Braintrust Logs API

The Logs API from Braintrust — 3 operation(s) for logs.

Operations 4

POST /v1/project_logs/{project_id}/insert Insert project logs events #
POST /v1/project_logs/{project_id}/fetch Fetch project logs (POST form) #
GET /v1/project_logs/{project_id}/fetch Fetch project logs (GET form) #
POST /v1/project_logs/{project_id}/feedback Feedback for project logs events #

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OpenAPI Specification

braintrust-logs-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  version: 1.0.0
  title: Braintrust Acls Logs API
  description: 'API specification for the backend data server. The API is hosted globally at

    https://api.braintrust.dev or in your own environment.


    You can access the OpenAPI spec for this API at https://github.com/braintrustdata/braintrust-openapi.'
  license:
    name: Apache 2.0
servers:
- url: https://api.braintrust.dev
security:
- bearerAuth: []
- {}
tags:
- name: Logs
paths:
  /v1/project_logs/{project_id}/insert:
    post:
      operationId: postProjectLogsIdInsert
      tags:
      - Logs
      description: Insert a set of events into the project logs
      summary: Insert project logs events
      security:
      - bearerAuth: []
      - {}
      parameters:
      - $ref: '#/components/parameters/ProjectIdParam'
      requestBody:
        description: An array of project logs events to insert
        required: false
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/InsertProjectLogsEventRequest'
      responses:
        '200':
          description: Returns the inserted row ids
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/InsertEventsResponse'
        '400':
          description: The request was unacceptable, often due to missing a required parameter
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '401':
          description: No valid API key provided
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '403':
          description: The API key doesn’t have permissions to perform the request
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '429':
          description: Too many requests hit the API too quickly. We recommend an exponential backoff of your requests
          headers:
            Retry-After:
              schema:
                type: string
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '500':
          description: Something went wrong on Braintrust's end. (These are rare.)
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
  /v1/project_logs/{project_id}/fetch:
    post:
      operationId: postProjectLogsIdFetch
      tags:
      - Logs
      description: Fetch the events in a project logs. Equivalent to the GET form of the same path, but with the parameters in the request body rather than in the URL query. For more complex queries, use the `POST /btql` endpoint.
      summary: Fetch project logs (POST form)
      security:
      - bearerAuth: []
      - {}
      parameters:
      - $ref: '#/components/parameters/ProjectIdParam'
      requestBody:
        description: Filters for the fetch query
        required: false
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/FetchEventsRequest'
      responses:
        '200':
          description: Returns the fetched rows
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/FetchProjectLogsEventsResponse'
        '400':
          description: The request was unacceptable, often due to missing a required parameter
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '401':
          description: No valid API key provided
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '403':
          description: The API key doesn’t have permissions to perform the request
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '429':
          description: Too many requests hit the API too quickly. We recommend an exponential backoff of your requests
          headers:
            Retry-After:
              schema:
                type: string
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '500':
          description: Something went wrong on Braintrust's end. (These are rare.)
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
    get:
      operationId: getProjectLogsIdFetch
      tags:
      - Logs
      description: Fetch the events in a project logs. Equivalent to the POST form of the same path, but with the parameters in the URL query rather than in the request body. For more complex queries, use the `POST /btql` endpoint.
      summary: Fetch project logs (GET form)
      security:
      - bearerAuth: []
      - {}
      parameters:
      - $ref: '#/components/parameters/ProjectIdParam'
      - $ref: '#/components/parameters/FetchLimitParam'
      - $ref: '#/components/parameters/MaxXactId'
      - $ref: '#/components/parameters/MaxRootSpanId'
      - $ref: '#/components/parameters/Version'
      responses:
        '200':
          description: Returns the fetched rows
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/FetchProjectLogsEventsResponse'
        '400':
          description: The request was unacceptable, often due to missing a required parameter
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '401':
          description: No valid API key provided
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '403':
          description: The API key doesn’t have permissions to perform the request
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '429':
          description: Too many requests hit the API too quickly. We recommend an exponential backoff of your requests
          headers:
            Retry-After:
              schema:
                type: string
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '500':
          description: Something went wrong on Braintrust's end. (These are rare.)
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
  /v1/project_logs/{project_id}/feedback:
    post:
      operationId: postProjectLogsIdFeedback
      tags:
      - Logs
      description: Log feedback for a set of project logs events
      summary: Feedback for project logs events
      security:
      - bearerAuth: []
      - {}
      parameters:
      - $ref: '#/components/parameters/ProjectIdParam'
      requestBody:
        description: An array of feedback objects
        required: false
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/FeedbackProjectLogsEventRequest'
      responses:
        '200':
          description: Returns a success status
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/FeedbackResponseSchema'
        '400':
          description: The request was unacceptable, often due to missing a required parameter
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '401':
          description: No valid API key provided
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '403':
          description: The API key doesn’t have permissions to perform the request
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '429':
          description: Too many requests hit the API too quickly. We recommend an exponential backoff of your requests
          headers:
            Retry-After:
              schema:
                type: string
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
        '500':
          description: Something went wrong on Braintrust's end. (These are rare.)
          content:
            text/plain:
              schema:
                type: string
            application/json:
              schema:
                nullable: true
components:
  schemas:
    InsertProjectLogsEventRequest:
      type: object
      properties:
        events:
          type: array
          items:
            $ref: '#/components/schemas/InsertProjectLogsEvent'
          description: A list of project logs events to insert
      required:
      - events
    MaxXactId:
      type: string
      description: 'DEPRECATION NOTICE: The manually-constructed pagination cursor is deprecated in favor of the explicit ''cursor'' returned by object fetch requests. Please prefer the ''cursor'' argument going forwards.


        Together, `max_xact_id` and `max_root_span_id` form a pagination cursor


        Since a paginated fetch query returns results in order from latest to earliest, the cursor for the next page can be found as the row with the minimum (earliest) value of the tuple `(_xact_id, root_span_id)`. See the documentation of `limit` for an overview of paginating fetch queries.'
    FetchPaginationCursor:
      type: string
      nullable: true
      description: 'An opaque string to be used as a cursor for the next page of results, in order from latest to earliest.


        The string can be obtained directly from the `cursor` property of the previous fetch query'
    FetchEventsRequest:
      type: object
      properties:
        limit:
          $ref: '#/components/schemas/FetchLimit'
        cursor:
          $ref: '#/components/schemas/FetchPaginationCursor'
        max_xact_id:
          $ref: '#/components/schemas/MaxXactId'
          nullable: true
        max_root_span_id:
          $ref: '#/components/schemas/MaxRootSpanId'
          nullable: true
        version:
          $ref: '#/components/schemas/Version'
          nullable: true
    FeedbackProjectLogsEventRequest:
      type: object
      properties:
        feedback:
          type: array
          items:
            $ref: '#/components/schemas/FeedbackProjectLogsItem'
          description: A list of project logs feedback items
      required:
      - feedback
    FetchLimit:
      type: integer
      nullable: true
      minimum: 0
      description: 'limit the number of traces fetched


        Fetch queries may be paginated if the total result size is expected to be large (e.g. project_logs which accumulate over a long time). Note that fetch queries only support pagination in descending time order (from latest to earliest `_xact_id`. Furthermore, later pages may return rows which showed up in earlier pages, except with an earlier `_xact_id`. This happens because pagination occurs over the whole version history of the event log. You will most likely want to exclude any such duplicate, outdated rows (by `id`) from your combined result set.


        The `limit` parameter controls the number of full traces to return. So you may end up with more individual rows than the specified limit if you are fetching events containing traces.'
    InsertEventsResponse:
      type: object
      properties:
        row_ids:
          type: array
          items:
            type: string
          description: The ids of all rows that were inserted, aligning one-to-one with the rows provided as input
      required:
      - row_ids
    FetchProjectLogsEventsResponse:
      type: object
      properties:
        events:
          type: array
          items:
            $ref: '#/components/schemas/ProjectLogsEvent'
          description: A list of fetched events
        cursor:
          type: string
          nullable: true
          description: 'Pagination cursor


            Pass this string directly as the `cursor` param to your next fetch request to get the next page of results. Not provided if the returned result set is empty.'
      required:
      - events
    ObjectReferenceNullish:
      type: object
      nullable: true
      properties:
        object_type:
          type: string
          enum:
          - project_logs
          - experiment
          - dataset
          - prompt
          - function
          - prompt_session
          description: Type of the object the event is originating from.
        object_id:
          type: string
          format: uuid
          description: ID of the object the event is originating from.
        id:
          type: string
          description: ID of the original event.
        _xact_id:
          type: string
          nullable: true
          description: Transaction ID of the original event.
        created:
          type: string
          nullable: true
          description: Created timestamp of the original event. Used to help sort in the UI
      required:
      - object_type
      - object_id
      - id
      description: Indicates the event was copied from another object.
    SpanAttributes:
      type: object
      nullable: true
      properties:
        name:
          type: string
          nullable: true
          description: Name of the span, for display purposes only
        type:
          $ref: '#/components/schemas/SpanType'
        purpose:
          type: string
          nullable: true
          enum:
          - scorer
          - null
          description: A special value that indicates the span was generated by a scoring automation
      additionalProperties:
        nullable: true
      description: Human-identifying attributes of the span, such as name, type, etc.
    FetchLimitParam:
      type: integer
      nullable: true
      minimum: 0
      description: 'limit the number of traces fetched


        Fetch queries may be paginated if the total result size is expected to be large (e.g. project_logs which accumulate over a long time). Note that fetch queries only support pagination in descending time order (from latest to earliest `_xact_id`. Furthermore, later pages may return rows which showed up in earlier pages, except with an earlier `_xact_id`. This happens because pagination occurs over the whole version history of the event log. You will most likely want to exclude any such duplicate, outdated rows (by `id`) from your combined result set.


        The `limit` parameter controls the number of full traces to return. So you may end up with more individual rows than the specified limit if you are fetching events containing traces.'
    FunctionTypeEnum:
      type: string
      enum:
      - llm
      - scorer
      - task
      - tool
      - custom_view
      - preprocessor
      - facet
      - classifier
      - tag
      - parameters
      - sandbox
      - null
      default: scorer
      description: The type of global function. Defaults to 'scorer'.
    FeedbackProjectLogsItem:
      type: object
      properties:
        id:
          type: string
          description: The id of the project logs event to log feedback for. This is the row `id` returned by `POST /v1/project_logs/{project_id}/insert`
        scores:
          type: object
          nullable: true
          additionalProperties:
            type: number
            nullable: true
            minimum: 0
            maximum: 1
          description: A dictionary of numeric values (between 0 and 1) to log. These scores will be merged into the existing scores for the project logs event
        expected:
          nullable: true
          description: The ground truth value (an arbitrary, JSON serializable object) that you'd compare to `output` to determine if your `output` value is correct or not
        comment:
          type: string
          nullable: true
          description: An optional comment string to log about the project logs event
        metadata:
          type: object
          nullable: true
          additionalProperties:
            nullable: true
          description: A dictionary with additional data about the feedback. If you have a `user_id`, you can log it here and access it in the Braintrust UI. Note, this metadata does not correspond to the main event itself, but rather the audit log attached to the event.
        source:
          type: string
          nullable: true
          enum:
          - app
          - api
          - external
          - null
          description: The source of the feedback. Must be one of "external" (default), "app", or "api"
        tags:
          type: array
          nullable: true
          items:
            type: string
          description: A list of tags to log
      required:
      - id
    Version:
      type: string
      description: 'Retrieve a snapshot of events from a past time


        The version id is essentially a filter on the latest event transaction id. You can use the `max_xact_id` returned by a past fetch as the version to reproduce that exact fetch.'
    InsertProjectLogsEvent:
      type: object
      properties:
        input:
          nullable: true
          description: The arguments that uniquely define a user input (an arbitrary, JSON serializable object).
        output:
          nullable: true
          description: The output of your application, including post-processing (an arbitrary, JSON serializable object), that allows you to determine whether the result is correct or not. For example, in an app that generates SQL queries, the `output` should be the _result_ of the SQL query generated by the model, not the query itself, because there may be multiple valid queries that answer a single question.
        expected:
          nullable: true
          description: The ground truth value (an arbitrary, JSON serializable object) that you'd compare to `output` to determine if your `output` value is correct or not. Braintrust currently does not compare `output` to `expected` for you, since there are so many different ways to do that correctly. Instead, these values are just used to help you navigate while digging into analyses. However, we may later use these values to re-score outputs or fine-tune your models.
        error:
          nullable: true
          description: The error that occurred, if any.
        scores:
          type: object
          nullable: true
          additionalProperties:
            type: number
            nullable: true
            minimum: 0
            maximum: 1
          description: A dictionary of numeric values (between 0 and 1) to log. The scores should give you a variety of signals that help you determine how accurate the outputs are compared to what you expect and diagnose failures. For example, a summarization app might have one score that tells you how accurate the summary is, and another that measures the word similarity between the generated and grouth truth summary. The word similarity score could help you determine whether the summarization was covering similar concepts or not. You can use these scores to help you sort, filter, and compare logs.
        metadata:
          type: object
          nullable: true
          properties:
            model:
              type: string
              nullable: true
              description: The model used for this example
          additionalProperties:
            nullable: true
          description: A dictionary with additional data about the test example, model outputs, or just about anything else that's relevant, that you can use to help find and analyze examples later. For example, you could log the `prompt`, example's `id`, or anything else that would be useful to slice/dice later. The values in `metadata` can be any JSON-serializable type, but its keys must be strings
        tags:
          type: array
          nullable: true
          items:
            type: string
          description: A list of tags to log
        metrics:
          type: object
          nullable: true
          properties:
            start:
              type: number
              nullable: true
              description: A unix timestamp recording when the section of code which produced the project logs event started
            end:
              type: number
              nullable: true
              description: A unix timestamp recording when the section of code which produced the project logs event finished
            prompt_tokens:
              type: integer
              nullable: true
              description: The number of tokens in the prompt used to generate the project logs event (only set if this is an LLM span)
            completion_tokens:
              type: integer
              nullable: true
              description: The number of tokens in the completion generated by the model (only set if this is an LLM span)
            tokens:
              type: integer
              nullable: true
              description: The total number of tokens in the input and output of the project logs event.
            caller_functionname:
              nullable: true
              description: This metric is deprecated
            caller_filename:
              nullable: true
              description: This metric is deprecated
            caller_lineno:
              nullable: true
              description: This metric is deprecated
          additionalProperties:
            type: number
          description: Metrics are numerical measurements tracking the execution of the code that produced the project logs event. Use "start" and "end" to track the time span over which the project logs event was produced
        context:
          type: object
          nullable: true
          properties:
            caller_functionname:
              type: string
              nullable: true
              description: The function in code which created the project logs event
            caller_filename:
              type: string
              nullable: true
              description: Name of the file in code where the project logs event was created
            caller_lineno:
              type: integer
              nullable: true
              description: Line of code where the project logs event was created
          additionalProperties:
            nullable: true
          description: Context is additional information about the code that produced the project logs event. It is essentially the textual counterpart to `metrics`. Use the `caller_*` attributes to track the location in code which produced the project logs event
        span_attributes:
          $ref: '#/components/schemas/SpanAttributes'
        id:
          type: string
          nullable: true
          description: A unique identifier for the project logs event. If you don't provide one, Braintrust will generate one for you
        created:
          type: string
          nullable: true
          format: date-time
          description: The timestamp the project logs event was created
        origin:
          $ref: '#/components/schemas/ObjectReferenceNullish'
        facets:
          type: object
          nullable: true
          additionalProperties:
            nullable: true
          description: Facets for categorization (dictionary from facet id to value)
        _object_delete:
          type: boolean
          nullable: true
          description: Pass `_object_delete=true` to mark the project logs event deleted. Deleted events will not show up in subsequent fetches for this project logs
        _is_merge:
          type: boolean
          nullable: true
          description: 'The `_is_merge` field controls how the row is merged with any existing row with the same id in the DB. By default (or when set to `false`), the existing row is completely replaced by the new row. When set to `true`, the new row is deep-merged into the existing row, if one is found. If no existing row is found, the new row is inserted as is.


            For example, say there is an existing row in the DB `{"id": "foo", "input": {"a": 5, "b": 10}}`. If we merge a new row as `{"_is_merge": true, "id": "foo", "input": {"b": 11, "c": 20}}`, the new row will be `{"id": "foo", "input": {"a": 5, "b": 11, "c": 20}}`. If we replace the new row as `{"id": "foo", "input": {"b": 11, "c": 20}}`, the new row will be `{"id": "foo", "input": {"b": 11, "c": 20}}`'
        _merge_paths:
          type: array
          nullable: true
          items:
            type: array
            items:
              type: string
          description: 'The `_merge_paths` field allows controlling the depth of the merge, when `_is_merge=true`. `_merge_paths` is a list of paths, where each path is a list of field names. The deep merge will not descend below any of the specified merge paths.


            For example, say there is an existing row in the DB `{"id": "foo", "input": {"a": {"b": 10}, "c": {"d": 20}}, "output": {"a": 20}}`. If we merge a new row as `{"_is_merge": true, "_merge_paths": [["input", "a"], ["output"]], "input": {"a": {"q": 30}, "c": {"e": 30}, "bar": "baz"}, "output": {"d": 40}}`, the new row will be `{"id": "foo": "input": {"a": {"q": 30}, "c": {"d": 20, "e": 30}, "bar": "baz"}, "output": {"d": 40}}`. In this case, due to the merge paths, we have replaced `input.a` and `output`, but have still deep-merged `input` and `input.c`.'
        _array_delete:
          type: array
          nullable: true
          items:
            type: object
            properties:
              path:
                type: array
                items:
                  type: string
              delete:
                type: array
                items:
                  nullable: true
            required:
            - path
            - delete
          description: 'The `_array_delete` field allows removing specific values from array fields. It is an array of objects with `path` and `delete` properties.


            For example, to remove tags "foo" and "bar" from an existing row: `{"_is_merge": true, "_array_delete": [{"path": ["tags"], "delete": ["foo", "bar"]}]}`. For nested fields like `metadata.categories`, use `[{"path": ["metadata", "categories"], "delete": ["value"]}]`. This will remove those specific values from the array while preserving others.'
        _parent_id:
          type: string
          nullable: true
          description: 'DEPRECATED: The `_parent_id` field is deprecated and should not be used. Support for `_parent_id` will be dropped in a future version of Braintrust. Log `span_id`, `root_span_id`, and `span_parents` explicitly instead.


            Use the `_parent_id` field to create this row as a subspan of an existing row. Tracking hierarchical relationships are important for tracing (see the [guide](https://www.braintrust.dev/docs/instrument) for full details).


            For example, say we have logged a row `{"id": "abc", "input": "foo", "output": "bar", "expected": "boo", "scores": {"correctness": 0.33}}`. We can create a sub-span of the parent row by logging `{"_parent_id": "abc", "id": "llm_call", "input": {"prompt": "What comes after foo?"}, "output": "bar", "metrics": {"tokens": 1}}`. In the webapp, only the root span row `"abc"` will show up in the summary view. You can view the full trace hierarchy (in this case, the `"llm_call"` row) by clicking on the "abc" row.


            If the row is being merged into an existing row, this field will be ignored.'
        span_id:
          type: string
          nullable: true
          description: 'Use `span_id`, `root_span_id`, and `span_parents` instead of `_parent_id`, which is now deprecated. The span_id is a unique identifier describing the row''s place in the a trace, and the root_span_id is a unique identifier for the whole trace. See the [guide](https://www.braintrust.dev/docs/instrument) for full details.


            For example, say we have logged a row `{"id": "abc", "span_id": "span0", "root_span_id": "root_span0", "input": "foo", "output": "bar", "expected": "boo", "scores": {"correctness": 0.33}}`. We can create a sub-span of the parent row by logging `{"id": "llm_call", "span_id": "span1", "root_span_id": "root_span0", "span_parents": ["span0"], "input": {"prompt": "What comes after foo?"}, "output": "bar", "metrics": {"tokens": 1}}`. In the webapp, only the root span row `"abc"` will show up in the summary view. You can view the full trace hierarchy (in this case, the `"llm_call"` row) by clicking on the "abc" row.


            If the row is being merged into an existing row, this field will be ignored.'
        root_span_id:
          type: string
          nullable: true
          description: 'Use `span_id`, `root_span_id`, and `span_parents` instead of `_parent_id`, which is now deprecated. The span_id is a unique identifier describing the row''s place in the a trace, and the root_span_id is a unique identifier for the whole trace. See the [guide](https://www.braintrust.dev/docs/instrument) for full details.


            For example, say we have logged a row `{"id": "abc", "span_id": "span0", "root_span_id": "root_span0", "input": "foo", "output": "bar", "expected": "boo", "scores": {"correctness": 0.33}}`. We can create a sub-span of the parent row by logging `{"id": "llm_call", "span_id": "span1", "root_span_id": "root_span0", "span_parents": ["span0"], "input": {"prompt": "What comes after foo?"}, "output": "bar", "metrics": {"tokens": 1}}`. In the webapp, only the root span row `"abc"` will show up in the summary view. You can view the full trace hierarchy (in this case, the `"llm_call"` row) by clicking on the "abc" row.


            If the row is being merged into an existing row, this field will be ignored.'
        span_parents:
          type: array
          nullable: true
          items:
            type: string
          description: 'Use `span_id`, `root_span_id`, and `span_parents` instead of `_parent_id`, which is now deprecated. The span_id is a unique identifier describing the row''s place in the a trace, and the root_span_id is a unique identifier for the whole trace. See the [guide](https://www.braintrust.dev/docs/instrument) for full details.


            For example, say we have logged a row `{"id": "abc", "span_id": "span0", "root_span_id": "root_span0", "input": "foo", "output": "bar", "expected": "boo", "scores": {"correctness": 0.33}}`. We can create a sub-span of the parent row by logging `{"id": "llm_call", "span_id": "span1", "root_span_id": "root_span0", "span_parents": ["span0"], "input": {"prompt": "What comes after foo?"}, "output": "bar", "metrics": {"tokens": 1}}`. In the webapp, only the root span row `"abc"` will show up in the summary view. You can view the full trace hierarchy (in this case, the `"llm_call"` row) by clicking on the "abc" row.


            If the row is being merged into an existing row, this field will be ignored.'
      description: A project logs event
    ProjectIdParam:
      type: string
      format: uuid
      description: Project id
    FeedbackResponseSchema:
      type: object
      properties:
        status:
          type: string
          enum:
          - success
      r

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# Full source: https://raw.githubusercontent.com/api-evangelist/braintrust/refs/heads/main/openapi/braintrust-logs-api-openapi.yml