git a/tests/smoke_tests/apfl_client_metrics.json b/tests/smoke_tests/apfl_client_metrics.json index 384a2bd89..4b255a16b 100644 --- a/tests/smoke_tests/apfl_client_metrics.json +++ b/tests/smoke_tests/apfl_client_metrics.json @@ -12,11 +12,11 @@ "local": 1.6362 }, "eval_round_metrics": { - "val - personal - accuracy": 0.5269, + "val - personal - accuracy": 0.52433, "val - global - accuracy": 0.5331, - "val - local - accuracy": 0.4984 + "val - local - accuracy": 0.49900 }, - "eval_round_loss": 1.5862 + "eval_round_loss": 1.57742 }, "2": { "fit_round_metrics": { @@ -30,11 +30,11 @@ "local": 0.79530 }, "eval_round_metrics": { - "val - personal - accuracy": 0.74766, + "val - personal - accuracy": 0.74322, "val - global - accuracy": 0.72833, "val - local - accuracy": 0.70289 }, - "eval_round_loss": 0.86359 + "eval_round_loss": 0.85188 }, "3": { "fit_round_metrics": { @@ -48,11 +48,11 @@ "local": 0.74168 }, "eval_round_metrics": { - "val - personal - accuracy": 0.80833, + "val - personal - accuracy": 0.78300, "val - global - accuracy": 0.75322, - "val - local - accuracy": 0.80711 + "val - local - accuracy": 0.74700 }, - "eval_round_loss": 0.65421 + "eval_round_loss": 0.72138 } } } diff --git a/tests/smoke_tests/apfl_server_metrics.json b/tests/smoke_tests/apfl_server_metrics.json index fd1d1aa2c..e093bea16 100644 --- a/tests/smoke_tests/apfl_server_metrics.json +++ b/tests/smoke_tests/apfl_server_metrics.json @@ -2,27 +2,27 @@ "rounds": { "1": { "eval_round_metrics_aggregated": { - "val - personal - accuracy": 0.5269, + "val - personal - accuracy": 0.52433, "val - global - accuracy": 0.5331, - "val - local - accuracy": 0.4984 + "val - local - accuracy": 0.4990 }, - "val - loss - aggregated": 1.5862 + "val - loss - aggregated": 1.57742 }, "2": { "eval_round_metrics_aggregated": { - "val - personal - accuracy": 0.74766, + "val - personal - accuracy": 0.74322, "val - global - accuracy": 0.72833, - "val - local - accuracy": 0.70288 + "val - local - accuracy": 0.69955 }, - "val - loss - aggregated": 0.86359 + "val - loss - aggregated": 0.85188 }, "3": { "eval_round_metrics_aggregated": { - "val - personal - accuracy": 0.80833, + "val - personal - accuracy": 0.78300, "val - global - accuracy": 0.75322, - "val - local - accuracy": 0.80711 + "val - local - accuracy": 0.74700 }, - "val - loss - aggregated": 0.65421 + "val - loss - aggregated": 0.72138 } } } From 984b08a87c30eb1472368a8915aae962ed098a60 Mon Sep 17 00:00:00 2001 From: David Emerson <43939939+emersodb@users.noreply.github.com> Date: Thu, 14 May 2026 08:41:34 -0400 Subject: [PATCH 10/13] Some apfl smoketest fixes --- tests/smoke_tests/apfl_client_metrics.json | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/tests/smoke_tests/apfl_client_metrics.json b/tests/smoke_tests/apfl_client_metrics.json index 4b255a16b..bd71f49a5 100644 --- a/tests/smoke_tests/apfl_client_metrics.json +++ b/tests/smoke_tests/apfl_client_metrics.json @@ -2,14 +2,14 @@ "rounds": { "1": { "fit_round_metrics": { - "train - personal - accuracy": 0.6063, + "train - personal - accuracy": 0.60938, "train - global - accuracy": 0.6078, "train - local - accuracy": 0.4797 }, "fit_round_losses": { "backward": 1.4428, "global": 1.3272, - "local": 1.6362 + "local": 1.63674 }, "eval_round_metrics": { "val - personal - accuracy": 0.52433, @@ -20,32 +20,32 @@ }, "2": { "fit_round_metrics": { - "train - personal - accuracy": 0.77812, + "train - personal - accuracy": 0.78281, "train - global - accuracy": 0.79687, - "train - local - accuracy": 0.75156 + "train - local - accuracy": 0.74688 }, "fit_round_losses": { - "backward": 0.67724, + "backward": 0.67673, "global": 0.68586, - "local": 0.79530 + "local": 0.79693 }, "eval_round_metrics": { "val - personal - accuracy": 0.74322, "val - global - accuracy": 0.72833, - "val - local - accuracy": 0.70289 + "val - local - accuracy": 0.69956 }, "eval_round_loss": 0.85188 }, "3": { "fit_round_metrics": { - "train - personal - accuracy": 0.82188, + "train - personal - accuracy": 0.82656, "train - global - accuracy": 0.85625, - "train - local - accuracy": 0.80156 + "train - local - accuracy": 0.81094 }, "fit_round_losses": { - "backward": 0.59617, + "backward": 0.60156, "global": 0.54568, - "local": 0.74168 + "local": 0.75705 }, "eval_round_metrics": { "val - personal - accuracy": 0.78300, From 280e246ff4d1b41a11d13eb9169a618cca29bec7 Mon Sep 17 00:00:00 2001 From: David Emerson <43939939+emersodb@users.noreply.github.com> Date: Thu, 14 May 2026 16:49:36 -0400 Subject: [PATCH 11/13] Fixing a few of the GPFL metrics too --- tests/smoke_tests/gpfl_client_metrics.json | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/smoke_tests/gpfl_client_metrics.json b/tests/smoke_tests/gpfl_client_metrics.json index 812b34e2b..dce271a1a 100644 --- a/tests/smoke_tests/gpfl_client_metrics.json +++ b/tests/smoke_tests/gpfl_client_metrics.json @@ -20,10 +20,10 @@ "train - prediction - accuracy": 0.9649 }, "fit_round_losses": { - "gce_softmax_loss": 1.9233, + "gce_softmax_loss": 1.92257, "prediction_loss": 0.1157, - "magnitude_level_loss": 47.6012, - "backward": 2.5151 + "magnitude_level_loss": 47.57951, + "backward": 2.51400 }, "eval_round_metrics": { "val - prediction - accuracy": 0.96625 @@ -37,7 +37,7 @@ "fit_round_losses": { "gce_softmax_loss": 1.8773, "prediction_loss": 0.0888, - "magnitude_level_loss": 39.9928, + "magnitude_level_loss": 39.99178, "backward": 2.3661 }, "eval_round_metrics": { From bc06c190cd174fa30c73b36577d8db9e89db8742 Mon Sep 17 00:00:00 2001 From: David Emerson <43939939+emersodb@users.noreply.github.com> Date: Thu, 14 May 2026 17:02:35 -0400 Subject: [PATCH 12/13] Fixing a few of the GPFL metrics too --- tests/smoke_tests/gpfl_client_metrics.json | 2 +- tests/smoke_tests/gpfl_server_metrics.json | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/smoke_tests/gpfl_client_metrics.json b/tests/smoke_tests/gpfl_client_metrics.json index dce271a1a..547e2543a 100644 --- a/tests/smoke_tests/gpfl_client_metrics.json +++ b/tests/smoke_tests/gpfl_client_metrics.json @@ -11,7 +11,7 @@ "gce_softmax_loss": 2.0824 }, "eval_round_metrics": { - "val - prediction - accuracy": 0.9396 + "val - prediction - accuracy": 0.940333 }, "eval_round_loss": 0.1954 }, diff --git a/tests/smoke_tests/gpfl_server_metrics.json b/tests/smoke_tests/gpfl_server_metrics.json index 6e670f243..1af5e2570 100644 --- a/tests/smoke_tests/gpfl_server_metrics.json +++ b/tests/smoke_tests/gpfl_server_metrics.json @@ -2,7 +2,7 @@ "rounds": { "1": { "eval_round_metrics_aggregated": { - "val - prediction - accuracy": 0.9396 + "val - prediction - accuracy": 0.940333 }, "val - loss - aggregated": 0.1954 }, From 8bc82ee711c390ff948427df8a2bd77eca0ed27d Mon Sep 17 00:00:00 2001 From: David Emerson <43939939+emersodb@users.noreply.github.com> Date: Thu, 14 May 2026 17:34:45 -0400 Subject: [PATCH 13/13] Fixing a few of the GPFL metrics too --- tests/smoke_tests/gpfl_client_metrics.json | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/tests/smoke_tests/gpfl_client_metrics.json b/tests/smoke_tests/gpfl_client_metrics.json index 547e2543a..ad77258c5 100644 --- a/tests/smoke_tests/gpfl_client_metrics.json +++ b/tests/smoke_tests/gpfl_client_metrics.json @@ -5,10 +5,10 @@ "train - prediction - accuracy": 0.9245 }, "fit_round_losses": { - "backward": 2.9377, + "backward": 2.93887, "prediction_loss": 0.24898, - "magnitude_level_loss": 60.6323, - "gce_softmax_loss": 2.0824 + "magnitude_level_loss": 60.67625, + "gce_softmax_loss": 2.08305 }, "eval_round_metrics": { "val - prediction - accuracy": 0.940333 @@ -22,8 +22,8 @@ "fit_round_losses": { "gce_softmax_loss": 1.92257, "prediction_loss": 0.1157, - "magnitude_level_loss": 47.57951, - "backward": 2.51400 + "magnitude_level_loss": 47.59576, + "backward": 2.51467 }, "eval_round_metrics": { "val - prediction - accuracy": 0.96625 @@ -37,7 +37,7 @@ "fit_round_losses": { "gce_softmax_loss": 1.8773, "prediction_loss": 0.0888, - "magnitude_level_loss": 39.99178, + "magnitude_level_loss": 39.99481, "backward": 2.3661 }, "eval_round_metrics": {