Add federated mixed effects algorithms and tests#570
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AndreasKtenidis wants to merge 51 commits intomasterfrom
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Add federated mixed effects algorithms and tests#570AndreasKtenidis wants to merge 51 commits intomasterfrom
AndreasKtenidis wants to merge 51 commits intomasterfrom
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…flow into feature/mixed-effects # Conflicts: # tests/standalone_tests/federated_algorithms/mixed_effects/test_glmm_binary.py # tests/standalone_tests/federated_algorithms/mixed_effects/test_glmm_ordinal.py # tests/standalone_tests/federated_algorithms/mixed_effects/test_lmm.py
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…pecs Nominal variables should not be treated as integers. This commit updates the JSON specifications for various algorithms (Naive Bayes, Logistic Regression, etc.) to ensure strict typing for nominal inputs.
…pecs Updates K-Means and Linear Regression specifications to accept both integer and real values for numerical input fields, ensuring broader compatibility with input data.
Enhance logistic_regression.py to gracefully handle invalid input data.
…DuckDB loader Replaces generic categorical coercion with explicit type mapping in `DuckDBCSVLoader`. This improves type safety and removes the need for `udf_service.py` workarounds. Also adds comprehensive tests for type loading and removes obsolete coercion tests.
Enhances `DuckDBCSVLoader` to correctly handle various CSV delimiters. Adds `test_csv_delimiters.py` to verify delimiter handling.
- Move _build_column_types inside _create_primary_data_table for better encapsulation - Update unit tests to reflect API change - Modify aggregation server template to conditionally apply nodeSelector based on managed_cluster value
Use dict-based lookups to prevent pandas from treating string keys like "0" as positional indices. Fixes duplicated counts.
…istics algorithms.
Fix the duckdb connection conflicts due to non read-only connections.
Added where clause, group_by and aggregate.
The controller will no longer have knowledge of the actual metadata, only the worker. This was changed to be compatible with future pipelines.
Add helper method.
Hard-coded column names have been centralized in variable file.
Remove preprocessing step compatible algorithms logic.
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