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88952e4714
* Initial implementation * FIX keys * Add langfuse evals support * FIX trace upload * Delete .claude/settings.local.json Signed-off-by: soky srm <sokysrm@gmail.com> * Update client.rb * Small LLMs improvements * Keep batch size normal * Update categorizer * FIX json mode * Add reasonable alternative to matching * FIX thinking blocks for llms * Implement json mode support with AUTO mode * Make auto default for everyone * FIX linter * Address review * Allow export manual categories * FIX user export * FIX oneshot example pollution * Update categorization_golden_v1.yml * Update categorization_golden_v1.yml * Trim to 100 items * Update auto_categorizer.rb * FIX for auto retry in auto mode * Separate the Eval Logic from the Auto-Categorizer The expected_null_count parameter conflates eval-specific logic with production categorization logic. * Force json mode on evals * Introduce a more mixed dataset 150 items, performance from a local model: By Difficulty: easy: 93.22% accuracy (55/59) medium: 93.33% accuracy (42/45) hard: 92.86% accuracy (26/28) edge_case: 100.0% accuracy (18/18) * Improve datasets Remove Data leakage from prompts * Create eval runs as "pending" --------- Signed-off-by: soky srm <sokysrm@gmail.com> Signed-off-by: Juan José Mata <juanjo.mata@gmail.com> Co-authored-by: Juan José Mata <juanjo.mata@gmail.com>
71 lines
2.1 KiB
Ruby
71 lines
2.1 KiB
Ruby
class Eval::Result < ApplicationRecord
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self.table_name = "eval_results"
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belongs_to :run, class_name: "Eval::Run", foreign_key: :eval_run_id
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belongs_to :sample, class_name: "Eval::Sample", foreign_key: :eval_sample_id
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validates :actual_output, presence: true
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validates :correct, inclusion: { in: [ true, false ] }
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scope :correct, -> { where(correct: true) }
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scope :incorrect, -> { where(correct: false) }
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scope :with_nulls_returned, -> { where(null_returned: true) }
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scope :with_nulls_expected, -> { where(null_expected: true) }
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scope :exact_matches, -> { where(exact_match: true) }
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scope :hierarchical_matches, -> { where(hierarchical_match: true) }
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# Get actual category (for categorization results)
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def actual_category_name
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actual_output.dig("category_name") || actual_output["category_name"]
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end
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# Get actual merchant info (for merchant detection results)
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def actual_business_name
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actual_output.dig("business_name") || actual_output["business_name"]
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end
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def actual_business_url
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actual_output.dig("business_url") || actual_output["business_url"]
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end
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# Get actual functions called (for chat results)
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def actual_functions
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actual_output.dig("functions") || actual_output["functions"] || []
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end
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# Get actual response text (for chat results)
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def actual_response_text
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actual_output.dig("response_text") || actual_output["response_text"]
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end
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# Summary for display
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def summary
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{
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sample_id: sample_id,
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correct: correct,
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exact_match: exact_match,
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expected: sample.expected_output,
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actual: actual_output,
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latency_ms: latency_ms,
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cost: cost&.to_f
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}
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end
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# Detailed comparison with expected
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def detailed_comparison
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{
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sample_difficulty: sample.difficulty,
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sample_tags: sample.tags,
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input: sample.input_data,
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expected: sample.expected_output,
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actual: actual_output,
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correct: correct,
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exact_match: exact_match,
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hierarchical_match: hierarchical_match,
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null_expected: null_expected,
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null_returned: null_returned,
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fuzzy_score: fuzzy_score
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}
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end
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end
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