Importing external models from HuggingFace

To discover the model, see Hugging Face Models.

Import the selected model to CML Registry

curl -XPOST -H "Content-Type: application/json" -H "Authorization: Bearer ${CDP_TOKEN}" ${DOMAIN}/api/v2/models -d '{
    "name": "tiny",
    "createModelVersionRequestPayload": {
        "metadata": {
            "model_repo_type": "HF"
        },
        "downloadModelRepoRequest": {
            "source": "HF",
            "repo_id": "prajjwal1/bert-tiny"
        }
    }
}'

Get all models

curl -s -H "Authorization: Bearer ${CDP_TOKEN}" ${DOMAIN}/api/v2/models | jq
{
  "models": [
    {
      "created_at": "2024-04-18T15:54:15.543Z",
      "creator": {
        "user_name": "csso_cheyuanl"
      },
      "id": "5bwt-qqe2-e1vg-chqj",
      "name": "foo",
      "tags": null,
      "updated_at": "2024-04-18T15:54:15.543Z",
      "visibility": "private"
    },

Get a model

curl -s -H "Authorization: Bearer ${CDP_TOKEN}" ${DOMAIN}/api/v2/models/fx0k-baf7-yszl-jrt2 | jq
{
  "created_at": "2024-04-18T15:54:24.940Z",
  "creator": {
    "user_name": "csso_cheyuanl"
  },
  "id": "fx0k-baf7-yszl-jrt2",
  "model_versions": [
    {
      "artifact_uri": "abfs://data@engmldevenvazuresan.dfs.core.windows.net/modelregistry/fx0k-baf7-yszl-jrt2/y8d8-qluc-00md-h2pw/model.tar.gz",
      "created_at": "2024-04-18T15:54:24.942Z",
      "model_id": "fx0k-baf7-yszl-jrt2",
      "status": "READY",
      "tags": null,
      "updated_at": "2024-04-18T15:54:24.942Z",
      "user": {
        "user_name": "csso_cheyuanl"
      },
      "version": 1
    }
  ],
  "name": "foo2",
  "tags": null,
  "updated_at": "2024-04-18T15:54:24.940Z",
  "visibility": "private"
}

Get a model version

curl -s -H "Authorization: Bearer ${CDP_TOKEN}" ${DOMAIN}/api/v2/models/fx0k-baf7-yszl-jrt2/versions/1 | jq
{
  "artifact_uri": "abfs://data@engmldevenvazuresan.dfs.core.windows.net/modelregistry/fx0k-baf7-yszl-jrt2/y8d8-qluc-00md-h2pw/model.tar.gz",
  "created_at": "2024-04-18T15:54:24.942Z",
  "model_id": "fx0k-baf7-yszl-jrt2",
  "status": "READY",
  "tags": null,
  "updated_at": "2024-04-18T15:54:24.942Z",
  "user": {
    "user_name": "csso_cheyuanl"
  },
  "version": 1
}

Delete a Model

curl -XDELETE -s -H "Authorization: Bearer ${CDP_TOKEN}" ${DOMAIN}/api/v2/models/vuu6-gcfx-ydio-rit0

Delete a Model Version

curl -XDELETE -s -H "Authorization: Bearer ${CDP_TOKEN}" ${DOMAIN}/api/v2/models/vuu6-gcfx-ydio-rit0/versions/1