learningcircuit--local-deep-research
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403 行
13 KiB
Python
403 行
13 KiB
Python
"""
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Coverage tests for benchmarks/comparison/evaluator.py.
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Targets the 44 missing lines:
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- compare_configurations() with empty configurations
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- compare_configurations() with all-failed runs
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- compare_configurations() with successful runs
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- compare_configurations() with mixed success/fail
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- _evaluate_single_configuration() success and error paths
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- _calculate_average_metrics() with empty/single/multi results
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- _create_comparison_visualizations() with no successful results
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"""
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import pytest
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from unittest.mock import MagicMock, patch
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MODULE = "local_deep_research.benchmarks.comparison.evaluator"
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# ---------------------------------------------------------------------------
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# compare_configurations – guard clauses
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# ---------------------------------------------------------------------------
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class TestCompareConfigurationsEmpty:
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@patch(f"{MODULE}.os.makedirs")
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def test_empty_configurations_returns_error(self, mock_makedirs):
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from local_deep_research.benchmarks.comparison.evaluator import (
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compare_configurations,
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)
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result = compare_configurations(query="test query", configurations=[])
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assert "error" in result
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assert result["error"] == "No configurations provided"
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@patch(f"{MODULE}.os.makedirs")
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@patch(f"{MODULE}._evaluate_single_configuration")
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@patch(f"{MODULE}._create_comparison_visualizations")
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@patch(
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"local_deep_research.security.file_write_verifier.write_json_verified"
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)
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def test_single_config_all_failed(
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self,
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mock_write_json,
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mock_viz,
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mock_evaluate,
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mock_makedirs,
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tmp_path,
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):
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mock_evaluate.return_value = {
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"success": False,
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"error": "LLM unreachable",
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}
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from local_deep_research.benchmarks.comparison.evaluator import (
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compare_configurations,
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)
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result = compare_configurations(
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query="q",
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configurations=[{"name": "Cfg1"}],
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output_dir=str(tmp_path),
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)
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assert result["successful_configurations"] == 0
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assert result["failed_configurations"] == 1
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class TestCompareConfigurationsSuccess:
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@patch(f"{MODULE}.os.makedirs")
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@patch(f"{MODULE}._evaluate_single_configuration")
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@patch(f"{MODULE}._calculate_average_metrics")
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@patch(f"{MODULE}.calculate_combined_score")
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@patch(f"{MODULE}._create_comparison_visualizations")
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@patch(
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"local_deep_research.security.file_write_verifier.write_json_verified"
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)
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def test_successful_run_included_in_results(
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self,
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mock_write_json,
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mock_viz,
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mock_combined_score,
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mock_avg_metrics,
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mock_evaluate,
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mock_makedirs,
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tmp_path,
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):
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mock_evaluate.return_value = {
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"success": True,
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"quality_metrics": {"overall_quality": 0.8},
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"speed_metrics": {"total_duration": 30.0},
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"resource_metrics": {},
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}
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mock_avg_metrics.return_value = {
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"quality_metrics": {"overall_quality": 0.8},
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"speed_metrics": {"total_duration": 30.0},
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"resource_metrics": {},
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}
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mock_combined_score.return_value = 0.75
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from local_deep_research.benchmarks.comparison.evaluator import (
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compare_configurations,
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)
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result = compare_configurations(
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query="research q",
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configurations=[{"name": "Cfg1"}],
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output_dir=str(tmp_path),
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)
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assert result["successful_configurations"] == 1
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assert result["failed_configurations"] == 0
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assert len(result["results"]) == 1
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assert result["results"][0]["overall_score"] == 0.75
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@patch(f"{MODULE}.os.makedirs")
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@patch(f"{MODULE}._evaluate_single_configuration")
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@patch(f"{MODULE}._calculate_average_metrics")
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@patch(f"{MODULE}.calculate_combined_score")
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@patch(f"{MODULE}._create_comparison_visualizations")
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@patch(
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"local_deep_research.security.file_write_verifier.write_json_verified"
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)
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def test_results_sorted_by_score_descending(
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self,
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mock_write_json,
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mock_viz,
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mock_combined_score,
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mock_avg_metrics,
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mock_evaluate,
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mock_makedirs,
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tmp_path,
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):
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mock_evaluate.return_value = {
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"success": True,
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"quality_metrics": {},
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"speed_metrics": {},
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"resource_metrics": {},
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}
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mock_avg_metrics.return_value = {
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"quality_metrics": {},
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"speed_metrics": {},
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"resource_metrics": {},
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}
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scores = [0.3, 0.9, 0.6]
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mock_combined_score.side_effect = scores
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from local_deep_research.benchmarks.comparison.evaluator import (
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compare_configurations,
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)
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cfgs = [{"name": f"Cfg{i}"} for i in range(3)]
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result = compare_configurations(
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query="q", configurations=cfgs, output_dir=str(tmp_path)
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)
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returned_scores = [r["overall_score"] for r in result["results"]]
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assert returned_scores == sorted(returned_scores, reverse=True)
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@patch(f"{MODULE}.os.makedirs")
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@patch(f"{MODULE}._evaluate_single_configuration")
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@patch(f"{MODULE}._calculate_average_metrics")
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@patch(f"{MODULE}.calculate_combined_score")
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@patch(f"{MODULE}._create_comparison_visualizations")
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@patch(
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"local_deep_research.security.file_write_verifier.write_json_verified"
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)
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def test_repetitions_aggregated(
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self,
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mock_write_json,
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mock_viz,
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mock_combined_score,
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mock_avg_metrics,
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mock_evaluate,
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mock_makedirs,
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tmp_path,
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):
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mock_evaluate.return_value = {
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"success": True,
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"quality_metrics": {},
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"speed_metrics": {},
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"resource_metrics": {},
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}
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mock_avg_metrics.return_value = {
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"quality_metrics": {},
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"speed_metrics": {},
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"resource_metrics": {},
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}
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mock_combined_score.return_value = 0.5
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from local_deep_research.benchmarks.comparison.evaluator import (
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compare_configurations,
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)
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result = compare_configurations(
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query="q",
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configurations=[{"name": "Cfg1"}],
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output_dir=str(tmp_path),
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repetitions=3,
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)
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assert result["results"][0]["runs_completed"] == 3
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# ---------------------------------------------------------------------------
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# compare_configurations – mixed success/failure
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# ---------------------------------------------------------------------------
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class TestCompareConfigurationsMixed:
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@patch(f"{MODULE}.os.makedirs")
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@patch(f"{MODULE}._evaluate_single_configuration")
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@patch(f"{MODULE}._calculate_average_metrics")
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@patch(f"{MODULE}.calculate_combined_score")
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@patch(f"{MODULE}._create_comparison_visualizations")
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@patch(
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"local_deep_research.security.file_write_verifier.write_json_verified"
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)
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def test_mixed_run_counts_correct(
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self,
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mock_write_json,
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mock_viz,
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mock_combined_score,
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mock_avg_metrics,
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mock_evaluate,
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mock_makedirs,
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tmp_path,
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):
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# First config succeeds, second fails
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mock_evaluate.side_effect = [
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{
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"success": True,
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"quality_metrics": {},
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"speed_metrics": {},
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"resource_metrics": {},
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},
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{"success": False, "error": "fail"},
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]
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mock_avg_metrics.return_value = {
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"quality_metrics": {},
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"speed_metrics": {},
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"resource_metrics": {},
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}
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mock_combined_score.return_value = 0.6
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from local_deep_research.benchmarks.comparison.evaluator import (
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compare_configurations,
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)
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result = compare_configurations(
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query="q",
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configurations=[{"name": "Cfg1"}, {"name": "Cfg2"}],
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output_dir=str(tmp_path),
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)
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assert result["successful_configurations"] == 1
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assert result["failed_configurations"] == 1
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@patch(f"{MODULE}.os.makedirs")
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@patch(f"{MODULE}._evaluate_single_configuration")
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@patch(f"{MODULE}._calculate_average_metrics")
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@patch(f"{MODULE}.calculate_combined_score")
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@patch(f"{MODULE}._create_comparison_visualizations")
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@patch(
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"local_deep_research.security.file_write_verifier.write_json_verified"
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)
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def test_exception_during_run_marked_as_failed(
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self,
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mock_write_json,
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mock_viz,
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mock_combined_score,
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mock_avg_metrics,
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mock_evaluate,
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mock_makedirs,
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tmp_path,
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):
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mock_evaluate.side_effect = RuntimeError("connection error")
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from local_deep_research.benchmarks.comparison.evaluator import (
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compare_configurations,
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)
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result = compare_configurations(
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query="q",
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configurations=[{"name": "CfgBad"}],
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output_dir=str(tmp_path),
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)
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assert result["failed_configurations"] == 1
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# ---------------------------------------------------------------------------
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# _calculate_average_metrics
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# ---------------------------------------------------------------------------
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class TestCalculateAverageMetrics:
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def test_empty_list_returns_empty_dict(self):
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from local_deep_research.benchmarks.comparison.evaluator import (
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_calculate_average_metrics,
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)
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result = _calculate_average_metrics([])
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assert result == {}
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def test_single_result_averaged_correctly(self):
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from local_deep_research.benchmarks.comparison.evaluator import (
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_calculate_average_metrics,
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)
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results = [
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{
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"quality_metrics": {"overall_quality": 0.8},
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"speed_metrics": {"total_duration": 30.0},
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"resource_metrics": {"process_memory_max_mb": 256.0},
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}
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]
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avg = _calculate_average_metrics(results)
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assert avg["quality_metrics"]["overall_quality"] == 0.8
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assert avg["speed_metrics"]["total_duration"] == 30.0
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assert avg["resource_metrics"]["process_memory_max_mb"] == 256.0
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def test_multiple_results_averaged(self):
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from local_deep_research.benchmarks.comparison.evaluator import (
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_calculate_average_metrics,
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)
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results = [
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{
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"quality_metrics": {"score": 0.6},
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"speed_metrics": {},
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"resource_metrics": {},
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},
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{
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"quality_metrics": {"score": 0.8},
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"speed_metrics": {},
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"resource_metrics": {},
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},
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]
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avg = _calculate_average_metrics(results)
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assert avg["quality_metrics"]["score"] == pytest.approx(0.7, abs=1e-9)
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def test_missing_keys_in_some_results_handled(self):
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from local_deep_research.benchmarks.comparison.evaluator import (
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_calculate_average_metrics,
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)
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results = [
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{
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"quality_metrics": {"a": 0.5},
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"speed_metrics": {},
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"resource_metrics": {},
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},
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{
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"quality_metrics": {},
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"speed_metrics": {"b": 1.0},
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"resource_metrics": {},
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},
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]
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avg = _calculate_average_metrics(results)
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# "a" only in first result → average of [0.5] = 0.5
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assert avg["quality_metrics"]["a"] == 0.5
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# "b" only in second result → average of [1.0] = 1.0
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assert avg["speed_metrics"]["b"] == 1.0
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# ---------------------------------------------------------------------------
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# _create_comparison_visualizations – no successful results
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# ---------------------------------------------------------------------------
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class TestCreateComparisonVisualizationsNoResults:
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@patch(f"{MODULE}.plt")
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def test_no_successful_results_returns_early(self, mock_plt, tmp_path):
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from local_deep_research.benchmarks.comparison.evaluator import (
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_create_comparison_visualizations,
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)
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report = {
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"results": [{"success": False, "error": "failed"}],
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}
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_create_comparison_visualizations(
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report, output_dir=str(tmp_path), timestamp="20240101_000000"
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)
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mock_plt.figure.assert_not_called()
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# ---------------------------------------------------------------------------
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# _evaluate_single_configuration – error path
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# ---------------------------------------------------------------------------
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class TestEvaluateSingleConfigurationError:
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@patch(f"{MODULE}.SpeedProfiler")
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@patch(f"{MODULE}.ResourceMonitor")
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@patch(f"{MODULE}.get_llm")
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def test_llm_error_returns_failure_dict(
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self, mock_get_llm, mock_monitor, mock_profiler
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):
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mock_get_llm.side_effect = RuntimeError("no LLM available")
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mock_profiler_instance = MagicMock()
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mock_profiler.return_value = mock_profiler_instance
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mock_monitor_instance = MagicMock()
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mock_monitor.return_value = mock_monitor_instance
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from local_deep_research.benchmarks.comparison.evaluator import (
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_evaluate_single_configuration,
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)
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result = _evaluate_single_configuration(
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query="test query",
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config={"name": "bad_config"},
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)
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assert result["success"] is False
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assert "no LLM available" in result["error"]
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