cjm-transcript-decomp-core 0.0.1

A frontend-agnostic core for the transcript decomposition workflow — composes isolated capability workers (forced alignment, VAD, graph storage) into a headless pipeline that decomposes transcription run manifests into a VAD-aligned context-graph spine with traceable provenance, and a CLI as its first driver.

cjm-transcript-decomp-core

A frontend-agnostic core for the transcript decomposition workflow — composes isolated capability workers (forced alignment, VAD, graph storage) into a headless pipeline that decomposes transcription run manifests into a VAD-aligned context-graph spine with traceable provenance, and a CLI as its first driver.

Modules

• cjm_transcript_decomp_core.alignment — Pure forced-alignment logic (no capability calls): map FA words back to character spans in the original text, assign words to VAD chunks by timestamp, and build one text segment per VAD chunk. Extracted from the page-centric ForcedAlignmentService (Tier-1 logic).
• cjm_transcript_decomp_core.cli — The CLI driver — the decomposition core's first (and currently only) frontend. Ships in-package as the cjm-transcript-decomp-core console script so the driver can never skew from the core. GUI presentation drivers come later and consume the same pipeline module; they never reimplement it (CLI-first / headless-core principle).
• cjm_transcript_decomp_core.graph — Graph-spine EXTENSION + skeptical-lens verification (stage 5, CR-18 revolution 2). Decomp no longer creates a Document: it RECOMPUTES the transcription-emitted root's deterministic node ids from the consumed manifest (no search), verifies the root exists, and attaches the fine Segment spine under the existing AudioSegment nodes — PART_OF to the owning rendition, STARTS_WITH per rendition (the coarse-seam jump anchor), source-wide NEXT. Each Segment carries the audio TimeSlice ref plus per-transcriber CharSlice refs into the Transcript nodes (the D4/P10 framing, finally expressible). Commit goes through the layer's idempotent extend_graph.
• cjm_transcript_decomp_core.models — Lean data shapes for the transcript-decomposition pipeline: in-core mirrors of the forced-alignment / VAD / text DTOs (no FastHTML deps), run configuration, the committed graph-segment carrier, and the decomposition run manifest (proto-bundle).
• cjm_transcript_decomp_core.pipeline — The headless decomposition pipeline (stage 5: decomp is an EXTENDER). Load a transcription run manifest, verify the transcription-emitted graph root exists (the graph begins at transcription), then per source per pipeline-segment run VAD + per-transcriber forced alignment, build one aligned segment per VAD chunk with per-transcriber text variants, and attach the fine spine under the existing AudioSegment nodes via the layer's idempotent extend_graph — with HITL approval seams between alignment, commit, and the next source.
• tests.test_alignment — Tests for cjm_transcript_decomp_core.alignment — pure forced-alignment logic.
• tests.test_graph — Tests for cjm_transcript_decomp_core.graph — fine-spine extension payload.
• tests.test_models — Tests for cjm_transcript_decomp_core.models — decomposition data shapes.
• tests_manual.measure_cold_fanout_overlap_e2e — Cold-run M×(VAD ∥ T×FA) fan-out overlap measurement (stage-5 closeout;
• tests_manual.validate_stage7_volume_journal_e2e — Stage-7 stress part 6 — volume regression on the REAL corpus.

API

cjm_transcript_decomp_core.alignment

• assign_words_to_chunks function — Assign each FA word to a VAD chunk by timestamp overlap.
• build_segments_from_alignment function — Build a TextSegment per VAD chunk by grouping words by chunk assignment.
• map_fa_words_to_text function — Map forced-alignment words back to character spans in the original text.
• tier1_alignment_checks function — Tier-1 deterministic pre-filters for the alignment-review seam (no AI).

cjm_transcript_decomp_core.cli

• build_parser function — Build the CLI parser (subcommands: run).
• load_capabilities function — Discover manifests + load each requested capability (default instance).
• main function — CLI entry point (console script: cjm-transcript-decomp-core).
• run_command function — Execute the run subcommand: extend a transcription-emitted root with the fine spine.

cjm_transcript_decomp_core.graph

• SourceVerification class — Skeptical-lens verification of one Source's fine-spine extension under a
• build_extension_payload function — Build the fine-spine EXTENSION payload (pure; no capability calls).
• resolve_root_ids function — Recompute the transcription-emitted root node ids from manifest data.
• verify_source function — Verify a Source's committed extension via server-side AGGREGATES (D13/D19).

cjm_transcript_decomp_core.models

• DecompConfig class — Configuration for one transcript-decomposition run.
• DecompManifest class — Durable record of one decomposition run (proto-bundle; see CR-20).
• DecompSegment class — One fine spine segment (stage 5: shared audio-side skeleton + per-transcriber variants).
• DecompSourceRecord class — Record of one Source whose fine spine this run committed (stage 5:
• FAWord class — One word-level forced-alignment result (segment-local times).
• SegmentVariant class — One transcriber's text + char range for one fine segment (stage 5).
• TextSegment class — A text segment produced by alignment, before graph commit.
• VADChunk class — A voice-activity time range within one pipeline segment (segment-local).
• new_run_id function — Generate a unique, sortable decomposition run id.

cjm_transcript_decomp_core.pipeline

• build_alignment_composition function — Build the whole-source M×(VAD ∥ T×FA) composition (D8 fan-in, stage-5 variants).
• collect_capability_info function — Record capability identity + data-DB pointers for the run manifest (provenance).
• confirm_seam function — HITL approval seam in its cheapest viable form (log + optional CLI prompt).
• decompose_source function — Decompose one source into aligned fine segments with per-transcriber variants.
• fa_words_from_result function — Normalize a typed forced-alignment result into FA words (pure; stage 3).
• load_source_manifest function — Load + lightly validate a transcription-core run manifest.
• run_decomp function — Extend every source in a transcription run manifest with its fine spine.
• submit_and_wait function — Submit one capability job, wait for it, and return its result (raise on failure).
• vad_chunks_from_result function — Normalize a typed VAD result into segment-local VAD chunks.

tests.test_alignment

• test_assign_words_to_chunks_by_timestamp function
• test_build_segments_per_chunk function
• test_empty_chunk_yields_empty_segment_warning function
• test_map_fa_words_to_text_spans function

tests.test_graph

• test_edge_topology_spans_coarse_boundary function
• test_extension_payload_deterministic_ids function
• test_preprocessed_manifest_distinct_renditions_same_boundaries function
• test_provenance_refs_and_text_from function
• test_resolve_root_ids_recomputation function

tests.test_models

• test_faword_from_wire_tolerates_extra_keys function
• test_manifest_save_round_trip function
• test_manifest_shape_and_run_id function
• test_stage5_segment_shape function
• test_vad_chunk_duration function

tests_manual.measure_cold_fanout_overlap_e2e

• lane_intervals function — (start, end) UTC intervals for completed jobs of one instance.
• main function
• merge function — Merge overlapping intervals so a side can't double-count itself.
• overlap_seconds function — Total seconds where any interval of A overlaps any interval of B.
• self_overlap_max function — Max simultaneously in-flight jobs within one lane + seconds at depth >= 2.

tests_manual.validate_stage7_volume_journal_e2e

• checkpoint_copy function — Checkpoint-then-copy (the stage-3 G3 backup discipline — never copy
• journal_rows function
• main function

Dependencies

Depends on: cjm-substrate