Public registry snapshot: 2026-10-03. Enable JavaScript or follow Public model JSON for current registry data.

PIPELINE SETUP

Voice sample quality and similarity enrichment

Attach speech-quality features and speaker/audio embeddings to catalog samples for comparison and similarity discovery.

Internal integration · public test unavailable

1. Prepare inputs

The internal adapter takes existing Voice Models catalog sample identities, rather than a WAV upload.

Sample identity: weights_id, base_sample_gender, pitch
Selection: Active, available catalog samples; at most 18 per internal batch. Core resolves audio, hashes and decoded durations.
Your own audio: No public upload or sample-admission contract for this pipeline.

Component contracts (4)

NISQA speech qualityquality features
Audio decoded and preprocessed according to upstream model documentation.
Upstream input documentation ↗
Gender classifieroptional gender observation
Input limits and a public execution adapter are not registered.
SpeechBrain ECAPAspeaker embedding
Input limits and a public execution adapter are not registered.
LAION larger CLAP generalaudio embedding
Input limits and a public execution adapter are not registered.

2. Check the live contract

Quality features, optional gender observations and speaker/audio embeddings.

No public pipeline recipe is connected. This executable check resolves component revisions and declared licences; it does not run the models.

API quickstart · no key required

Bash, curl and jq. Run locally; only public GET requests are sent.

set -euo pipefail
CORE="${MODELUSE_CORE:-https://core.modeluse.com}"
PIPELINE_ID='voice-model-sample-enrichment'
CHECK_DIR=$(mktemp -d)
trap 'rm -rf "$CHECK_DIR"' EXIT
curl --fail --silent --show-error --max-time 20 "$CORE/v1/pipelines" > "$CHECK_DIR/pipelines.json"
curl --fail --silent --show-error --max-time 20 "$CORE/v1/models" > "$CHECK_DIR/models.json"
jq -en --arg id "$PIPELINE_ID" \
  --slurpfile pipelines "$CHECK_DIR/pipelines.json" \
  --slurpfile models "$CHECK_DIR/models.json" '
  ($pipelines[0].items | map(select(.id==$id)) | first) as $p |
  if $p == null then error("Pipeline not in live registry") else
  {pipeline_id:$p.id, availability:$p.availability,
   public_execution_supported_by_this_client:false,
   input:$p.input, expected_output:$p.output,
   components:[$p.components[] | . as $c |
     ($models[0].items | map(select(.id==$c.model_id)) | first) as $m |
     {component:($c.model_id // $c.inventory_name), role:$c.role,
      source:$m.source_url, revision:$m.versions[0].revision,
      declared_license:$m.versions[0].license,
      input_contract:$m.versions[0].source_details.usage_contract.input}]} end'
# This checks real contracts. This pipeline has no public executable recipe.

Inspect published sample evidence ↗Existing Voice Models output; this does not start a new test.

Existing integration status

Read only, for your current workspace. Sign-in does not enable pipeline submission.

Read status through the API

Bash, curl, jq and your existing workspace API key. This GET neither admits work nor grants access.

set -euo pipefail
: "${MODELUSE_TOKEN:?Use your existing workspace API key}"
CORE="${MODELUSE_CORE:-https://core.modeluse.com}"
curl --fail --silent --show-error --max-time 20 \
  -H "Authorization: Bearer $MODELUSE_TOKEN" "$CORE/v1/enrichment/status" \
  | jq -e 'select(.schema=="modeluse-enrichment-status-v1" and .scope=="authenticated tenant") |
    {scope,observed_at,selector_snapshot_at,selector_snapshot_age_seconds,
     older_jobs_excluded,jobs:[.jobs[] | {id,status,stage,sample_count,completed_samples,artifact_available}]}'

3. Production setup

The existing Voice Models integration uses trusted sample selection, bounded internal admission and customer-first capacity gates. A new workspace cannot submit through that integration.

Required Core contract

To test your own pipeline, Core must expose a versioned executable recipe with input/output limits and access requirements, tenant-scoped idempotent admission, and durable job/private artifact retrieval. No public recipe for this pipeline currently binds these steps.

Inspect live OpenAPI ↗