Index

A

accelerator (vocal_helper.accel.AccelPlan attribute) (vocal_helper.AccelPlan attribute) ACCELERATORS (in module vocal_helper.accel) AccelPlan (class in vocal_helper) (class in vocal_helper.accel) agree (vocal_helper.lid.RegionVerdict attribute) (vocal_helper.RegionVerdict attribute) appearances (vocal_helper.consistency.ConsistencyReport attribute) (vocal_helper.ConsistencyReport attribute) apple_silicon (vocal_helper.accel.Hardware attribute) (vocal_helper.Hardware attribute) apply_env() (vocal_helper.accel.AccelPlan method) (vocal_helper.AccelPlan method) asr (vocal_helper.OfflinePipelineConfig attribute) (vocal_helper.pipeline.OfflinePipelineConfig attribute) (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute)

AsrSettings (class in vocal_helper.nemotron_asr) AsrTranscript (class in vocal_helper.asr_cloud) AsrWord (class in vocal_helper.asr_cloud) assign() (vocal_helper.exemplar.ExemplarClusterer method) (vocal_helper.ExemplarClusterer method) (vocal_helper.incremental.IncrementalClusterer method) (vocal_helper.IncrementalClusterer method) assigned_label (vocal_helper.consistency.ConsistencyReport attribute) (vocal_helper.ConsistencyReport attribute) audio_duration() (in module vocal_helper.cloud_media) audio_fingerprint() (in module vocal_helper.wallet)

B

backend (vocal_helper.BackendPlan attribute), [1] (vocal_helper.growing.GrowingBufferDiarStage attribute) (vocal_helper.GrowingBufferDiarStage attribute) (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) (vocal_helper.router.BackendPlan attribute), [1]

BackendPlan (class in vocal_helper) (class in vocal_helper.router) BATCH_MODEL (in module vocal_helper.diar_cloud) blank_id (vocal_helper.nemotron_asr.AsrSettings attribute), [1] boost_top_scores() (in module vocal_helper.nemotron) bottleneck (vocal_helper.LiveBudget attribute) build_speaker_turns() (in module vocal_helper.fusion)

C

centroids() (vocal_helper.incremental.IncrementalClusterer method) (vocal_helper.IncrementalClusterer method) choose_asr_engine() (in module vocal_helper.pipeline) chunk_len (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) chunk_right_context (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) chunk_s (vocal_helper.nemotron_asr.AsrSettings attribute) clean_durations (vocal_helper.incremental.WindowFeatures attribute), [1] (vocal_helper.WindowFeatures attribute), [1] CloudLivePipeline (class in vocal_helper) (class in vocal_helper.cloud) CloudOfflineConfig (class in vocal_helper) (class in vocal_helper.cloud) CloudOfflinePipeline (class in vocal_helper) (class in vocal_helper.cloud) CloudUtterance (class in vocal_helper) (class in vocal_helper.types) code_switching (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute)

collision (vocal_helper.consistency.ConsistencyReport attribute) (vocal_helper.ConsistencyReport attribute) compress_cache() (in module vocal_helper.nemotron) confidence (vocal_helper.asr_cloud.AsrWord attribute) (vocal_helper.Exemplar attribute), [1] (vocal_helper.exemplar.Exemplar attribute), [1] (vocal_helper.nemotron_asr.Word attribute) ConsistencyReport (class in vocal_helper) (class in vocal_helper.consistency) consolidate() (in module vocal_helper) (in module vocal_helper.turns) consume_snapshot() (vocal_helper.diar.DiartDiarStage method) cosine_distances() (in module vocal_helper.incremental) cpwer() (in module vocal_helper.bench) credential() (in module vocal_helper) (in module vocal_helper.credentials) credentials_status() (in module vocal_helper) (in module vocal_helper.credentials) cross_check_regions() (in module vocal_helper) (in module vocal_helper.lid) CtcToken (class in vocal_helper.nemotron_asr)

D

DEFAULT_DIARIZATION_ENGINES_SHA256 (in module vocal_helper.diar) DEFAULT_GAP_S (in module vocal_helper.rediar) default_language() (in module vocal_helper.gui) DEFAULT_MIN_SPEAKER_S (in module vocal_helper.rediar) DEFAULT_PERIOD_S (in module vocal_helper.rediar) DEFAULT_REF_BUDGET_S (in module vocal_helper.rediar) DEFAULT_WINDOW_S (in module vocal_helper.rediar) DEFAULTS (vocal_helper.diar.DiartDiarStage attribute) delta_new (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] delta_position (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] delta_quantile (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] delta_scale (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] der_report() (in module vocal_helper.bench) describe() (vocal_helper.accel.AccelPlan method) (vocal_helper.accel.Hardware method) (vocal_helper.AccelPlan method) (vocal_helper.consistency.ConsistencyReport method) (vocal_helper.ConsistencyReport method) (vocal_helper.Hardware method) (vocal_helper.LiveBudget method) detect_language() (in module vocal_helper) (in module vocal_helper.lid) detect_language_regions() (in module vocal_helper) (in module vocal_helper.lid) detect_language_regions_fast() (in module vocal_helper) (in module vocal_helper.lid) detect_language_speechbrain() (in module vocal_helper) (in module vocal_helper.lid) detector_commit_s (vocal_helper.eot_bench.EOTPair attribute), [1] (vocal_helper.EOTPair attribute), [1] diar (vocal_helper.OfflinePipelineConfig attribute) (vocal_helper.pipeline.OfflinePipelineConfig attribute) (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute)

diar_latency_s (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute) DiarEvent (class in vocal_helper.diar_cloud) diarize() (vocal_helper.diar.OfflineDiarStage method) (vocal_helper.growing.GrowingBufferDiarStage method) (vocal_helper.GrowingBufferDiarStage method) (vocal_helper.incremental.IncrementalDiarStage method) (vocal_helper.IncrementalDiarStage method) (vocal_helper.nemotron.NemotronOnnxDiar method) (vocal_helper.NemotronOnnxDiar method) (vocal_helper.OfflineDiarStage method) DiarizedSegment (class in vocal_helper) (class in vocal_helper.types) diarizer (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) diarizer_model (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) DiartDiarStage (class in vocal_helper.diar) disable_low_scores() (in module vocal_helper.nemotron) discovered_speakers (vocal_helper.growing.GrowingBufferDiarStage property) (vocal_helper.GrowingBufferDiarStage property) (vocal_helper.incremental.IncrementalDiarStage property) (vocal_helper.IncrementalDiarStage property) (vocal_helper.PeriodicOfflineDiarStage property) distances() (vocal_helper.exemplar.ExemplarClusterer method) (vocal_helper.ExemplarClusterer method) diversity_margin (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] drift (vocal_helper.consistency.ConsistencyReport attribute) (vocal_helper.ConsistencyReport attribute) dropped (vocal_helper.fanout.Sink attribute) (vocal_helper.Sink attribute) dropped_frames (vocal_helper.Pipeline attribute) (vocal_helper.pipeline.Pipeline attribute) duration_s (vocal_helper.rediar.SpeakerReference property) (vocal_helper.SpeakerReference property)

E

effective_rtf (vocal_helper.LiveBudget attribute) elevenlabs_transcribe() (in module vocal_helper.asr_cloud) ema_alpha (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] emb_dim (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1] embeddings (vocal_helper.incremental.WindowFeatures attribute), [1] (vocal_helper.WindowFeatures attribute), [1] empty() (vocal_helper.nemotron.StreamingState class method) end (vocal_helper.fusion.SpeakerTurn attribute) end_s (vocal_helper.nemotron_asr.Word attribute) end_stream() (vocal_helper.diar_cloud.PyannoteAiLiveDiar method) engine (vocal_helper.CloudUtterance attribute) (vocal_helper.types.CloudUtterance attribute) engine_name() (vocal_helper.cloud.CloudOfflinePipeline method) (vocal_helper.CloudOfflinePipeline method) ensure_model() (in module vocal_helper.models) env (vocal_helper.accel.AccelPlan attribute) (vocal_helper.AccelPlan attribute) eot (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute)

eot_score() (in module vocal_helper) EOTPair (class in vocal_helper) (class in vocal_helper.eot_bench) events() (vocal_helper.diar_cloud.PyannoteAiLiveDiar method) Exemplar (class in vocal_helper) (class in vocal_helper.exemplar) exemplar_counts (vocal_helper.exemplar.ExemplarClusterer property) (vocal_helper.ExemplarClusterer property) ExemplarClusterer (class in vocal_helper) (class in vocal_helper.exemplar) ExemplarPolicy (class in vocal_helper) (class in vocal_helper.exemplar) expected_der (vocal_helper.BackendPlan attribute), [1] (vocal_helper.router.BackendPlan attribute), [1] expected_rtf (vocal_helper.BackendPlan attribute), [1] (vocal_helper.router.BackendPlan attribute), [1] extract() (vocal_helper.incremental.IncrementalDiarStage method) (vocal_helper.IncrementalDiarStage method) extract_clip() (in module vocal_helper.cloud_media)

F

false_cutoff_rate() (in module vocal_helper) (in module vocal_helper.eot_bench) fanout() (in module vocal_helper) (in module vocal_helper.fanout) fb (vocal_helper.nemotron_asr.AsrSettings attribute), [1] fifo (vocal_helper.nemotron.StreamingState attribute), [1] fifo_len (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) fifo_preds (vocal_helper.nemotron.StreamingState attribute), [1] filename (vocal_helper.models.ModelSpec attribute) first (vocal_helper.nemotron_asr.CtcToken attribute) first_s (vocal_helper.growing.GrowingBufferPolicy attribute), [1] (vocal_helper.GrowingBufferPolicy attribute), [1]

FR_FILLERS (in module vocal_helper.bench) frame_s (vocal_helper.nemotron_asr.AsrSettings attribute) frames() (vocal_helper.nemotron_asr.NemotronOnnxAsr method) from_metadata() (vocal_helper.nemotron.NemotronSchedule class method) (vocal_helper.nemotron_asr.AsrSettings class method) (vocal_helper.NemotronSchedule class method) from_microphone() (in module vocal_helper.sources) from_numpy_array() (in module vocal_helper.sources) from_url() (in module vocal_helper.sources) from_wav_file() (in module vocal_helper.sources) fuse_live_transcripts() (in module vocal_helper.fusion)

G

gap_s (vocal_helper.growing.GrowingBufferPolicy attribute), [1] (vocal_helper.GrowingBufferPolicy attribute), [1] (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) GemmaAnalystStage (class in vocal_helper) (class in vocal_helper.llm) GLADIA_LIVE_MODEL (in module vocal_helper.asr_cloud) GLADIA_MAX_S (in module vocal_helper.asr_cloud) GLADIA_PRERECORDED_MODEL (in module vocal_helper.asr_cloud) gladia_transcribe() (in module vocal_helper.asr_cloud) gladia_utterances() (in module vocal_helper.asr_cloud)

GladiaLiveASR (class in vocal_helper.asr_cloud) glossary (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) greedy_ctc() (in module vocal_helper.nemotron_asr) growing (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute) GrowingBufferDiarStage (class in vocal_helper) (class in vocal_helper.growing) GrowingBufferPolicy (class in vocal_helper) (class in vocal_helper.growing) gui() (in module vocal_helper.api)

H

hang_rate() (in module vocal_helper) (in module vocal_helper.eot_bench) Hardware (class in vocal_helper) (class in vocal_helper.accel) headroom (vocal_helper.LiveBudget attribute)

health() (in module vocal_helper.api) holds() (vocal_helper.LiveBudget method) (vocal_helper.rediar.RediarPolicy method) (vocal_helper.RediarPolicy method) hop_length (vocal_helper.nemotron.MelSettings attribute), [1] (vocal_helper.nemotron_asr.AsrSettings attribute)

I

id (vocal_helper.nemotron_asr.CtcToken attribute) IncrementalClusterer (class in vocal_helper) (class in vocal_helper.incremental) IncrementalDiarStage (class in vocal_helper) (class in vocal_helper.incremental)

IncrementalPolicy (class in vocal_helper) (class in vocal_helper.incremental) inter_speaker_scale() (in module vocal_helper) (in module vocal_helper.incremental) intra_speaker_scale() (in module vocal_helper) (in module vocal_helper.incremental)

J

JOIN_THRESHOLD (in module vocal_helper.diar)

join_words() (in module vocal_helper) (in module vocal_helper.turns)

K

kind (vocal_helper.asr_cloud.AsrTranscript attribute) (vocal_helper.diar_cloud.DiarEvent attribute)

L

label() (vocal_helper.incremental.IncrementalDiarStage method) (vocal_helper.IncrementalDiarStage method) label_time (vocal_helper.consistency.ConsistencyReport attribute) (vocal_helper.ConsistencyReport attribute) LabelRevision (class in vocal_helper) lang (vocal_helper.LangRegion attribute) (vocal_helper.lid.LangRegion attribute) LangRegion (class in vocal_helper) (class in vocal_helper.lid) language (vocal_helper.CloudUtterance attribute) (vocal_helper.types.CloudUtterance attribute) (vocal_helper.types.Utterance attribute) (vocal_helper.Utterance attribute) language_posterior_curve() (in module vocal_helper) (in module vocal_helper.lid) languages (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) last (vocal_helper.nemotron_asr.CtcToken attribute) latencies() (vocal_helper.live_metrics.LiveMetrics method) (vocal_helper.LiveMetrics method) latency_s (vocal_helper.nemotron.NemotronSchedule property) (vocal_helper.NemotronSchedule property) license (vocal_helper.models.ModelSpec attribute) live_budget() (in module vocal_helper)

LIVE_MODEL (in module vocal_helper.diar_cloud) LiveBudget (class in vocal_helper) LiveMetrics (class in vocal_helper) (class in vocal_helper.live_metrics) llm (vocal_helper.OfflinePipelineConfig attribute) (vocal_helper.pipeline.OfflinePipelineConfig attribute) (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute) load() (vocal_helper.nemotron.NemotronOnnxDiar method) (vocal_helper.NemotronOnnxDiar method) local (vocal_helper.incremental.WindowFeatures attribute), [1] (vocal_helper.WindowFeatures attribute), [1] locate() (vocal_helper.nemotron.NemotronOnnxDiar method) (vocal_helper.nemotron_asr.NemotronOnnxAsr method) (vocal_helper.NemotronOnnxDiar method) log_guard (vocal_helper.nemotron.MelSettings attribute), [1] (vocal_helper.nemotron_asr.AsrSettings attribute) log_mel() (in module vocal_helper.nemotron) (in module vocal_helper.nemotron_asr) log_pred_scores() (in module vocal_helper.nemotron) logprob (vocal_helper.nemotron_asr.CtcToken attribute) long_range_agreement() (vocal_helper.consistency.ConsistencyReport method) (vocal_helper.ConsistencyReport method) LOSSLESS (in module vocal_helper.fanout) LOSSY (in module vocal_helper.fanout)

M

machine (vocal_helper.accel.Hardware attribute) (vocal_helper.Hardware attribute) main() (in module vocal_helper.cli) (in module vocal_helper.mcp) make_embedder() (in module vocal_helper) (in module vocal_helper.diar) map_by_overlap() (in module vocal_helper) (in module vocal_helper.growing) match_speakers_across_overlap() (in module vocal_helper.cloud_media) max_exemplars (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] max_period_s (vocal_helper.growing.GrowingBufferPolicy attribute), [1] (vocal_helper.GrowingBufferPolicy attribute), [1] max_speakers (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) max_speakers_within() (vocal_helper.rediar.RediarPolicy method) (vocal_helper.RediarPolicy method) median_latency_s() (in module vocal_helper.eot_bench) MelSettings (class in vocal_helper.nemotron) merge (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] merge() (vocal_helper.exemplar.ExemplarClusterer method) (vocal_helper.ExemplarClusterer method) MERGE_LINKAGE (in module vocal_helper.diar) merge_speakers() (in module vocal_helper) (in module vocal_helper.diar) MERGE_THRESHOLD (in module vocal_helper.diar) merge_threshold (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] message (vocal_helper.diar_cloud.DiarEvent attribute) min_pos_scores_rate (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) min_speaker_s (vocal_helper.growing.GrowingBufferPolicy attribute), [1] (vocal_helper.GrowingBufferPolicy attribute), [1] (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) min_speakers (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) misattributed_share (vocal_helper.consistency.ConsistencyReport property) (vocal_helper.ConsistencyReport property)

mode (vocal_helper.BackendPlan attribute), [1] (vocal_helper.router.BackendPlan attribute), [1] model (vocal_helper.SummarySnapshot attribute) (vocal_helper.types.SummarySnapshot attribute) model_dir() (in module vocal_helper.models) model_kwargs (vocal_helper.accel.AccelPlan attribute) (vocal_helper.AccelPlan attribute) ModelSpec (class in vocal_helper.models) module vocal_helper vocal_helper.accel vocal_helper.api vocal_helper.asr vocal_helper.asr_cloud vocal_helper.bench vocal_helper.cli vocal_helper.cloud vocal_helper.cloud_media vocal_helper.consistency vocal_helper.credentials vocal_helper.diar vocal_helper.diar_cloud vocal_helper.eot vocal_helper.eot_bench vocal_helper.exemplar vocal_helper.fanout vocal_helper.fusion vocal_helper.growing vocal_helper.gui vocal_helper.incremental vocal_helper.lid vocal_helper.live_metrics vocal_helper.llm vocal_helper.mcp vocal_helper.models vocal_helper.nemotron vocal_helper.nemotron_asr vocal_helper.parallel_pipelines vocal_helper.pipeline vocal_helper.rediar vocal_helper.router vocal_helper.sources vocal_helper.turns vocal_helper.types vocal_helper.vad vocal_helper.wallet

N

n_fft (vocal_helper.nemotron.MelSettings attribute), [1] (vocal_helper.nemotron_asr.AsrSettings attribute) n_mels (vocal_helper.nemotron.MelSettings attribute), [1] (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1] name (vocal_helper.models.ModelSpec attribute) (vocal_helper.StageLoad attribute) neighbours (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] NemotronAsrStage (class in vocal_helper.nemotron_asr) NemotronOnnxAsr (class in vocal_helper.nemotron_asr)

NemotronOnnxDiar (class in vocal_helper) (class in vocal_helper.nemotron) NemotronSchedule (class in vocal_helper) (class in vocal_helper.nemotron) new_speaker (vocal_helper.LabelRevision attribute) normalize_fr() (in module vocal_helper.bench) normalize_per_feature() (in module vocal_helper.nemotron_asr) num_speakers (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1]

O

offline (vocal_helper.growing.GrowingBufferDiarStage attribute) (vocal_helper.GrowingBufferDiarStage attribute) OFFLINE_PREFERENCE (in module vocal_helper.diar) OfflineDiarStage (class in vocal_helper) (class in vocal_helper.diar) OfflinePipeline (class in vocal_helper) (class in vocal_helper.pipeline) OfflinePipelineConfig (class in vocal_helper) (class in vocal_helper.pipeline) old_speaker (vocal_helper.LabelRevision attribute) on_revision (vocal_helper.growing.GrowingBufferDiarStage attribute) (vocal_helper.GrowingBufferDiarStage attribute)

online (vocal_helper.growing.GrowingBufferDiarStage attribute) (vocal_helper.GrowingBufferDiarStage attribute) ONLINE_PREFERENCE (in module vocal_helper.diar) OnlineDiarStage (class in vocal_helper) (class in vocal_helper.diar) open_gladia_live_session() (in module vocal_helper.asr_cloud) open_pyannoteai_live_stream() (in module vocal_helper.diar_cloud) overlap_s (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) overlay_path() (in module vocal_helper.credentials)

P

paid() (in module vocal_helper.wallet) parse_gladia_message() (in module vocal_helper.asr_cloud) parse_pyannote_message() (in module vocal_helper.diar_cloud) passes (vocal_helper.growing.GrowingBufferDiarStage property) (vocal_helper.GrowingBufferDiarStage property) pcm (vocal_helper.DiarizedSegment attribute) (vocal_helper.PcmFrame attribute) (vocal_helper.rediar.SpeakerReference attribute) (vocal_helper.SpeakerReference attribute) (vocal_helper.types.DiarizedSegment attribute) (vocal_helper.types.PcmFrame attribute) (vocal_helper.types.VoicedSegment attribute) (vocal_helper.VoicedSegment attribute) PCM_CHUNK_BYTES (in module vocal_helper.diar_cloud) PCM_CHUNK_MS (in module vocal_helper.diar_cloud) pcm_f32_to_wire_bytes() (in module vocal_helper.asr_cloud) (in module vocal_helper.diar_cloud) PCM_SAMPLE_RATE (in module vocal_helper.asr_cloud) (in module vocal_helper.diar_cloud) PcmFrame (class in vocal_helper) (class in vocal_helper.types) per_unit (vocal_helper.LiveBudget attribute) performance_threads (vocal_helper.accel.Hardware attribute) (vocal_helper.Hardware attribute) period_s (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) PeriodicOfflineDiarStage (class in vocal_helper) Pipeline (class in vocal_helper) (class in vocal_helper.pipeline) pipeline() (in module vocal_helper.api) PipelineConfig (class in vocal_helper) (class in vocal_helper.pipeline)

plan_chunks() (in module vocal_helper.cloud_media) plan_refresh() (in module vocal_helper.rediar) policy (vocal_helper.exemplar.ExemplarClusterer attribute) (vocal_helper.ExemplarClusterer attribute) (vocal_helper.growing.GrowingBufferDiarStage attribute) (vocal_helper.GrowingBufferDiarStage attribute) (vocal_helper.incremental.IncrementalClusterer attribute) (vocal_helper.IncrementalClusterer attribute) pred_score_threshold (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) preemphasis (vocal_helper.nemotron.MelSettings attribute), [1] (vocal_helper.nemotron_asr.AsrSettings attribute) primary (vocal_helper.lid.RegionVerdict attribute) (vocal_helper.RegionVerdict attribute) primer_s() (vocal_helper.rediar.RediarPolicy method) (vocal_helper.RediarPolicy method) primer_t0 (vocal_helper.rediar.SpeakerReference attribute) (vocal_helper.SpeakerReference attribute) primer_t1 (vocal_helper.rediar.SpeakerReference attribute) (vocal_helper.SpeakerReference attribute) probabilities() (vocal_helper.nemotron.NemotronOnnxDiar method) (vocal_helper.NemotronOnnxDiar method) probabilities_to_segments() (in module vocal_helper.nemotron) probe() (in module vocal_helper.accel) probe_duration_s() (in module vocal_helper.sources) providers (vocal_helper.nemotron.NemotronOnnxDiar property) (vocal_helper.NemotronOnnxDiar property) PUNCT_RE (in module vocal_helper.bench) pyannoteai_diarize() (in module vocal_helper.diar_cloud) PyannoteAiLiveDiar (class in vocal_helper.diar_cloud)

Q

qsize_pcm (vocal_helper.OfflinePipelineConfig attribute) (vocal_helper.pipeline.OfflinePipelineConfig attribute) (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute)

qsize_seg (vocal_helper.OfflinePipelineConfig attribute) (vocal_helper.pipeline.OfflinePipelineConfig attribute) (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute)

R

ratio (vocal_helper.growing.GrowingBufferPolicy attribute), [1] (vocal_helper.GrowingBufferPolicy attribute), [1] rationale (vocal_helper.BackendPlan property) (vocal_helper.router.BackendPlan property) read_back_identities() (in module vocal_helper) (in module vocal_helper.rediar) reason (vocal_helper.BackendPlan attribute), [1] (vocal_helper.router.BackendPlan attribute), [1] recent (vocal_helper.SummarySnapshot attribute) (vocal_helper.types.SummarySnapshot attribute) record() (vocal_helper.live_metrics.LiveMetrics method) (vocal_helper.LiveMetrics method) record_queue_wait() (vocal_helper.live_metrics.LiveMetrics method) (vocal_helper.LiveMetrics method) rediar (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute) RediarPolicy (class in vocal_helper) (class in vocal_helper.rediar) ref_budget_s (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) reference (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] refresh() (vocal_helper.growing.GrowingBufferDiarStage method) (vocal_helper.GrowingBufferDiarStage method) (vocal_helper.PeriodicOfflineDiarStage method) refresh_times() (in module vocal_helper) (in module vocal_helper.growing) refreshes (vocal_helper.PeriodicOfflineDiarStage attribute) RegionVerdict (class in vocal_helper) (class in vocal_helper.lid) relabel_utterances() (in module vocal_helper.fusion) render_gui() (in module vocal_helper.gui) report() (vocal_helper.live_metrics.LiveMetrics method) (vocal_helper.LiveMetrics method) reset() (vocal_helper.growing.GrowingBufferDiarStage method) (vocal_helper.GrowingBufferDiarStage method) (vocal_helper.incremental.IncrementalDiarStage method) (vocal_helper.IncrementalDiarStage method) resolve() (in module vocal_helper.accel) resolve_backend() (in module vocal_helper.diar) resolve_diarization_engines() (in module vocal_helper.diar) resolve_engine() (in module vocal_helper) (in module vocal_helper.pipeline)

resolve_graph() (in module vocal_helper.nemotron) (in module vocal_helper.nemotron_asr) resolve_sherpa_models() (in module vocal_helper) (in module vocal_helper.diar) revision_rate() (vocal_helper.live_metrics.LiveMetrics method) (vocal_helper.LiveMetrics method) revisions (vocal_helper.PeriodicOfflineDiarStage attribute) rho_update_s (vocal_helper.exemplar.ExemplarPolicy attribute), [1] (vocal_helper.ExemplarPolicy attribute), [1] (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] root() (in module vocal_helper.api) rtf (vocal_helper.StageLoad attribute) run() (vocal_helper.asr.WhisperStage method) (vocal_helper.cloud.CloudLivePipeline method) (vocal_helper.cloud.CloudOfflinePipeline method) (vocal_helper.CloudLivePipeline method) (vocal_helper.CloudOfflinePipeline method) (vocal_helper.diar.OfflineDiarStage method) (vocal_helper.diar.OnlineDiarStage method) (vocal_helper.eot.SemanticEOTStage method) (vocal_helper.GemmaAnalystStage method) (vocal_helper.growing.GrowingBufferDiarStage method) (vocal_helper.GrowingBufferDiarStage method) (vocal_helper.llm.GemmaAnalystStage method) (vocal_helper.nemotron.NemotronOnnxDiar method) (vocal_helper.nemotron_asr.NemotronAsrStage method) (vocal_helper.NemotronOnnxDiar method) (vocal_helper.OfflineDiarStage method) (vocal_helper.OfflinePipeline method) (vocal_helper.OnlineDiarStage method) (vocal_helper.PeriodicOfflineDiarStage method) (vocal_helper.Pipeline method) (vocal_helper.pipeline.OfflinePipeline method) (vocal_helper.pipeline.Pipeline method) (vocal_helper.SemanticEOTStage method) (vocal_helper.SileroVADStage method) (vocal_helper.vad.SileroVADStage method) (vocal_helper.WhisperStage method) run_parallel_async() (in module vocal_helper) (in module vocal_helper.parallel_pipelines) run_parallel_sync() (in module vocal_helper) (in module vocal_helper.parallel_pipelines)

S

sample_rate (vocal_helper.DiarizedSegment attribute) (vocal_helper.nemotron.MelSettings attribute), [1] (vocal_helper.nemotron_asr.AsrSettings attribute) (vocal_helper.PcmFrame attribute) (vocal_helper.types.DiarizedSegment attribute) (vocal_helper.types.PcmFrame attribute) (vocal_helper.types.VoicedSegment attribute) (vocal_helper.VoicedSegment attribute) sanitize_keyterms() (in module vocal_helper.asr_cloud) sb_prob (vocal_helper.lid.RegionVerdict attribute) (vocal_helper.RegionVerdict attribute) schedule (vocal_helper.nemotron.NemotronOnnxDiar property) (vocal_helper.NemotronOnnxDiar property) score() (in module vocal_helper.eot_bench) scores_boost_latest (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1] segments() (vocal_helper.growing.GrowingBufferDiarStage method) (vocal_helper.GrowingBufferDiarStage method) select_diarization() (in module vocal_helper) (in module vocal_helper.router) SemanticEOTStage (class in vocal_helper) (class in vocal_helper.eot) send_audio() (vocal_helper.asr_cloud.GladiaLiveASR method) (vocal_helper.diar_cloud.PyannoteAiLiveDiar method) SENTENCE_END (in module vocal_helper.turns) separating_threshold() (in module vocal_helper) (in module vocal_helper.incremental) set_credentials() (in module vocal_helper.credentials) settings (vocal_helper.nemotron_asr.NemotronOnnxAsr property) sha256 (vocal_helper.models.ModelSpec attribute) sherpa_num_clusters (vocal_helper.BackendPlan attribute), [1] (vocal_helper.router.BackendPlan attribute), [1] sil_threshold (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) SileroVADStage (class in vocal_helper) (class in vocal_helper.vad) Sink (class in vocal_helper) (class in vocal_helper.fanout) snapshot_to_delta() (in module vocal_helper.diar) source_policy (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute) speaker (vocal_helper.CloudUtterance attribute) (vocal_helper.diar_cloud.DiarEvent attribute) (vocal_helper.DiarizedSegment attribute) (vocal_helper.fusion.SpeakerTurn attribute) (vocal_helper.rediar.SpeakerReference attribute) (vocal_helper.SpeakerReference attribute) (vocal_helper.types.CloudUtterance attribute) (vocal_helper.types.DiarizedSegment attribute) (vocal_helper.types.Utterance attribute) (vocal_helper.Utterance attribute) speaker_by_overlap() (in module vocal_helper.cloud_media) speaker_consistency() (in module vocal_helper) (in module vocal_helper.consistency) speaker_count (vocal_helper.exemplar.ExemplarClusterer property) (vocal_helper.ExemplarClusterer property) (vocal_helper.incremental.IncrementalClusterer property) (vocal_helper.IncrementalClusterer property) speaker_label_error() (in module vocal_helper.bench) speaker_labels (vocal_helper.exemplar.ExemplarClusterer property) (vocal_helper.ExemplarClusterer property) (vocal_helper.growing.GrowingBufferDiarStage property) (vocal_helper.GrowingBufferDiarStage property) (vocal_helper.incremental.IncrementalClusterer property) (vocal_helper.incremental.IncrementalDiarStage property) (vocal_helper.IncrementalClusterer property) (vocal_helper.IncrementalDiarStage property) (vocal_helper.PeriodicOfflineDiarStage property)

SpeakerReference (class in vocal_helper) (class in vocal_helper.rediar) speakers (vocal_helper.incremental.WindowFeatures attribute), [1] (vocal_helper.WindowFeatures attribute), [1] SpeakerTurn (class in vocal_helper.fusion) speech (vocal_helper.nemotron_asr.Transcript attribute) speechbrain (vocal_helper.lid.RegionVerdict attribute) (vocal_helper.RegionVerdict attribute) spkcache (vocal_helper.nemotron.StreamingState attribute), [1] spkcache_len (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) spkcache_preds (vocal_helper.nemotron.StreamingState attribute), [1] spkcache_sil_frames_per_spk (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1] spkcache_update_period (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1] stable_rounds_before_pinning (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) stack (vocal_helper.nemotron_asr.AsrSettings attribute) stage_failures (vocal_helper.OfflinePipeline attribute) (vocal_helper.Pipeline attribute) (vocal_helper.pipeline.OfflinePipeline attribute) (vocal_helper.pipeline.Pipeline attribute) stage_rtf() (vocal_helper.rediar.RediarPolicy method) (vocal_helper.RediarPolicy method) StageCrashed StageLoad (class in vocal_helper) start (vocal_helper.fusion.SpeakerTurn attribute) start_s (vocal_helper.nemotron_asr.Word attribute) started_at (vocal_helper.live_metrics.LiveMetrics attribute) (vocal_helper.LiveMetrics attribute) streaming_frames() (vocal_helper.nemotron_asr.NemotronOnnxAsr method) streaming_update() (in module vocal_helper.nemotron) StreamingState (class in vocal_helper.nemotron) strong_boost_rate (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) subsampling (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1] subscribe_diarized() (vocal_helper.OfflinePipeline method) (vocal_helper.Pipeline method) (vocal_helper.pipeline.OfflinePipeline method) (vocal_helper.pipeline.Pipeline method) subscribe_utterances() (vocal_helper.OfflinePipeline method) (vocal_helper.Pipeline method) (vocal_helper.pipeline.OfflinePipeline method) (vocal_helper.pipeline.Pipeline method) subscribe_voiced() (vocal_helper.Pipeline method) (vocal_helper.pipeline.Pipeline method) summary (vocal_helper.SummarySnapshot attribute) (vocal_helper.types.SummarySnapshot attribute) summary() (vocal_helper.live_metrics.LiveMetrics method) (vocal_helper.LiveMetrics method) SummarySnapshot (class in vocal_helper) (class in vocal_helper.types) supported_languages() (in module vocal_helper.gui) system (vocal_helper.accel.Hardware attribute) (vocal_helper.Hardware attribute)

T

t0 (vocal_helper.CloudUtterance attribute) (vocal_helper.DiarizedSegment attribute) (vocal_helper.incremental.WindowFeatures attribute), [1] (vocal_helper.LabelRevision attribute) (vocal_helper.LangRegion attribute) (vocal_helper.lid.LangRegion attribute) (vocal_helper.lid.RegionVerdict attribute) (vocal_helper.PcmFrame attribute) (vocal_helper.RegionVerdict attribute) (vocal_helper.SummarySnapshot attribute) (vocal_helper.types.CloudUtterance attribute) (vocal_helper.types.DiarizedSegment attribute) (vocal_helper.types.PcmFrame attribute) (vocal_helper.types.SummarySnapshot attribute) (vocal_helper.types.Utterance attribute) (vocal_helper.types.VoicedSegment attribute) (vocal_helper.Utterance attribute) (vocal_helper.VoicedSegment attribute) (vocal_helper.WindowFeatures attribute), [1] t1 (vocal_helper.CloudUtterance attribute) (vocal_helper.DiarizedSegment attribute) (vocal_helper.LabelRevision attribute) (vocal_helper.LangRegion attribute) (vocal_helper.lid.LangRegion attribute) (vocal_helper.lid.RegionVerdict attribute) (vocal_helper.RegionVerdict attribute) (vocal_helper.types.CloudUtterance attribute) (vocal_helper.types.DiarizedSegment attribute) (vocal_helper.types.Utterance attribute) (vocal_helper.types.VoicedSegment attribute) (vocal_helper.Utterance attribute) (vocal_helper.VoicedSegment attribute)

tags (vocal_helper.nemotron_asr.Transcript attribute) tau_active (vocal_helper.incremental.IncrementalPolicy attribute), [1] (vocal_helper.IncrementalPolicy attribute), [1] term_error_rate() (in module vocal_helper.bench) text (vocal_helper.CloudUtterance attribute) (vocal_helper.nemotron_asr.Transcript property) (vocal_helper.nemotron_asr.Word attribute) (vocal_helper.types.CloudUtterance attribute) (vocal_helper.types.Utterance attribute) (vocal_helper.Utterance attribute) threads (vocal_helper.accel.AccelPlan attribute) (vocal_helper.AccelPlan attribute) time_begin (vocal_helper.asr_cloud.AsrWord attribute) time_end (vocal_helper.asr_cloud.AsrWord attribute) times() (vocal_helper.growing.GrowingBufferPolicy method) (vocal_helper.GrowingBufferPolicy method) timestamp (vocal_helper.diar_cloud.DiarEvent attribute) tokens_to_words() (in module vocal_helper.nemotron_asr) transcribe() (in module vocal_helper.api) (vocal_helper.nemotron_asr.NemotronOnnxAsr method) transcribe_chunk() (vocal_helper.nemotron_asr.NemotronAsrStage method) transcribe_pcm() (in module vocal_helper) (in module vocal_helper.asr) transcribe_pcm_with_language() (in module vocal_helper) (in module vocal_helper.asr) transcriber (vocal_helper.cloud.CloudOfflineConfig attribute) (vocal_helper.CloudOfflineConfig attribute) TRANSCRIBERS (in module vocal_helper.cloud) Transcript (class in vocal_helper.nemotron_asr) transcripts() (vocal_helper.asr_cloud.GladiaLiveASR method) true_turn_end_s (vocal_helper.eot_bench.EOTPair attribute), [1] (vocal_helper.EOTPair attribute), [1]

U

unbounded_rtf() (vocal_helper.rediar.RediarPolicy static method) (vocal_helper.RediarPolicy static method) unit (vocal_helper.StageLoad attribute) updates (vocal_helper.incremental.IncrementalClusterer property) (vocal_helper.IncrementalClusterer property)

upload_ready() (in module vocal_helper.cloud_media) upsample_factor (vocal_helper.nemotron.NemotronSchedule attribute), [1] (vocal_helper.NemotronSchedule attribute), [1] upstreams (vocal_helper.models.ModelSpec attribute) Utterance (class in vocal_helper) (class in vocal_helper.types)

V

vad (vocal_helper.pipeline.PipelineConfig attribute) (vocal_helper.PipelineConfig attribute) vector (vocal_helper.Exemplar attribute), [1] (vocal_helper.exemplar.Exemplar attribute), [1] violations (vocal_helper.live_metrics.LiveMetrics property) (vocal_helper.LiveMetrics property) vocab (vocal_helper.nemotron_asr.AsrSettings attribute), [1] vocal_helper module vocal_helper.accel module vocal_helper.api module vocal_helper.asr module vocal_helper.asr_cloud module vocal_helper.bench module vocal_helper.cli module vocal_helper.cloud module vocal_helper.cloud_media module vocal_helper.consistency module vocal_helper.credentials module vocal_helper.diar module vocal_helper.diar_cloud module vocal_helper.eot module vocal_helper.eot_bench module vocal_helper.exemplar module vocal_helper.fanout module

vocal_helper.fusion module vocal_helper.growing module vocal_helper.gui module vocal_helper.incremental module vocal_helper.lid module vocal_helper.live_metrics module vocal_helper.llm module vocal_helper.mcp module vocal_helper.models module vocal_helper.nemotron module vocal_helper.nemotron_asr module vocal_helper.parallel_pipelines module vocal_helper.pipeline module vocal_helper.rediar module vocal_helper.router module vocal_helper.sources module vocal_helper.turns module vocal_helper.types module vocal_helper.vad module vocal_helper.wallet module VoicedSegment (class in vocal_helper) (class in vocal_helper.types)

W

wallet_disabled() (in module vocal_helper.wallet) wallet_path() (in module vocal_helper.wallet) weak_boost_rate (vocal_helper.nemotron.NemotronSchedule attribute) (vocal_helper.NemotronSchedule attribute) wer_report() (in module vocal_helper.bench) whisper_backends (vocal_helper.accel.Hardware attribute) (vocal_helper.Hardware attribute) WhisperStage (class in vocal_helper) (class in vocal_helper.asr) why (vocal_helper.accel.AccelPlan attribute) (vocal_helper.AccelPlan attribute) win_length (vocal_helper.nemotron.MelSettings attribute), [1] window (vocal_helper.nemotron_asr.AsrSettings attribute), [1] window_s (vocal_helper.rediar.RediarPolicy attribute) (vocal_helper.RediarPolicy attribute) WindowFeatures (class in vocal_helper) (class in vocal_helper.incremental)

windows() (vocal_helper.incremental.IncrementalDiarStage method) (vocal_helper.IncrementalDiarStage method) Word (class in vocal_helper.nemotron_asr) word (vocal_helper.asr_cloud.AsrWord attribute) word_confidence (vocal_helper.CloudUtterance attribute) (vocal_helper.types.CloudUtterance attribute) words (vocal_helper.asr_cloud.AsrTranscript attribute) (vocal_helper.CloudUtterance attribute) (vocal_helper.nemotron_asr.Transcript attribute) (vocal_helper.types.CloudUtterance attribute) (vocal_helper.types.Utterance attribute) (vocal_helper.Utterance attribute) worst_collision (vocal_helper.consistency.ConsistencyReport property) (vocal_helper.ConsistencyReport property) worst_drift (vocal_helper.consistency.ConsistencyReport property) (vocal_helper.ConsistencyReport property) worst_staleness_s() (vocal_helper.growing.GrowingBufferPolicy method) (vocal_helper.GrowingBufferPolicy method)