NeMo
English
audio
speech
forced-alignment
reference-text-alignment
speech-processing
mfa
whisperx
python
metric:mae
Eval Results (legacy)
Instructions to use vertox-ai/speech-text-data-aligners with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- NeMo
How to use vertox-ai/speech-text-data-aligners with NeMo:
# tag did not correspond to a valid NeMo domain.
- Notebooks
- Google Colab
- Kaggle
|
Download docs/DOCUMENTATION.md from vertox-ai/speech-text-data-aligners: direct link, hf CLI and curl.
- Browser
- Download file 4.89 kB
-
https://huggingface.co/vertox-ai/speech-text-data-aligners/resolve/main/docs/DOCUMENTATION.md
- Command line
-
hf download hf://vertox-ai/speech-text-data-aligners/docs/DOCUMENTATION.md
-
curl -L -o DOCUMENTATION.md https://huggingface.co/vertox-ai/speech-text-data-aligners/resolve/main/docs/DOCUMENTATION.md
4.89 kB
Documentation Map
This repository separates current operating guidance from immutable acceptance and empirical history. Start with the README, then use the focused document that matches the task.
Current Guidance
| Document | Use it for |
|---|---|
README.md |
Hugging Face-style overview, install, quick starts, model matrix, headline metrics |
config.json |
Machine-readable project, schema, model, and evaluation manifest |
ARCHITECTURE.md |
Current layers, modules, data flow, isolation, and evolution rules |
CONFIGURATION.md |
Typed fields, defaults, invariants, CLI JSON, readiness catalogs |
EVALUATION.md |
Compared configurations, metrics, results, limitations, artifacts |
WORKFLOWS.md |
End-to-end annotation, benchmark, backend, and readiness flows |
TESTING.md |
Quality commands, markers, coverage, and focused-test map |
PROJECT_STATUS.md |
Accepted operational status and evidence boundary |
W1_T_SEMANTIC_READINESS.md |
Specialized offline semantic-boundary timing workflow |
Contracts
| Document | Authority |
|---|---|
ALIGNER_ENGINEERING_CONTRACT.md |
Data columns, first/last semantics, reference-text and timestamp invariants |
MODULAR_ARCHITECTURE_CONTRACT.md |
Mandatory layering, dependency direction, reuse, isolation, and coverage |
AGENTS.md |
Repository execution and acceptance rules for coding agents |
SKILLS.md |
Reusable implementation and verification patterns |
Contracts change only when the implementation/API changes intentionally. Update the contract and its focused tests together.
Decision and Empirical Evidence
| Document/artifact | Authority |
|---|---|
FINAL_ALIGNER_SELECTION.md |
Current operational selection and limitations |
POSTFINAL_THREE_ALIGNER_COMPARISON.md |
Symmetric three-backend full-36 comparison |
results/final/ |
Canonical selection and MFA annotated output |
results/postfinal/ |
Full-36 MFA extension and three-backend evidence |
results/w1t/ |
Readiness timing, consensus, review, and receipt artifacts |
Evidence files are preserved as reviewed. Documentation may summarize and link them; it must not rewrite hashes, source cells, timing, or historical conclusions.
Historical Reports
| Document | Historical scope |
|---|---|
STAGE_0_REPORT.md |
Research, dependency selection, and original architecture freeze |
STAGE_1_REPORT.md |
Shared framework implementation and closure repairs |
STAGE_2_REPORT.md |
NeMo adapter implementation and original empirical boundary |
STAGE_3_REPORT.md |
MFA adapter and original five-row evidence |
STAGE_4_REPORT.md |
WhisperX adapter and original five-row/full-run evidence |
STAGE_5_FINAL_ACCEPTANCE_REPORT.md |
Original software/architecture acceptance snapshot |
POST_STAGE5_DOCS_LICENSE_REPORT.md |
Documentation, headers, and licensing audit |
Stage reports are provenance snapshots. Their counts, paths, and selection statements may be superseded by later evidence. Current instructions live in the documents above.
Maintenance Rules
When behavior or evidence changes:
- Update the current focused guide first.
- Update README/config only for user-facing identity, defaults, models, or headline metrics.
- Add or update a result receipt/evidence artifact before citing a new empirical claim.
- Keep historical reports unchanged unless correcting a factual link or marking a superseding record.
- Validate all local Markdown links and repository paths.
- Run every documented syntax/help/quality command before finalizing.
- Update
.agents/plans,.agents/work_data, and.agents/logswith decisions and observed results. - Review
AGENTS.mdandSKILLS.mdat the end for durable process gaps.
Terminology
- Authoritative transcript: the original
en_transcriptcell. - Forced alignment: locating supplied text in audio; not ASR transcription.
- Manual gold: human reference timing/text fields.
- Pairwise disagreement: difference between two backend outputs; not accuracy.
- Structural success: valid complete word/timing output; not empirical accuracy.
- Observed runtime: one run's measured time under its stated hardware/cache state.
- Current guidance: maintained operating documentation.
- Historical report: preserved stage/acceptance snapshot.