Module: Cohere::Transcribe::Output::Publication
- Defined in:
- lib/cohere/transcribe/output/publication.rb
Constant Summary collapse
- OUTPUT_SCHEMA_VERSION =
8- PROFILE_SCHEMA_VERSION =
9- REPETITION_DETECTOR_VERSION =
3- SILERO_VERSION =
"6.2.1"- SUCCESSFUL_BATCH_PROFILE_FIELDS =
%w[ segments processor_rows max_new_tokens generated_tokens generated_tokens_by_row prepare_seconds h2d_seconds generation_call_wall_seconds generate_device_seconds generation_analysis_seconds padded_audio_seconds padding_ratio peak_allocated_gib peak_reserved_gib ].freeze
Class Method Summary collapse
- .atomic_write_set(paths, contents, before_commit: nil, rename: nil, directory_bindings: nil, operation_hook: nil) ⇒ Object
- .bind_profile_path(path) ⇒ Object
- .implementation_payload ⇒ Object
- .plan(entries, options) ⇒ Object
- .profile_payload(run, runtime_metrics: nil) ⇒ Object
- .render(format, result, options, speech_spans: nil) ⇒ Object
- .result_payload(result, options, speech_spans: nil) ⇒ Object
- .revalidate(plan, options) ⇒ Object
- .verify_plan_directory_continuity!(before_plans, after_plans) ⇒ Object
- .verify_profile_directory_continuity!(before_binding, after_binding) ⇒ Object
- .with_plan_lock(plan, &block) ⇒ Object
- .write(plan, result, options, generation_id: nil, speech_spans: nil) ⇒ Object
- .write_profile(path, run, runtime_metrics: nil, directory_binding: nil) ⇒ Object
Class Method Details
.atomic_write_set(paths, contents, before_commit: nil, rename: nil, directory_bindings: nil, operation_hook: nil) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 846 def atomic_write_set(paths, contents, before_commit: nil, rename: nil, directory_bindings: nil, operation_hook: nil) staged = {} backups = {} committed = [] preserved_backups = {} open_handles = [] failed = false bound_directories = publication_bound_directories(paths, directory_bindings) operation_hook&.call(:directories_opened, nil) paths.each do |format, supplied_destination| destination = Pathname(supplied_destination). bound = bound_directories.fetch(destination.dirname) bound.verify! output_mode = bound_output_mode(bound, destination.basename.to_s) temporary_name = nil temporary = nil Thread.handle_interrupt(State::DEFERRED_PUBLICATION_EXCEPTIONS) do temporary_name, temporary = bound.create_temporary(destination.basename.to_s, ".tmp") staged[destination] = [bound, temporary_name].freeze open_handles << temporary end begin temporary.chmod(output_mode) operation_hook&.call(:before_stage_write, destination) temporary.write(contents.fetch(format)) temporary.flush temporary.fsync ensure temporary.close unless temporary.closed? end bound.verify! end staged.each do |destination, (bound, _temporary_name)| operation_hook&.call(:before_backup_open, destination) source = nil Thread.handle_interrupt(State::DEFERRED_PUBLICATION_EXCEPTIONS) do source = begin bound.open_regular(destination.basename.to_s) rescue Errno::ENOENT nil end open_handles << source if source end unless source backups[destination] = nil next end backup_name = nil backup = nil Thread.handle_interrupt(State::DEFERRED_PUBLICATION_EXCEPTIONS) do backup_name, backup = bound.create_temporary(destination.basename.to_s, ".bak") backups[destination] = [bound, backup_name].freeze open_handles << backup end begin backup.chmod(source.stat.mode & 0o7777) operation_hook&.call(:before_backup_copy, destination) IO.copy_stream(source, backup) backup.flush backup.fsync ensure source.close backup.close end bound.verify! end before_commit&.call bound_directories.each_value(&:verify!) staged.each do |destination, (bound, temporary_name)| operation_hook&.call(:before_rename, destination) if rename Thread.handle_interrupt(State::DEFERRED_PUBLICATION_EXCEPTIONS) do committed << destination rename.call(bound.display_path(temporary_name), destination) bound.rename(temporary_name, destination.basename.to_s) if bound.regular_entry?(temporary_name) end else Thread.handle_interrupt(State::DEFERRED_PUBLICATION_EXCEPTIONS) do bound.rename(temporary_name, destination.basename.to_s) committed << destination end end operation_hook&.call(:after_rename, destination) bound.verify! end bound_directories.each_value(&:fsync) bound_directories.each_value(&:verify!) rescue Exception => e # rubocop:disable Lint/RescueException -- rollback must include interrupts failed = true rollback_errors = [] committed.reverse_each do |destination| backup = backups[destination] bound, backup_name = backup bound ||= staged.fetch(destination).first begin Thread.handle_interrupt(State::DEFERRED_PUBLICATION_EXCEPTIONS) do bound.unlink(destination.basename.to_s, missing_ok: true) bound.rename(backup_name, destination.basename.to_s) if backup_name end rescue SystemCallError, TranscriptionRuntimeError => rollback_error preserved_backups[backup] = true if backup_name rollback_errors << "#{destination}: #{rollback_error.}" end end begin bound_directories&.each_value(&:fsync) rescue SystemCallError, TranscriptionRuntimeError => rollback_error rollback_errors << "directory sync: #{rollback_error.}" end if rollback_errors.any? detail = rollback_errors.join("; ") retained = preserved_backups.keys.filter_map do |backup| backup&.then { |bound, name| bound.display_path(name).to_s } end.sort raise TranscriptionRuntimeError, "Output commit failed and rollback was incomplete (#{detail}); " \ "preserved backups: #{retained}", cause: e end raise e ensure cleanup_errors = [] staged&.each_value do |bound, name| bound.unlink(name, missing_ok: true) rescue SystemCallError, TranscriptionRuntimeError => e cleanup_errors << e end backups&.each_value do |backup| next unless backup && !preserved_backups&.key?(backup) bound, name = backup bound.unlink(name, missing_ok: true) rescue SystemCallError, TranscriptionRuntimeError => e cleanup_errors << e end open_handles&.each { |handle| handle.close unless handle.closed? } bound_directories&.each_value(&:close) raise cleanup_errors.first if cleanup_errors.any? && !failed end |
.bind_profile_path(path) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 318 def bind_profile_path(path) return unless path destination = Pathname(path). State.ensure_bound_directory(destination.dirname) rescue SystemCallError, ArgumentError, TranscriptionRuntimeError => e raise TranscriptionInputError, "Cannot prepare profile output path #{path}: #{e.}" end |
.implementation_payload ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 526 def implementation_payload @implementation_payload ||= begin behavior_root = Pathname(__dir__).parent package_root = behavior_root.parent.parent suffixes = %w[.rb .onnx .so .bundle .dylib .dll] artifacts = Dir.glob(behavior_root.join("**", "*").to_s).filter_map do |name| path = Pathname(name) next unless path.file? && suffixes.include?(path.extname) [path.relative_path_from(package_root).to_s.tr(File::SEPARATOR, "/"), Digest::SHA256.file(path).hexdigest] end.to_h artifacts.each do |key, value| key.freeze value.freeze end artifacts.freeze { "package_version" => VERSION, "artifacts_sha256" => artifacts }.freeze end end |
.plan(entries, options) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 42 def plan(entries, ) publication = .publication unless publication return entries.to_h do |entry| [ entry.path, PublicationPlan.new( paths: {}.freeze, state_path: nil, checkpoint_path: nil, source_snapshot: nil, asr_contract_key: nil, render_contract_key: nil, lock_target: nil, directory_bindings: [].freeze, skipped: false, generation_id: nil ) ] end.freeze end root = publication.output_dir&. if root root_binding = State.ensure_bound_directory(root) root = root_binding.canonical_path end claimed = {} input_paths = entries.to_h { |entry| [entry.path..to_s, true] } profile_path = publication.profile_json&. profile_key = nil if profile_path if profile_path.symlink? || (profile_path.exist? && !profile_path.file?) raise TranscriptionInputError, "Profile path is not a regular file: #{profile_path}" end profile_key = prospective_realpath(profile_path).to_s if input_paths.key?(profile_key) raise TranscriptionInputError, "Profile path collides with an input audio file: #{profile_path}" end end asr_contract_key = State.asr_contract_key() render_contract_key = State.render_contract_key() plans = entries.to_h do |entry| source_snapshot = source_record(entry.path) parent = root ? root.join(entry.relative_path.dirname) : entry.path.dirname ensure_within_output_root!(prospective_realpath(parent), root, parent) if root parent_binding = State.ensure_bound_directory(parent, root_binding: root_binding) parent = parent_binding.canonical_path ensure_within_output_root!(parent, root, parent) if root directory_bindings = [root_binding, parent_binding].compact.uniq.freeze stem = entry.relative_path.basename(entry.relative_path.extname).to_s paths = publication.formats.to_h do |format| output_path = parent.join("#{stem}.#{format}") validate_output_path!(output_path, input_paths, entry.path) canonical = output_path..to_s if (previous = claimed[canonical]) && previous != entry.path raise TranscriptionInputError, "Output collision between #{previous} and #{entry.path}: #{output_path}" end if profile_key == canonical raise TranscriptionInputError, "Profile path collides with a transcript output: #{output_path}" end claimed[canonical] = entry.path [format, output_path.freeze] end.freeze state_path = State.state_path_for_outputs(paths) checkpoint_path = State.checkpoint_path_for_outputs(paths) lock_target = State.lock_target_for_outputs(paths) { "State marker" => state_path, "ASR checkpoint" => checkpoint_path }.each do |label, reserved_path| if reserved_path.symlink? || (reserved_path.exist? && !reserved_path.file?) raise TranscriptionInputError, "#{label} is not a regular file: #{reserved_path}" end reserved_key = reserved_path..to_s if profile_key == reserved_key raise TranscriptionInputError, "Profile path collides with a reserved #{label.downcase}: #{reserved_path}" end if input_paths.key?(reserved_key) || claimed.key?(reserved_key) raise TranscriptionInputError, "#{label} collides with an input or output: #{reserved_path}" end claimed[reserved_key] = entry.path end existing = paths.values.select(&:exist?) if existing.any? && publication.existing == "error" rendered = existing.map { |path| " #{path}" }.join("\n") raise TranscriptionInputError, "Output already exists:\n#{rendered}\n" \ "Use existing: 'overwrite' or existing: 'skip'." end verification = if publication.existing == "skip" && existing.length == paths.length State.verify_published_outputs( source_snapshot: source_snapshot, output_paths: paths, state_path: state_path, asr_contract_key: asr_contract_key, render_contract_key: render_contract_key, directory_binding: directory_bindings.last, guard_bindings: directory_bindings ) end skipped = verification&.verified? || false [ entry.path, PublicationPlan.new( paths: paths, state_path: state_path.freeze, checkpoint_path: checkpoint_path.freeze, source_snapshot: source_snapshot, asr_contract_key: asr_contract_key, render_contract_key: render_contract_key, lock_target: lock_target, directory_bindings: directory_bindings, skipped: skipped, generation_id: verification&.generation_id ) ] end plans.freeze rescue SystemCallError, ArgumentError, TranscriptionRuntimeError => e detail = e..to_s.delete("\0") raise TranscriptionInputError, "Cannot prepare output paths: #{detail}" end |
.profile_payload(run, runtime_metrics: nil) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 327 def profile_payload(run, runtime_metrics: nil) requested = run. resolved = run. statistics = run.statistics runtime_metrics ||= {} file_segmentation = runtime_metrics.fetch(:file_segmentation, {}) results = run.results successful = results.reject { |result| result.status == "failed" } representative = results.find { |result| result.provenance.model_id } || results.first all_durations = results.flat_map do |result| profile_segment_durations(result, file_segmentation[result.path.to_s]) end inferred_durations = results.reject do |result| result.provenance.resumed_from_asr_checkpoint end.flat_map do |result| profile_segment_durations(result, file_segmentation[result.path.to_s]) end requested_engines = results.filter_map(&:provenance) .filter_map(&:vad_engine_requested).uniq.sort actual_engines = results.filter_map(&:provenance) .filter_map(&:vad_engine_actual).uniq.sort vad_prepared_groups = runtime_metrics.fetch(:vad_prepared_groups, 0) vad_model_calls = runtime_metrics.fetch(:vad_model_calls, 0) vad_valid_frames = runtime_metrics.fetch(:vad_valid_frames, 0) vad_padded_frames = runtime_metrics.fetch(:vad_padded_frames, 0) vad_max_files_per_call = runtime_metrics.fetch(:vad_max_files_per_call, 0) vad_effective_block_frames = runtime_metrics.fetch(:vad_effective_block_frames, 0) vad_intraop_threads = runtime_metrics.fetch(:vad_intraop_threads, 0) vad_padding_ratio = if vad_padded_frames.zero? 0.0 else 1.0 - vad_valid_frames.fdiv(vad_padded_frames) end { "schema_version" => PROFILE_SCHEMA_VERSION, "created_unix_seconds" => Time.now.to_f, "implementation" => implementation_payload, "models" => profile_models_payload(representative, resolved), "environment" => environment_payload(resolved, runtime_metrics), "configuration" => configuration_payload(requested, results, resolved: false), "resolved_configuration" => configuration_payload(resolved, results, resolved: true), "run" => { "elapsed_seconds" => statistics.elapsed_seconds, "successful_files" => successful.length, "failed_files" => results.count { |result| result.status == "failed" }, "successful_audio_seconds" => statistics.successful_audio_seconds, "real_time_factor_x" => statistics.real_time_factor_x }, "timings" => timings_payload(statistics, runtime_metrics), "vad" => { "requested_engines" => requested_engines, "actual_engines" => actual_engines, "torch_device" => vad_prepared_groups.positive? ? "cpu" : nil, # This reference-schema field reports the effective CPU # intra-op count for Ruby's sequence-ONNX substitution. "torch_intraop_threads" => vad_intraop_threads.positive? ? vad_intraop_threads : nil, "configured_file_batch_size" => resolved.vad_batch_size, "configured_block_frames" => resolved.vad_block_frames, "effective_block_frames" => vad_effective_block_frames.positive? ? vad_effective_block_frames : nil, "prepared_groups" => vad_prepared_groups, "model_calls" => vad_model_calls, "valid_frames" => vad_valid_frames, "padded_frames" => vad_padded_frames, "padding_ratio" => vad_padding_ratio, "max_files_per_call" => vad_max_files_per_call }, "asr" => { "batches" => statistics.asr_batches, "processor_rows" => statistics.asr_processor_rows, "generated_tokens" => statistics.generated_tokens, "valid_feature_frames" => nil, "padded_feature_frames" => nil, "discarded_processor_rows" => 0, "discarded_valid_feature_frames" => 0, "discarded_padded_feature_frames" => 0, "padding_ratio" => nil, "effective_batch_min" => runtime_metrics[:effective_batch_min], "effective_batch_max" => runtime_metrics[:effective_batch_max], "final_batch_size" => runtime_metrics[:final_batch_size], "final_batch_cap" => runtime_metrics[:final_batch_cap], "oom_retries" => statistics.oom_retries, "truncation_retries" => statistics.truncation_retries, "discarded_feature_batches" => 0, "pin_memory_fallbacks" => 0, "all_segment_duration_seconds" => duration_quantiles(all_durations), "inferred_segment_duration_seconds" => duration_quantiles(inferred_durations), "batch_history" => profile_batch_history(runtime_metrics[:batch_history]), "checkpoint_resumed_files" => results.count do |result| result.provenance.resumed_from_asr_checkpoint end, "checkpoint_written_files" => runtime_metrics.fetch(:checkpoint_written_files, 0) }, "cuda_memory" => { "total_gib" => runtime_metrics[:cuda_total_gib], "free_start_gib" => runtime_metrics[:cuda_free_start_gib], "free_end_gib" => runtime_metrics[:cuda_free_end_gib], "peak_allocated_gib" => nil, "peak_reserved_gib" => nil }, "files" => results.map do |result| profile_file_payload( result, resolved, segmentation: file_segmentation[result.path.to_s] ) end } end |
.render(format, result, options, speech_spans: nil) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 437 def render(format, result, , speech_spans: nil) case format when "txt" lines = result.segments.empty? ? [result.text.to_s] : result.segments.map(&:text) Rendering.plain_text(lines) when "srt" then Rendering.srt(result.cues) when "vtt" then Rendering.vtt(result.cues) when "json" then Rendering.json(result_payload(result, , speech_spans: speech_spans)) else raise TranscriptionRuntimeError, "Unsupported publication format: #{format.inspect}" end end |
.result_payload(result, options, speech_spans: nil) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 450 def result_payload(result, , speech_spans: nil) provenance = result.provenance { "schema_version" => OUTPUT_SCHEMA_VERSION, "implementation" => implementation_payload, "source" => { "path" => result.path.to_s, "duration_seconds" => result.duration, "sample_rate" => SAMPLE_RATE, "decode_backend" => provenance.decode_backend, "decode_fallback_reason" => provenance.decode_fallback_reason }, "language" => .language, "segmentation" => .vad, "segmentation_details" => { "mode" => .vad, "requested_engine" => provenance.vad_engine_requested, "actual_engine" => provenance.vad_engine_actual, "provider" => provenance.vad_provider, "provider_options" => (provenance, ), "fallback_reason" => provenance.vad_fallback_reason, "merge" => .vad_merge, "parameters" => segmentation_parameters(), "speech_spans" => speech_spans_payload(result, speech_spans) }, "timing" => .alignment, "models" => { "asr" => { "id" => provenance.model_id, "revision" => provenance.model_revision, "format" => provenance.model_format, "quantization" => nil, "adapter" => provenance.adapter_id && { "id" => provenance.adapter_id, "revision" => provenance.adapter_revision } }, "vad" => output_vad_model_payload(, provenance), "aligner" => aligner_payload() }, "fallback_alignment_segments" => provenance.fallback_alignment_segments, "repetition_detector_version" => REPETITION_DETECTOR_VERSION, "repetition_stopped_segments" => provenance.repetition_stopped_segments, "truncation_retried_segments" => provenance.truncation_retried_segments, "token_limit_segments" => provenance.token_limit_segments, "generated_tokens_by_segment" => provenance.generated_tokens_by_segment.map do |index, tokens| { "segment_index" => index, "tokens" => tokens } end, "transcript" => transcript_lines(result), "segments" => result.segments.filter_map do |segment| text = PythonText.strip(segment.text.to_s) next if text.empty? { "segment_index" => segment.index, "start" => segment.start, "end" => segment.end, "text" => text } end, "words" => result.words.map do |word| { "start" => word.start, "end" => word.end, "text" => word.text, "segment_index" => word.segment_index, "segment_word_index" => word.segment_word_index, "timing_source" => word.timing_source } end, "cues" => result.cues.map do |cue| { "start" => cue.start, "end" => cue.end, "text" => cue.text } end } end |
.revalidate(plan, options) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 206 def revalidate(plan, ) return PublicationDecision.new(action: :process, checkpoint: nil, generation_id: nil, reason: nil) if plan.paths.empty? plan.directory_bindings.each(&:verify!) State.ensure_source_unchanged!(plan.source_snapshot) validate_reserved_path!(plan.state_path, "State marker") validate_reserved_path!(plan.checkpoint_path, "ASR checkpoint") plan.paths.each_value { |path| validate_runtime_output_path!(path) } existing = plan.paths.values.select(&:exist?) if existing.any? && .publication.existing == "error" rendered = existing.map { |path| " #{path}" }.join("\n") raise TranscriptionInputError, "Output already exists:\n#{rendered}\n" \ "Use existing: 'overwrite' or existing: 'skip'." end if .publication.existing == "skip" && existing.length == plan.paths.length verification = State.verify_published_outputs( source_snapshot: plan.source_snapshot, output_paths: plan.paths, state_path: plan.state_path, asr_contract_key: plan.asr_contract_key, render_contract_key: plan.render_contract_key, directory_binding: plan.directory_bindings.last, guard_bindings: plan.directory_bindings ) if verification.verified? return PublicationDecision.new( action: :skip, checkpoint: nil, generation_id: verification.generation_id, reason: nil ) end publication_reason = verification.reason elsif existing.any? && .publication.existing == "skip" publication_reason = "requested output set is incomplete" end checkpoint = State.restore_asr_checkpoint( path: plan.checkpoint_path, source_snapshot: plan.source_snapshot, asr_contract_key: plan.asr_contract_key, directory_binding: plan.directory_bindings.last, guard_bindings: plan.directory_bindings ) if checkpoint.restored? return PublicationDecision.new( action: :resume, checkpoint: checkpoint.checkpoint, generation_id: checkpoint.checkpoint.generation_id, reason: publication_reason ) end reasons = [publication_reason, checkpoint.reason].compact PublicationDecision.new( action: :process, checkpoint: nil, generation_id: nil, reason: reasons.empty? ? nil : reasons.join("; ").freeze ) ensure plan.directory_bindings.each(&:verify!) if plan&.paths&.any? end |
.verify_plan_directory_continuity!(before_plans, after_plans) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 180 def verify_plan_directory_continuity!(before_plans, after_plans) raise TranscriptionRuntimeError, "Publication inputs changed between planning passes" unless before_plans.keys == after_plans.keys before_plans.each do |path, before_plan| after_plan = after_plans.fetch(path) before_plan.directory_bindings.each(&:verify!) after_plan.directory_bindings.each(&:verify!) next if before_plan.directory_bindings == after_plan.directory_bindings raise TranscriptionRuntimeError, "Publication parent identity changed between planning passes: #{path}" end nil end |
.verify_profile_directory_continuity!(before_binding, after_binding) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 195 def verify_profile_directory_continuity!(before_binding, after_binding) return if before_binding.nil? && after_binding.nil? before_binding&.verify! after_binding&.verify! return if before_binding == after_binding raise TranscriptionRuntimeError, "Profile parent identity changed between planning passes" end |
.with_plan_lock(plan, &block) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 174 def with_plan_lock(plan, &block) return block.call unless plan.lock_target State.with_output_lock(plan.lock_target, &block) end |
.write(plan, result, options, generation_id: nil, speech_spans: nil) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 272 def write(plan, result, , generation_id: nil, speech_spans: nil) return [].freeze if plan.paths.empty? contents = plan.paths.to_h do |format, _path| [format, render(format, result, , speech_spans: speech_spans)] end snapshot = plan.source_snapshot || source_record(result.path) generation_id = SecureRandom.hex(16) if generation_id.to_s.empty? manifest = State.published_manifest_content( source_snapshot: snapshot, output_paths: plan.paths, contents: contents, asr_contract_key: plan.asr_contract_key || State.asr_contract_key(), render_contract_key: plan.render_contract_key || State.render_contract_key(), generation_id: generation_id ) transaction_paths = plan.paths.merge("__manifest__" => plan.state_path).freeze transaction_contents = contents.merge("__manifest__" => manifest).freeze atomic_write_set( transaction_paths, transaction_contents, before_commit: -> { State.ensure_source_unchanged!(snapshot) }, directory_bindings: plan.directory_bindings ) plan.paths.values.freeze end |
.write_profile(path, run, runtime_metrics: nil, directory_binding: nil) ⇒ Object
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# File 'lib/cohere/transcribe/output/publication.rb', line 299 def write_profile(path, run, runtime_metrics: nil, directory_binding: nil) return unless path destination = Pathname(path). directory_binding ||= State.ensure_bound_directory(destination.dirname) payload = profile_payload(run, runtime_metrics: runtime_metrics) atomic_write_set( { "json" => destination }, { "json" => Rendering.json(payload) }, directory_bindings: [directory_binding] ) destination rescue Interrupt, SystemExit raise rescue StandardError => e raise TranscriptionRuntimeError, "profile output failed: #{e.class}: Cannot write #{path}: #{e.}" end |