Class: CompletionKit::Run
- Inherits:
-
ApplicationRecord
- Object
- ActiveRecord::Base
- ApplicationRecord
- CompletionKit::Run
- Includes:
- Taggable, Turbo::Broadcastable
- Defined in:
- app/models/completion_kit/run.rb
Constant Summary collapse
- STATUSES =
%w[pending running completed failed].freeze
Constants inherited from ApplicationRecord
ApplicationRecord::TenantScopedUniquenessValidator
Class Method Summary collapse
Instance Method Summary collapse
- #as_json(options = {}) ⇒ Object
- #avg_score ⇒ Object
- #broadcast_actions ⇒ Object
- #broadcast_clear_responses ⇒ Object
- #broadcast_progress ⇒ Object
- #broadcast_response(response) ⇒ Object
- #broadcast_response_update(response) ⇒ Object
- #broadcast_sort_toolbar ⇒ Object
- #broadcast_status_header ⇒ Object
- #broadcast_ui ⇒ Object
- #check_metrics ⇒ Object
- #check_pass_rate ⇒ Object
- #generate_responses! ⇒ Object
- #gradable? ⇒ Boolean
- #gradable_metric_ids ⇒ Object
- #judge_configured? ⇒ Boolean
-
#judge_only? ⇒ Boolean
A scoring-only run grades a pre-existing column on the dataset instead of generating new outputs.
- #judge_only_input_data_checks? ⇒ Boolean
- #llm_judge_configured? ⇒ Boolean
- #llm_metrics ⇒ Object
- #mark_completed! ⇒ Object
- #metric_averages ⇒ Object
- #missing_dataset_variables ⇒ Object
- #outstanding_work_zero? ⇒ Boolean
- #progress_snapshot ⇒ Object
- #regrade! ⇒ Object
- #replace_metrics!(metric_ids) ⇒ Object
- #reviews_for_summary ⇒ Object
- #stale_review_summary ⇒ Object
- #start! ⇒ Object
Methods included from Taggable
Class Method Details
.display_scoped ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 27 def self.display_scoped filter = CompletionKit.config.runs_display_scope filter ? all.instance_exec(&filter) : all end |
.visible_run_ids ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 32 def self.visible_run_ids display_scoped.select(:id) end |
Instance Method Details
#as_json(options = {}) ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 343 def as_json( = {}) snap = progress_snapshot { id: id, name: name, status: status, prompt_id: prompt_id, dataset_id: dataset_id, judge_model: judge_model, temperature: temperature, output_column: output_column, expected_column: expected_column, created_at: created_at, updated_at: updated_at, responses_count: responses.count, avg_score: avg_score, check_pass_rate: check_pass_rate, progress_current: snap[:generated_done], progress_total: snap[:generated_total], progress: { generated: { done: snap[:generated_done], total: snap[:generated_total], failed: snap[:generated_failed] }, judged: { done: snap[:judged_done], total: snap[:judged_total], failed: snap[:judged_failed] } }, failed_response_ids: responses.where(status: "failed").pluck(:id), failure_summary: failure_summary, error_message: , metric_ids: metric_ids, tags: .as_json } end |
#avg_score ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 123 def avg_score scores = reviews_for_summary.map(&:ai_score).compact.map(&:to_f) return nil if scores.empty? (scores.sum / scores.length).round(2) end |
#broadcast_actions ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 391 def broadcast_actions broadcast_replace_to( "completion_kit_run_#{id}", target: "run_actions", html: render_engine_partial("completion_kit/runs/actions", run: self) ) end |
#broadcast_clear_responses ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 407 def broadcast_clear_responses broadcast_replace_to( "completion_kit_run_#{id}", target: "run_responses", html: '<tbody id="run_responses"></tbody>' ) end |
#broadcast_progress ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 374 def broadcast_progress reload broadcast_replace_to( "completion_kit_run_#{id}", target: "run_status_panel", html: render_engine_partial("completion_kit/runs/status_panel", run: self) ) end |
#broadcast_response(response) ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 415 def broadcast_response(response) broadcast_append_to( "completion_kit_run_#{id}", target: "run_responses", html: render_engine_partial("completion_kit/runs/response_row", run: self, response: response, index: responses.where("id <= ?", response.id).count) ) end |
#broadcast_response_update(response) ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 423 def broadcast_response_update(response) broadcast_replace_to( "completion_kit_run_#{id}", target: "response_#{response.id}", html: render_engine_partial("completion_kit/runs/response_row", run: self, response: response, index: responses.where("id <= ?", response.id).count) ) end |
#broadcast_sort_toolbar ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 399 def broadcast_replace_to( "completion_kit_run_#{id}", target: "run_sort_toolbar", html: render_engine_partial("completion_kit/runs/sort_toolbar", run: self) ) end |
#broadcast_status_header ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 383 def broadcast_status_header broadcast_replace_to( "completion_kit_run_#{id}", target: "run_status_header", html: render_engine_partial("completion_kit/runs/status_header", run: self) ) end |
#broadcast_ui ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 367 def broadcast_ui broadcast_progress broadcast_status_header broadcast_actions end |
#check_metrics ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 90 def check_metrics metrics.where(metric_type: "check") end |
#check_pass_rate ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 146 def check_pass_rate resolved = reviews_for_summary.reject { |r| r.passed.nil? } return nil if resolved.empty? passed = resolved.count { |r| r.passed == true } (passed.to_f / resolved.length).round(2) end |
#generate_responses! ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 266 def generate_responses! start! end |
#gradable? ⇒ Boolean
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# File 'app/models/completion_kit/run.rb', line 98 def gradable? llm_judge_configured? || check_metrics.any? end |
#gradable_metric_ids ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 57 def gradable_metric_ids ids = check_metrics.pluck(:id) ids += llm_metrics.pluck(:id) if judge_model.present? ids end |
#judge_configured? ⇒ Boolean
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# File 'app/models/completion_kit/run.rb', line 82 def judge_configured? judge_model.present? && metrics.any? && ApiConfig.valid_for_model?(judge_model) end |
#judge_only? ⇒ Boolean
A scoring-only run grades a pre-existing column on the dataset instead of generating new outputs. No prompt is attached; the response text is read from row; no LLM generation happens.
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# File 'app/models/completion_kit/run.rb', line 39 def judge_only? prompt.nil? end |
#judge_only_input_data_checks? ⇒ Boolean
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# File 'app/models/completion_kit/run.rb', line 102 def judge_only_input_data_checks? return false unless judge_only? attached = run_metrics.filter_map(&:metric) return false if attached.empty? attached.all?(&:check?) && attached.all? { |m| m.check_config.to_h["target"] == "input_data" } end |
#llm_judge_configured? ⇒ Boolean
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# File 'app/models/completion_kit/run.rb', line 94 def llm_judge_configured? judge_model.present? && llm_metrics.any? && ApiConfig.valid_for_model?(judge_model) end |
#llm_metrics ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 86 def llm_metrics metrics.where(metric_type: "llm_judge") end |
#mark_completed! ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 52 def mark_completed! update!(status: "completed") broadcast_ui end |
#metric_averages ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 130 def metric_averages reviews_for_summary.group_by(&:metric_name).filter_map do |name, reviews| scored = reviews.select { |r| r.ai_score.present? } if scored.any? scores = scored.map { |r| r.ai_score.to_f } { name: name, avg: (scores.sum / scores.length).round(1) } else resolved = reviews.reject { |r| r.passed.nil? } next if resolved.empty? passed = resolved.count { |r| r.passed == true } { name: name, kind: "check", pass_rate: (passed.to_f / resolved.length).round(2) } end end end |
#missing_dataset_variables ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 43 def missing_dataset_variables return [] unless prompt vars = prompt.variables return [] if vars.empty? return vars if dataset.nil? vars - dataset.headers end |
#outstanding_work_zero? ⇒ Boolean
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# File 'app/models/completion_kit/run.rb', line 63 def outstanding_work_zero? return false if responses.where.not(status: HasJobStatus::TERMINAL_STATUSES).exists? metric_ids = gradable_metric_ids return true if metric_ids.empty? succeeded_response_ids = responses.where(status: "succeeded").pluck(:id) expected_reviews = succeeded_response_ids.size * metric_ids.size return true if expected_reviews.zero? terminal_review_count = Review.where( response_id: succeeded_response_ids, metric_id: metric_ids, status: HasJobStatus::TERMINAL_STATUSES ).count terminal_review_count >= expected_reviews end |
#progress_snapshot ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 304 def progress_snapshot generated_done = responses.where(status: "succeeded").count generated_failed = responses.where(status: "failed").count generated_total = progress_total metric_ids = gradable_metric_ids metric_count = metric_ids.size judged_total = metric_count > 0 ? generated_done : 0 judged_done = 0 judged_failed = 0 if metric_count > 0 && judged_total > 0 succeeded_response_ids = responses.where(status: "succeeded").pluck(:id) review_counts = Review .where(response_id: succeeded_response_ids, metric_id: metric_ids) .group(:response_id, :status) .count succeeded_response_ids.each do |rid| ok = review_counts[[rid, "succeeded"]] || 0 bad = review_counts[[rid, "failed"]] || 0 next unless ok + bad == metric_count if bad > 0 judged_failed += 1 else judged_done += 1 end end end { generated_done: generated_done, generated_total: generated_total, generated_failed: generated_failed, judged_done: judged_done, judged_total: judged_total, judged_failed: judged_failed } end |
#regrade! ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 270 def regrade! return false if metrics.empty? || !gradable? eligible_responses = responses.where(status: "succeeded") eligible_responses = eligible_responses.where.not(response_text: nil) unless judge_only_input_data_checks? response_ids = eligible_responses.pluck(:id) return false if response_ids.empty? transaction do Review.where(response_id: response_ids).update_all( status: "pending", attempts: 0, metric_version_id: nil, ai_score: nil, passed: nil, ai_feedback: nil, error_provider: nil, error_class: nil, error_status: nil, error_message: nil ) update!(status: "running", failure_summary: nil, error_message: nil) response_ids.each do |rid| llm_metrics.each { |m| JudgeReviewJob.perform_later(rid, m.id, id) } if llm_judge_configured? check_metrics.each { |m| CheckReviewJob.perform_later(rid, m.id, id) } end RunCompletionCheckJob.perform_later(id) end broadcast_ui true end |
#replace_metrics!(metric_ids) ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 111 def replace_metrics!(metric_ids) return unless metric_ids run_metrics.delete_all Array(metric_ids).reject(&:blank?).each_with_index do |metric_id, index| run_metrics.create!(metric_id: metric_id, position: index + 1) end end |
#reviews_for_summary ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 119 def reviews_for_summary @reviews_for_summary ||= Review.where(response_id: responses.select(:id)).to_a end |
#stale_review_summary ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 154 def stale_review_summary review_pairs = Review.where(response_id: response_ids) .where.not(metric_id: nil) .where.not(metric_version_id: nil) .pluck(:metric_id, :metric_version_id, :metric_name) return {} if review_pairs.empty? metric_ids = review_pairs.map(&:first).uniq version_ids = review_pairs.map { |_, vid, _| vid }.uniq current_by_metric = MetricVersion.current.where(metric_id: metric_ids).pluck(:metric_id, :id, :version_number).each_with_object({}) do |(mid, vid, vnum), h| h[mid] = { id: vid, label: "v#{vnum}" } end label_by_version = MetricVersion.where(id: version_ids).pluck(:id, :version_number).each_with_object({}) { |(vid, vnum), h| h[vid] = "v#{vnum}" } summary = {} review_pairs.each do |metric_id, version_id, metric_name| current = current_by_metric[metric_id] next if current.nil? label = label_by_version[version_id] next if label.nil? next if label == current[:label] summary[metric_id] ||= { metric_name: metric_name, current_label: current[:label], stale_count: 0, scored_labels: [] } summary[metric_id][:stale_count] += 1 summary[metric_id][:scored_labels] |= [label] end summary end |
#start! ⇒ Object
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# File 'app/models/completion_kit/run.rb', line 182 def start! unless %w[pending failed].include?(status) return fail_with_summary!("Cannot start a run in state \"#{status}\". Use rerun to create a fresh copy, or retry_failures / regrade to work with the existing responses.") end rows = if dataset CsvProcessor.process_self(self) else [{}] end return fail_with_summary!("Dataset has no rows") if rows.empty? if judge_only? column = output_column.presence || "actual_output" unless judge_only_input_data_checks? || (dataset && dataset.headers.include?(column)) return fail_with_summary!("Dataset has no \"#{column}\" column") end else client = LlmClient.for_model(prompt.llm_model, ApiConfig.for_model(prompt.llm_model)) unless client.configured? return fail_with_summary!("LLM API not configured: #{client.configuration_errors.join(', ')}") end end begin transaction do responses.destroy_all update!( status: "running", progress_current: 0, progress_total: rows.length, failure_summary: nil, error_message: nil ) now = Time.current out_col = output_column.presence || "actual_output" exp_col = expected_column.presence || "expected_output" judge = judge_only? has_output = judge && dataset && dataset.headers.include?(out_col) scope_defaults = Response.all.where_values_hash.symbolize_keys response_attrs = rows.each_with_index.map do |row, index| { run_id: id, status: judge ? "succeeded" : "pending", row_index: index, input_data: row.empty? ? nil : row.to_json, expected_output: row[exp_col], response_text: (judge && has_output ? row[out_col].to_s : nil), attempts: 0, created_at: now, updated_at: now }.merge(scope_defaults) end Response.insert_all(response_attrs) responses.reset response_ids = responses.order(:row_index).pluck(:id) if judge judge_metrics = llm_judge_configured? ? llm_metrics.to_a : [] chk_metrics = check_metrics.to_a response_ids.each do |rid| judge_metrics.each { |m| JudgeReviewJob.perform_later(rid, m.id, id) } chk_metrics.each { |m| CheckReviewJob.perform_later(rid, m.id, id) } end RunCompletionCheckJob.perform_later(id) else response_ids.each { |rid| GenerateRowJob.perform_later(id, rid) } end end rescue ActiveRecord::RecordInvalid => e reload return fail_with_summary!(e.record.errors..to_sentence) end safely_broadcast do broadcast_ui broadcast_clear_responses end true end |