> ## Documentation Index
> Fetch the complete documentation index at: https://docs.bijection.com/llms.txt
> Use this file to discover all available pages before exploring further.

# MLflow models

> Resources, examples, configuration and evidence for MLflow models.

Use the `@bijection/connectors/mlflow` entrypoint to declare MLflow models resources.

## Availability

This page describes the pinned source package. Published availability is unestablished for this artifact. [Source build and package availability](https://docs.bijection.com/client/sdk-distribution.md).

## Resources and modes

| Resource | Mode | Description |
| - | - | - |
| Model | `registry` | registry |

Declare a resource in application code, then bind deployment-specific settings and credentials. See [typed resources](https://docs.bijection.com/integrations/resources.md), [connections](https://docs.bijection.com/integrations/connections.md) and [source inspection](https://docs.bijection.com/integrations/cli.md).

## Model

### registry: registry

The following example matches configuration `standard`.

```ts theme={"theme":{"light":"github-light-default","dark":"github-dark-default"}}
import { mlflow } from "@bijection/connectors/mlflow";
import { makeFunctionReference } from "bijection/server";

export const registry = mlflow.model.registry({
  registeredName: "customer-churn",
  governingRule: makeFunctionReference<"query", any, [null]>(
    "permissions:models",
  ),
});
```

> **Inferred record types**
>
> ```ts theme={"theme":{"light":"github-light-default","dark":"github-dark-default"}}
> {
>   "name": string;
>   "description": string | undefined;
>   "aliases": { version: string; alias: string; }[] | undefined;
> }
> ```

The function references identify application policy queries. Implement those policies in your application; the references alone grant no authority.

#### Configuration: standard

Case: `mlflow/model/registry/standard`.

Connection and resource configuration are declared by this exact case.

Credential kind: `http`. Keep credential material in the private credential inventory.

| Setting | Type | Required | Owner |
| - | - | - | - |
| `endpoint` | string | Yes | Shared connection |

> **Complete configuration contract**
>
> ```json theme={"theme":{"light":"github-light-default","dark":"github-dark-default"}}
> {
>   "setup": [],
>   "resource": {
>     "access": {},
>     "defaults": {},
>     "connector": "http",
>     "output": {
>       "kind": "single",
>       "collection": "records"
>     },
>     "credential_kind": "http",
>     "connection_fields": [
>       "endpoint"
>     ],
>     "address": {
>       "kind": "setup",
>       "field": "endpoint"
>     }
>   },
>   "connection_setup": {
>     "type": "object",
>     "value": {
>       "endpoint": {
>         "fieldType": {
>           "type": "string"
>         },
>         "optional": false
>       }
>     }
>   },
>   "execution": null
> }
> ```

Native admission analysis is available for this exact declaration.

**Collection: records**

| Contract | Meaning |
| - | - |
| Initial | Enumeration of observed records |
| Changes | Repeated observations of current records |
| Deletions | Deletion detection unsupported |
| Resume | No continuation |
| Gap | Not applicable |
| Retention | Unspecified |

> **Complete native profile**
>
> ```json theme={"theme":{"light":"github-light-default","dark":"github-dark-default"}}
> {
>   "movement": {
>     "exchanges": {
>       "records": {
>         "200": {
>           "placement": "retained_bytes",
>           "interpretation": "json",
>           "projectsBeforeRetention": false,
>           "retainedBodyLimitBytes": "524288",
>           "fileLimitBytes": null
>         }
>       }
>     },
>     "nativeInputLimitBytes": null,
>     "steps": [
>       {
>         "id": "acquire.1",
>         "inputs": [],
>         "action": {
>           "operation": "acquire",
>           "subject": "exchange records",
>           "limitBytes": null
>         }
>       },
>       {
>         "id": "retain.1",
>         "inputs": [
>           "acquire.1"
>         ],
>         "action": {
>           "operation": "retain",
>           "subject": "acquisition evidence",
>           "reason": "recovery",
>           "release": "acquisition_custody"
>         }
>       },
>       {
>         "id": "interpret.1",
>         "inputs": [
>           "retain.1"
>         ],
>         "action": {
>           "operation": "interpret",
>           "subject": "acquired input",
>           "produces": "records"
>         }
>       },
>       {
>         "id": "materialize.1",
>         "inputs": [
>           "interpret.1"
>         ],
>         "action": {
>           "operation": "materialize",
>           "subject": "source rows",
>           "reason": "serving",
>           "release": "replacement"
>         }
>       },
>       {
>         "id": "publish.1",
>         "inputs": [
>           "materialize.1"
>         ],
>         "action": {
>           "operation": "publish",
>           "subject": "source rows",
>           "visibility": "with_acquisition"
>         }
>       }
>     ]
>   },
>   "initial": "enumeration",
>   "changes": "observations",
>   "deletions": "unsupported",
>   "resume": "none",
>   "retentionMs": null,
>   "gap": "not_applicable",
>   "limits": {
>     "http_response_bytes": "524288"
>   },
>   "restrictions": [],
>   "commands": {
>     "createTrackingRun": {
>       "target": "records",
>       "delivery": "single_attempt",
>       "condition": "unconditional",
>       "replayWindowMs": null,
>       "maxDeliveryHours": "1",
>       "providerEnforcedExpiry": false
>     },
>     "finishTrackingRun": {
>       "target": "records",
>       "delivery": "single_attempt",
>       "condition": "unconditional",
>       "replayWindowMs": null,
>       "maxDeliveryHours": "1",
>       "providerEnforcedExpiry": false
>     },
>     "logBatch": {
>       "target": "records",
>       "delivery": "single_attempt",
>       "condition": "unconditional",
>       "replayWindowMs": null,
>       "maxDeliveryHours": "1",
>       "providerEnforcedExpiry": false
>     },
>     "registerVersion": {
>       "target": "records",
>       "delivery": "single_attempt",
>       "condition": "unconditional",
>       "replayWindowMs": null,
>       "maxDeliveryHours": "1",
>       "providerEnforcedExpiry": false
>     },
>     "setAlias": {
>       "target": "records",
>       "delivery": "single_attempt",
>       "condition": "unconditional",
>       "replayWindowMs": null,
>       "maxDeliveryHours": "1",
>       "providerEnforcedExpiry": false
>     }
>   }
> }
> ```

**Commands**

| Command | Target | Condition | Delivery |
| - | - | - | - |
| `createTrackingRun` | records | Unconditional | Single dispatch attempt |
| `finishTrackingRun` | records | Unconditional | Single dispatch attempt |
| `logBatch` | records | Unconditional | Single dispatch attempt |
| `registerVersion` | records | Unconditional | Single dispatch attempt |
| `setAlias` | records | Unconditional | Single dispatch attempt |

> **Commands, occurrences and artifacts**
>
> ```json theme={"theme":{"light":"github-light-default","dark":"github-dark-default"}}
> {
>   "records": {
>     "records": {
>       "protocol": "record_observation",
>       "coverage": "records",
>       "consistency": "observations",
>       "atomicity": "record",
>       "history": "observations",
>       "recordRefresh": false,
>       "reconciliation": false,
>       "notifications": false,
>       "snapshotMaxRows": null,
>       "profile": {
>         "movement": {
>           "exchanges": {
>             "records": {
>               "200": {
>                 "placement": "retained_bytes",
>                 "interpretation": "json",
>                 "projectsBeforeRetention": false,
>                 "retainedBodyLimitBytes": "524288",
>                 "fileLimitBytes": null
>               }
>             }
>           },
>           "nativeInputLimitBytes": null,
>           "steps": [
>             {
>               "id": "acquire.1",
>               "inputs": [],
>               "action": {
>                 "operation": "acquire",
>                 "subject": "exchange records",
>                 "limitBytes": null
>               }
>             },
>             {
>               "id": "retain.1",
>               "inputs": [
>                 "acquire.1"
>               ],
>               "action": {
>                 "operation": "retain",
>                 "subject": "acquisition evidence",
>                 "reason": "recovery",
>                 "release": "acquisition_custody"
>               }
>             },
>             {
>               "id": "interpret.1",
>               "inputs": [
>                 "retain.1"
>               ],
>               "action": {
>                 "operation": "interpret",
>                 "subject": "acquired input",
>                 "produces": "records"
>               }
>             },
>             {
>               "id": "materialize.1",
>               "inputs": [
>                 "interpret.1"
>               ],
>               "action": {
>                 "operation": "materialize",
>                 "subject": "source rows",
>                 "reason": "serving",
>                 "release": "replacement"
>               }
>             },
>             {
>               "id": "publish.1",
>               "inputs": [
>                 "materialize.1"
>               ],
>               "action": {
>                 "operation": "publish",
>                 "subject": "source rows",
>                 "visibility": "with_acquisition"
>               }
>             }
>           ]
>         },
>         "initial": "enumeration",
>         "changes": "observations",
>         "deletions": "unsupported",
>         "resume": "none",
>         "retentionMs": null,
>         "gap": "not_applicable",
>         "limits": {
>           "http_response_bytes": "524288"
>         },
>         "restrictions": [],
>         "commands": {
>           "createTrackingRun": {
>             "target": "records",
>             "delivery": "single_attempt",
>             "condition": "unconditional",
>             "replayWindowMs": null,
>             "maxDeliveryHours": "1",
>             "providerEnforcedExpiry": false
>           },
>           "finishTrackingRun": {
>             "target": "records",
>             "delivery": "single_attempt",
>             "condition": "unconditional",
>             "replayWindowMs": null,
>             "maxDeliveryHours": "1",
>             "providerEnforcedExpiry": false
>           },
>           "logBatch": {
>             "target": "records",
>             "delivery": "single_attempt",
>             "condition": "unconditional",
>             "replayWindowMs": null,
>             "maxDeliveryHours": "1",
>             "providerEnforcedExpiry": false
>           },
>           "registerVersion": {
>             "target": "records",
>             "delivery": "single_attempt",
>             "condition": "unconditional",
>             "replayWindowMs": null,
>             "maxDeliveryHours": "1",
>             "providerEnforcedExpiry": false
>           },
>           "setAlias": {
>             "target": "records",
>             "delivery": "single_attempt",
>             "condition": "unconditional",
>             "replayWindowMs": null,
>             "maxDeliveryHours": "1",
>             "providerEnforcedExpiry": false
>           }
>         }
>       }
>     }
>   },
>   "occurrences": null,
>   "artifacts": {
>     "raw_archive": false,
>     "native_file_transfer_limit_bytes": null,
>     "external_versions": false,
>     "files": {}
>   },
>   "commands": {
>     "createTrackingRun": {
>       "target": "records",
>       "condition": {
>         "kind": "unconditional"
>       },
>       "delivery": {
>         "kind": "single_attempt",
>         "retention": {
>           "kind": "unknown"
>         },
>         "max_delivery_hours": 1
>       }
>     },
>     "finishTrackingRun": {
>       "target": "records",
>       "condition": {
>         "kind": "unconditional"
>       },
>       "delivery": {
>         "kind": "single_attempt",
>         "retention": {
>           "kind": "unknown"
>         },
>         "max_delivery_hours": 1
>       }
>     },
>     "logBatch": {
>       "target": "records",
>       "condition": {
>         "kind": "unconditional"
>       },
>       "delivery": {
>         "kind": "single_attempt",
>         "retention": {
>           "kind": "unknown"
>         },
>         "max_delivery_hours": 1
>       }
>     },
>     "registerVersion": {
>       "target": "records",
>       "condition": {
>         "kind": "unconditional"
>       },
>       "delivery": {
>         "kind": "single_attempt",
>         "retention": {
>           "kind": "unknown"
>         },
>         "max_delivery_hours": 1
>       }
>     },
>     "setAlias": {
>       "target": "records",
>       "condition": {
>         "kind": "unconditional"
>       },
>       "delivery": {
>         "kind": "single_attempt",
>         "retention": {
>           "kind": "unknown"
>         },
>         "max_delivery_hours": 1
>       }
>     }
>   }
> }
> ```

**Recorded checks**

| Requirement | Scope | Evidence | Result |
| - | - | - | - |
| page-publication-recovery | \{"kind":"collection","name":"records"} | Registered model reads use whole-body record evidence; hosted acquisition recovery has not been qualified. | Execution result unavailable |
| command-response-lost | \{"kind":"command","name":"createTrackingRun"} | Single-attempt native command contracts retain uncertainty; hosted MLflow delivery has not been qualified. | Execution result unavailable |
| command-response-lost | \{"kind":"command","name":"finishTrackingRun"} | Single-attempt native command contracts retain uncertainty; hosted MLflow delivery has not been qualified. | Execution result unavailable |
| command-response-lost | \{"kind":"command","name":"logBatch"} | Single-attempt native command contracts retain uncertainty; hosted MLflow delivery has not been qualified. | Execution result unavailable |
| command-response-lost | \{"kind":"command","name":"registerVersion"} | Single-attempt native command contracts retain uncertainty; hosted MLflow delivery has not been qualified. | Execution result unavailable |
| command-response-lost | \{"kind":"command","name":"setAlias"} | Single-attempt native command contracts retain uncertainty; hosted MLflow delivery has not been qualified. | Execution result unavailable |
| identity-account | \{"kind":"connection"} | Identity reads use the selected registered model name; hosted connection identity has not been qualified. | Execution result unavailable |

Hosted qualification: **unestablished for this catalog configuration**. Installed connections report their own identity, authority and current status.

## Provider guidance

`mlflow.model.registry({ registeredName, governingRule, access? })` observes the selected
registered model through ordinary HTTP acquisition, keyed by its stable name.
A model with no versions is still a valid observed record. Concrete version
selection and artifact identities belong to the capture adapter. Bind its
`endpoint` and `mlflow.credential(name)` through deployment bindings. Acquisition is a live provider observation, not an atomic snapshot or complete
alias history. MLflow has no registry incarnation token; replacing a registry requires
a new connection.

`setAlias`, `registerVersion`, `createTrackingRun`, `logBatch` and
`finishTrackingRun` are explicit native commands. A successful response confirms
the provider acknowledgement; it does not accept a Bijection prediction.
Unanswered writes retain unknown delivery and are never automatically resent.
Current registry reads cannot establish attribution of an unanswered mutation.
`setAlias({alias, version})` requires the explicit concrete version. Alias
updates are unconditional: MLflow supplies no compare-and-swap here.

Binary capture belongs to `@bijection/pipelines/mlflow`, the dataset owner and
the customer's `bijection-pipelines[mlflow]` adapter. Inference consumes exact
retained artifact dataset references; actors do not receive registry
credentials.

## Provider references

Provider references and prerequisites are maintained in the connector guidance above. No separate provider-documentation review date is recorded.

## Source and evidence

[Canonical connector source](https://github.com/bijectionhq/component-support/blob/b632604330ce9cbcfe17a5a680ef4fbe80f6f672/packages/connectors/src/connectors/mlflow/README.md), [native analysis](https://github.com/bijectionhq/component-support/blob/b632604330ce9cbcfe17a5a680ef4fbe80f6f672/packages/connectors/contract-analysis.json) and [check receipts](https://github.com/bijectionhq/component-support/blob/b632604330ce9cbcfe17a5a680ef4fbe80f6f672/packages/connectors/evidence.json).

Connector artifact: `905888ea276a2a28e36981a79e8142b2547ea451c3e63162cb6915ad4a7d1305`.

The resource declaration examples above are compiled and compared with exact catalog declarations. Recorded checks apply only to their source, declaration and runtime identities. Configure a connection and inspect its status to establish deployment-specific readiness.


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