mirror of
https://github.com/meta-llama/llama-stack.git
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feat: Add responses and safety impl extra_body
This commit is contained in:
Swapna Lekkala
parent
0a96a7faa5
commit
ad4362e48d
163 changed files with 29338 additions and 141 deletions
61
docs/static/deprecated-llama-stack-spec.html
vendored
61
docs/static/deprecated-llama-stack-spec.html
vendored
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@ -8483,6 +8483,28 @@
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}
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}
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},
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"OpenAIResponseContentPartRefusal": {
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"type": "object",
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"properties": {
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"type": {
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"type": "string",
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"const": "refusal",
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"default": "refusal",
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"description": "Content part type identifier, always \"refusal\""
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},
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"refusal": {
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"type": "string",
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"description": "Refusal text supplied by the model"
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}
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},
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"additionalProperties": false,
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"required": [
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"type",
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"refusal"
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],
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"title": "OpenAIResponseContentPartRefusal",
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"description": "Refusal content within a streamed response part."
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},
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"OpenAIResponseError": {
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"type": "object",
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"properties": {
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@ -9063,6 +9085,23 @@
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}
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},
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"OpenAIResponseOutputMessageContent": {
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"oneOf": [
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{
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"$ref": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
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}
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],
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"discriminator": {
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"propertyName": "type",
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"mapping": {
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"output_text": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText",
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"refusal": "#/components/schemas/OpenAIResponseContentPartRefusal"
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}
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}
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},
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"OpenAIResponseOutputMessageContentOutputText": {
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"type": "object",
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"properties": {
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"text": {
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@ -9981,28 +10020,6 @@
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"title": "OpenAIResponseContentPartReasoningText",
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"description": "Reasoning text emitted as part of a streamed response."
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},
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"OpenAIResponseContentPartRefusal": {
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"type": "object",
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"properties": {
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"type": {
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"type": "string",
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"const": "refusal",
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"default": "refusal",
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"description": "Content part type identifier, always \"refusal\""
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},
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"refusal": {
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"type": "string",
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"description": "Refusal text supplied by the model"
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}
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},
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"additionalProperties": false,
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"required": [
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"type",
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"refusal"
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],
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"title": "OpenAIResponseContentPartRefusal",
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"description": "Refusal content within a streamed response part."
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},
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"OpenAIResponseObjectStream": {
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"oneOf": [
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{
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47
docs/static/deprecated-llama-stack-spec.yaml
vendored
47
docs/static/deprecated-llama-stack-spec.yaml
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@ -6332,6 +6332,25 @@ components:
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url_citation: '#/components/schemas/OpenAIResponseAnnotationCitation'
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container_file_citation: '#/components/schemas/OpenAIResponseAnnotationContainerFileCitation'
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file_path: '#/components/schemas/OpenAIResponseAnnotationFilePath'
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OpenAIResponseContentPartRefusal:
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type: object
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properties:
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type:
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type: string
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const: refusal
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default: refusal
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description: >-
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Content part type identifier, always "refusal"
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refusal:
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type: string
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description: Refusal text supplied by the model
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additionalProperties: false
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required:
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- type
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- refusal
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title: OpenAIResponseContentPartRefusal
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description: >-
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Refusal content within a streamed response part.
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OpenAIResponseError:
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type: object
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properties:
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@ -6755,6 +6774,15 @@ components:
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mcp_list_tools: '#/components/schemas/OpenAIResponseOutputMessageMCPListTools'
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mcp_approval_request: '#/components/schemas/OpenAIResponseMCPApprovalRequest'
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OpenAIResponseOutputMessageContent:
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oneOf:
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- $ref: '#/components/schemas/OpenAIResponseOutputMessageContentOutputText'
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- $ref: '#/components/schemas/OpenAIResponseContentPartRefusal'
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discriminator:
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propertyName: type
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mapping:
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output_text: '#/components/schemas/OpenAIResponseOutputMessageContentOutputText'
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refusal: '#/components/schemas/OpenAIResponseContentPartRefusal'
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"OpenAIResponseOutputMessageContentOutputText":
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type: object
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properties:
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text:
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@ -7466,25 +7494,6 @@ components:
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title: OpenAIResponseContentPartReasoningText
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description: >-
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Reasoning text emitted as part of a streamed response.
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OpenAIResponseContentPartRefusal:
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type: object
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properties:
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type:
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type: string
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const: refusal
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default: refusal
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description: >-
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Content part type identifier, always "refusal"
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refusal:
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type: string
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description: Refusal text supplied by the model
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additionalProperties: false
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required:
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- type
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- refusal
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title: OpenAIResponseContentPartRefusal
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description: >-
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Refusal content within a streamed response part.
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OpenAIResponseObjectStream:
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oneOf:
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- $ref: '#/components/schemas/OpenAIResponseObjectStreamResponseCreated'
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62
docs/static/llama-stack-spec.html
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62
docs/static/llama-stack-spec.html
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@ -5670,6 +5670,7 @@
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}
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}
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},
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<<<<<<< HEAD
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"OpenAIResponseInputFunctionToolCallOutput": {
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"type": "object",
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"properties": {
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@ -5689,16 +5690,38 @@
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},
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"status": {
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"type": "string"
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=======
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"OpenAIResponseContentPartRefusal": {
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"type": "object",
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"properties": {
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"type": {
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"type": "string",
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"const": "refusal",
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"default": "refusal",
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"description": "Content part type identifier, always \"refusal\""
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},
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"refusal": {
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"type": "string",
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"description": "Refusal text supplied by the model"
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>>>>>>> 181046f9 (feat: Add responses and safety impl extra_body)
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}
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},
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"additionalProperties": false,
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"required": [
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<<<<<<< HEAD
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"call_id",
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"output",
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"type"
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],
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"title": "OpenAIResponseInputFunctionToolCallOutput",
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"description": "This represents the output of a function call that gets passed back to the model."
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=======
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"type",
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"refusal"
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],
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"title": "OpenAIResponseContentPartRefusal",
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"description": "Refusal content within a streamed response part."
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>>>>>>> 181046f9 (feat: Add responses and safety impl extra_body)
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},
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"OpenAIResponseInputMessageContent": {
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"oneOf": [
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@ -5905,6 +5928,23 @@
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"description": "Corresponds to the various Message types in the Responses API. They are all under one type because the Responses API gives them all the same \"type\" value, and there is no way to tell them apart in certain scenarios."
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},
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"OpenAIResponseOutputMessageContent": {
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"oneOf": [
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{
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"$ref": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
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}
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],
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"discriminator": {
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"propertyName": "type",
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"mapping": {
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"output_text": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText",
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"refusal": "#/components/schemas/OpenAIResponseContentPartRefusal"
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}
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}
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},
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"OpenAIResponseOutputMessageContentOutputText": {
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"type": "object",
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"properties": {
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"text": {
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@ -8228,28 +8268,6 @@
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"title": "OpenAIResponseContentPartReasoningText",
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"description": "Reasoning text emitted as part of a streamed response."
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},
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"OpenAIResponseContentPartRefusal": {
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"type": "object",
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"properties": {
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"type": {
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"type": "string",
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"const": "refusal",
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"default": "refusal",
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"description": "Content part type identifier, always \"refusal\""
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},
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"refusal": {
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"type": "string",
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"description": "Refusal text supplied by the model"
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}
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},
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"additionalProperties": false,
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"required": [
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"type",
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"refusal"
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],
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"title": "OpenAIResponseContentPartRefusal",
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"description": "Refusal content within a streamed response part."
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},
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"OpenAIResponseObjectStream": {
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"oneOf": [
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{
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50
docs/static/llama-stack-spec.yaml
vendored
50
docs/static/llama-stack-spec.yaml
vendored
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@ -4291,6 +4291,7 @@ components:
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url_citation: '#/components/schemas/OpenAIResponseAnnotationCitation'
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container_file_citation: '#/components/schemas/OpenAIResponseAnnotationContainerFileCitation'
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file_path: '#/components/schemas/OpenAIResponseAnnotationFilePath'
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<<<<<<< HEAD
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"OpenAIResponseInputFunctionToolCallOutput":
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type: object
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properties:
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@ -4316,6 +4317,27 @@ components:
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description: >-
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This represents the output of a function call that gets passed back to the
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model.
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=======
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OpenAIResponseContentPartRefusal:
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type: object
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properties:
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type:
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type: string
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const: refusal
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default: refusal
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description: >-
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Content part type identifier, always "refusal"
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refusal:
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type: string
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description: Refusal text supplied by the model
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additionalProperties: false
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required:
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- type
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- refusal
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title: OpenAIResponseContentPartRefusal
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description: >-
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Refusal content within a streamed response part.
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>>>>>>> 181046f9 (feat: Add responses and safety impl extra_body)
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OpenAIResponseInputMessageContent:
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oneOf:
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- $ref: '#/components/schemas/OpenAIResponseInputMessageContentText'
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@ -4462,6 +4484,15 @@ components:
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under one type because the Responses API gives them all the same "type" value,
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and there is no way to tell them apart in certain scenarios.
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OpenAIResponseOutputMessageContent:
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oneOf:
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- $ref: '#/components/schemas/OpenAIResponseOutputMessageContentOutputText'
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- $ref: '#/components/schemas/OpenAIResponseContentPartRefusal'
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discriminator:
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propertyName: type
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mapping:
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output_text: '#/components/schemas/OpenAIResponseOutputMessageContentOutputText'
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refusal: '#/components/schemas/OpenAIResponseContentPartRefusal'
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"OpenAIResponseOutputMessageContentOutputText":
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type: object
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properties:
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text:
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@ -6259,25 +6290,6 @@ components:
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title: OpenAIResponseContentPartReasoningText
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description: >-
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Reasoning text emitted as part of a streamed response.
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OpenAIResponseContentPartRefusal:
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type: object
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properties:
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type:
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type: string
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const: refusal
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default: refusal
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description: >-
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Content part type identifier, always "refusal"
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refusal:
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type: string
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description: Refusal text supplied by the model
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additionalProperties: false
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required:
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- type
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- refusal
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title: OpenAIResponseContentPartRefusal
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description: >-
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Refusal content within a streamed response part.
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OpenAIResponseObjectStream:
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oneOf:
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- $ref: '#/components/schemas/OpenAIResponseObjectStreamResponseCreated'
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|
|
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62
docs/static/stainless-llama-stack-spec.html
vendored
62
docs/static/stainless-llama-stack-spec.html
vendored
|
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@ -7342,6 +7342,7 @@
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}
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}
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},
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<<<<<<< HEAD
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"OpenAIResponseInputFunctionToolCallOutput": {
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"type": "object",
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"properties": {
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@ -7361,16 +7362,38 @@
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},
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"status": {
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"type": "string"
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=======
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"OpenAIResponseContentPartRefusal": {
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"type": "object",
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"properties": {
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"type": {
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"type": "string",
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"const": "refusal",
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"default": "refusal",
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"description": "Content part type identifier, always \"refusal\""
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},
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"refusal": {
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"type": "string",
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"description": "Refusal text supplied by the model"
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>>>>>>> 181046f9 (feat: Add responses and safety impl extra_body)
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}
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},
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"additionalProperties": false,
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"required": [
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<<<<<<< HEAD
|
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"call_id",
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"output",
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"type"
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],
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"title": "OpenAIResponseInputFunctionToolCallOutput",
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"description": "This represents the output of a function call that gets passed back to the model."
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=======
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"type",
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"refusal"
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],
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"title": "OpenAIResponseContentPartRefusal",
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"description": "Refusal content within a streamed response part."
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>>>>>>> 181046f9 (feat: Add responses and safety impl extra_body)
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},
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"OpenAIResponseInputMessageContent": {
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"oneOf": [
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@ -7577,6 +7600,23 @@
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"description": "Corresponds to the various Message types in the Responses API. They are all under one type because the Responses API gives them all the same \"type\" value, and there is no way to tell them apart in certain scenarios."
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},
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"OpenAIResponseOutputMessageContent": {
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"oneOf": [
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{
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"$ref": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
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}
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],
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"discriminator": {
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"propertyName": "type",
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"mapping": {
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"output_text": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText",
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"refusal": "#/components/schemas/OpenAIResponseContentPartRefusal"
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}
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}
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},
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"OpenAIResponseOutputMessageContentOutputText": {
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"type": "object",
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"properties": {
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"text": {
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@ -9900,28 +9940,6 @@
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"title": "OpenAIResponseContentPartReasoningText",
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"description": "Reasoning text emitted as part of a streamed response."
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},
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"OpenAIResponseContentPartRefusal": {
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"type": "object",
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"properties": {
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"type": {
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"type": "string",
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"const": "refusal",
|
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"default": "refusal",
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"description": "Content part type identifier, always \"refusal\""
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},
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"refusal": {
|
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"type": "string",
|
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"description": "Refusal text supplied by the model"
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}
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},
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"additionalProperties": false,
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"required": [
|
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"type",
|
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"refusal"
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],
|
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"title": "OpenAIResponseContentPartRefusal",
|
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"description": "Refusal content within a streamed response part."
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},
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"OpenAIResponseObjectStream": {
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"oneOf": [
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{
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|
|
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50
docs/static/stainless-llama-stack-spec.yaml
vendored
50
docs/static/stainless-llama-stack-spec.yaml
vendored
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@ -5504,6 +5504,7 @@ components:
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url_citation: '#/components/schemas/OpenAIResponseAnnotationCitation'
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container_file_citation: '#/components/schemas/OpenAIResponseAnnotationContainerFileCitation'
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file_path: '#/components/schemas/OpenAIResponseAnnotationFilePath'
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<<<<<<< HEAD
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"OpenAIResponseInputFunctionToolCallOutput":
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type: object
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properties:
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@ -5529,6 +5530,27 @@ components:
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description: >-
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This represents the output of a function call that gets passed back to the
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model.
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=======
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OpenAIResponseContentPartRefusal:
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type: object
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properties:
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type:
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type: string
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const: refusal
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default: refusal
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description: >-
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Content part type identifier, always "refusal"
|
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refusal:
|
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type: string
|
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description: Refusal text supplied by the model
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additionalProperties: false
|
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required:
|
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- type
|
||||
- refusal
|
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title: OpenAIResponseContentPartRefusal
|
||||
description: >-
|
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Refusal content within a streamed response part.
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>>>>>>> 181046f9 (feat: Add responses and safety impl extra_body)
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OpenAIResponseInputMessageContent:
|
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oneOf:
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- $ref: '#/components/schemas/OpenAIResponseInputMessageContentText'
|
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|
|
@ -5675,6 +5697,15 @@ components:
|
|||
under one type because the Responses API gives them all the same "type" value,
|
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and there is no way to tell them apart in certain scenarios.
|
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OpenAIResponseOutputMessageContent:
|
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oneOf:
|
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- $ref: '#/components/schemas/OpenAIResponseOutputMessageContentOutputText'
|
||||
- $ref: '#/components/schemas/OpenAIResponseContentPartRefusal'
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discriminator:
|
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propertyName: type
|
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mapping:
|
||||
output_text: '#/components/schemas/OpenAIResponseOutputMessageContentOutputText'
|
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refusal: '#/components/schemas/OpenAIResponseContentPartRefusal'
|
||||
"OpenAIResponseOutputMessageContentOutputText":
|
||||
type: object
|
||||
properties:
|
||||
text:
|
||||
|
|
@ -7472,25 +7503,6 @@ components:
|
|||
title: OpenAIResponseContentPartReasoningText
|
||||
description: >-
|
||||
Reasoning text emitted as part of a streamed response.
|
||||
OpenAIResponseContentPartRefusal:
|
||||
type: object
|
||||
properties:
|
||||
type:
|
||||
type: string
|
||||
const: refusal
|
||||
default: refusal
|
||||
description: >-
|
||||
Content part type identifier, always "refusal"
|
||||
refusal:
|
||||
type: string
|
||||
description: Refusal text supplied by the model
|
||||
additionalProperties: false
|
||||
required:
|
||||
- type
|
||||
- refusal
|
||||
title: OpenAIResponseContentPartRefusal
|
||||
description: >-
|
||||
Refusal content within a streamed response part.
|
||||
OpenAIResponseObjectStream:
|
||||
oneOf:
|
||||
- $ref: '#/components/schemas/OpenAIResponseObjectStreamResponseCreated'
|
||||
|
|
|
|||
|
|
@ -131,8 +131,20 @@ class OpenAIResponseOutputMessageContentOutputText(BaseModel):
|
|||
annotations: list[OpenAIResponseAnnotations] = Field(default_factory=list)
|
||||
|
||||
|
||||
@json_schema_type
|
||||
class OpenAIResponseContentPartRefusal(BaseModel):
|
||||
"""Refusal content within a streamed response part.
|
||||
|
||||
:param type: Content part type identifier, always "refusal"
|
||||
:param refusal: Refusal text supplied by the model
|
||||
"""
|
||||
|
||||
type: Literal["refusal"] = "refusal"
|
||||
refusal: str
|
||||
|
||||
|
||||
OpenAIResponseOutputMessageContent = Annotated[
|
||||
OpenAIResponseOutputMessageContentOutputText,
|
||||
OpenAIResponseOutputMessageContentOutputText | OpenAIResponseContentPartRefusal,
|
||||
Field(discriminator="type"),
|
||||
]
|
||||
register_schema(OpenAIResponseOutputMessageContent, name="OpenAIResponseOutputMessageContent")
|
||||
|
|
@ -878,18 +890,6 @@ class OpenAIResponseContentPartOutputText(BaseModel):
|
|||
logprobs: list[dict[str, Any]] | None = None
|
||||
|
||||
|
||||
@json_schema_type
|
||||
class OpenAIResponseContentPartRefusal(BaseModel):
|
||||
"""Refusal content within a streamed response part.
|
||||
|
||||
:param type: Content part type identifier, always "refusal"
|
||||
:param refusal: Refusal text supplied by the model
|
||||
"""
|
||||
|
||||
type: Literal["refusal"] = "refusal"
|
||||
refusal: str
|
||||
|
||||
|
||||
@json_schema_type
|
||||
class OpenAIResponseContentPartReasoningText(BaseModel):
|
||||
"""Reasoning text emitted as part of a streamed response.
|
||||
|
|
|
|||
|
|
@ -91,6 +91,7 @@ class MetaReferenceAgentsImpl(Agents):
|
|||
tool_runtime_api=self.tool_runtime_api,
|
||||
responses_store=self.responses_store,
|
||||
vector_io_api=self.vector_io_api,
|
||||
safety_api=self.safety_api,
|
||||
conversations_api=self.conversations_api,
|
||||
)
|
||||
|
||||
|
|
|
|||
|
|
@ -15,12 +15,15 @@ from llama_stack.apis.agents.openai_responses import (
|
|||
ListOpenAIResponseInputItem,
|
||||
ListOpenAIResponseObject,
|
||||
OpenAIDeleteResponseObject,
|
||||
OpenAIResponseContentPartRefusal,
|
||||
OpenAIResponseInput,
|
||||
OpenAIResponseInputMessageContentText,
|
||||
OpenAIResponseInputTool,
|
||||
OpenAIResponseMessage,
|
||||
OpenAIResponseObject,
|
||||
OpenAIResponseObjectStream,
|
||||
OpenAIResponseObjectStreamResponseCompleted,
|
||||
OpenAIResponseObjectStreamResponseCreated,
|
||||
OpenAIResponseText,
|
||||
OpenAIResponseTextFormat,
|
||||
)
|
||||
|
|
@ -34,6 +37,7 @@ from llama_stack.apis.inference import (
|
|||
OpenAIMessageParam,
|
||||
OpenAISystemMessageParam,
|
||||
)
|
||||
from llama_stack.apis.safety import Safety
|
||||
from llama_stack.apis.tools import ToolGroups, ToolRuntime
|
||||
from llama_stack.apis.vector_io import VectorIO
|
||||
from llama_stack.log import get_logger
|
||||
|
|
@ -48,6 +52,7 @@ from .types import ChatCompletionContext, ToolContext
|
|||
from .utils import (
|
||||
convert_response_input_to_chat_messages,
|
||||
convert_response_text_to_chat_response_format,
|
||||
extract_shield_ids,
|
||||
)
|
||||
|
||||
logger = get_logger(name=__name__, category="openai_responses")
|
||||
|
|
@ -66,6 +71,7 @@ class OpenAIResponsesImpl:
|
|||
tool_runtime_api: ToolRuntime,
|
||||
responses_store: ResponsesStore,
|
||||
vector_io_api: VectorIO, # VectorIO
|
||||
safety_api: Safety,
|
||||
conversations_api: Conversations,
|
||||
):
|
||||
self.inference_api = inference_api
|
||||
|
|
@ -73,6 +79,7 @@ class OpenAIResponsesImpl:
|
|||
self.tool_runtime_api = tool_runtime_api
|
||||
self.responses_store = responses_store
|
||||
self.vector_io_api = vector_io_api
|
||||
self.safety_api = safety_api
|
||||
self.conversations_api = conversations_api
|
||||
self.tool_executor = ToolExecutor(
|
||||
tool_groups_api=tool_groups_api,
|
||||
|
|
@ -237,9 +244,7 @@ class OpenAIResponsesImpl:
|
|||
stream = bool(stream)
|
||||
text = OpenAIResponseText(format=OpenAIResponseTextFormat(type="text")) if text is None else text
|
||||
|
||||
# Shields parameter received via extra_body - not yet implemented
|
||||
if shields is not None:
|
||||
raise NotImplementedError("Shields parameter is not yet implemented in the meta-reference provider")
|
||||
shield_ids = extract_shield_ids(shields) if shields else []
|
||||
|
||||
if conversation is not None:
|
||||
if previous_response_id is not None:
|
||||
|
|
@ -261,6 +266,7 @@ class OpenAIResponsesImpl:
|
|||
text=text,
|
||||
tools=tools,
|
||||
max_infer_iters=max_infer_iters,
|
||||
shield_ids=shield_ids,
|
||||
)
|
||||
|
||||
if stream:
|
||||
|
|
@ -294,6 +300,30 @@ class OpenAIResponsesImpl:
|
|||
raise ValueError("The response stream never reached a terminal state")
|
||||
return final_response
|
||||
|
||||
async def _create_refusal_response_events(
|
||||
self, refusal_content: OpenAIResponseContentPartRefusal, response_id: str, created_at: int, model: str
|
||||
) -> AsyncIterator[OpenAIResponseObjectStream]:
|
||||
"""Create and yield refusal response events following the established streaming pattern."""
|
||||
# Create initial response and yield created event
|
||||
initial_response = OpenAIResponseObject(
|
||||
id=response_id,
|
||||
created_at=created_at,
|
||||
model=model,
|
||||
status="in_progress",
|
||||
output=[],
|
||||
)
|
||||
yield OpenAIResponseObjectStreamResponseCreated(response=initial_response)
|
||||
|
||||
# Create completed refusal response using OpenAIResponseContentPartRefusal
|
||||
refusal_response = OpenAIResponseObject(
|
||||
id=response_id,
|
||||
created_at=created_at,
|
||||
model=model,
|
||||
status="completed",
|
||||
output=[OpenAIResponseMessage(role="assistant", content=[refusal_content], type="message")],
|
||||
)
|
||||
yield OpenAIResponseObjectStreamResponseCompleted(response=refusal_response)
|
||||
|
||||
async def _create_streaming_response(
|
||||
self,
|
||||
input: str | list[OpenAIResponseInput],
|
||||
|
|
@ -306,6 +336,7 @@ class OpenAIResponsesImpl:
|
|||
text: OpenAIResponseText | None = None,
|
||||
tools: list[OpenAIResponseInputTool] | None = None,
|
||||
max_infer_iters: int | None = 10,
|
||||
shield_ids: list[str] | None = None,
|
||||
) -> AsyncIterator[OpenAIResponseObjectStream]:
|
||||
# Input preprocessing
|
||||
all_input, messages, tool_context = await self._process_input_with_previous_response(
|
||||
|
|
@ -340,8 +371,11 @@ class OpenAIResponsesImpl:
|
|||
text=text,
|
||||
max_infer_iters=max_infer_iters,
|
||||
tool_executor=self.tool_executor,
|
||||
safety_api=self.safety_api,
|
||||
shield_ids=shield_ids,
|
||||
)
|
||||
|
||||
# Output safety validation hook - delegated to streaming orchestrator for real-time validation
|
||||
# Stream the response
|
||||
final_response = None
|
||||
failed_response = None
|
||||
|
|
|
|||
|
|
@ -56,7 +56,9 @@ from llama_stack.apis.agents.openai_responses import (
|
|||
WebSearchToolTypes,
|
||||
)
|
||||
from llama_stack.apis.inference import (
|
||||
CompletionMessage,
|
||||
Inference,
|
||||
Message,
|
||||
OpenAIAssistantMessageParam,
|
||||
OpenAIChatCompletion,
|
||||
OpenAIChatCompletionChunk,
|
||||
|
|
@ -64,12 +66,18 @@ from llama_stack.apis.inference import (
|
|||
OpenAIChatCompletionToolCall,
|
||||
OpenAIChoice,
|
||||
OpenAIMessageParam,
|
||||
StopReason,
|
||||
)
|
||||
from llama_stack.log import get_logger
|
||||
from llama_stack.providers.utils.telemetry import tracing
|
||||
|
||||
from ..safety import SafetyException
|
||||
from .types import ChatCompletionContext, ChatCompletionResult
|
||||
from .utils import convert_chat_choice_to_response_message, is_function_tool_call
|
||||
from .utils import (
|
||||
convert_chat_choice_to_response_message,
|
||||
is_function_tool_call,
|
||||
run_multiple_shields,
|
||||
)
|
||||
|
||||
logger = get_logger(name=__name__, category="agents::meta_reference")
|
||||
|
||||
|
|
@ -105,6 +113,8 @@ class StreamingResponseOrchestrator:
|
|||
text: OpenAIResponseText,
|
||||
max_infer_iters: int,
|
||||
tool_executor, # Will be the tool execution logic from the main class
|
||||
safety_api,
|
||||
shield_ids: list[str] | None = None,
|
||||
):
|
||||
self.inference_api = inference_api
|
||||
self.ctx = ctx
|
||||
|
|
@ -113,6 +123,8 @@ class StreamingResponseOrchestrator:
|
|||
self.text = text
|
||||
self.max_infer_iters = max_infer_iters
|
||||
self.tool_executor = tool_executor
|
||||
self.safety_api = safety_api
|
||||
self.shield_ids = shield_ids or []
|
||||
self.sequence_number = 0
|
||||
# Store MCP tool mapping that gets built during tool processing
|
||||
self.mcp_tool_to_server: dict[str, OpenAIResponseInputToolMCP] = ctx.tool_context.previous_tools or {}
|
||||
|
|
@ -122,6 +134,60 @@ class StreamingResponseOrchestrator:
|
|||
self.citation_files: dict[str, str] = {}
|
||||
# Track accumulated usage across all inference calls
|
||||
self.accumulated_usage: OpenAIResponseUsage | None = None
|
||||
# Track if we've sent a refusal response
|
||||
self.violation_detected = False
|
||||
|
||||
async def _check_input_safety(self, messages: list[Message]) -> OpenAIResponseContentPartRefusal | None:
|
||||
"""Validate input messages against shields. Returns refusal content if violation found."""
|
||||
try:
|
||||
await run_multiple_shields(self.safety_api, messages, self.shield_ids)
|
||||
except SafetyException as e:
|
||||
logger.info(f"Input shield violation: {e.violation.user_message}")
|
||||
return OpenAIResponseContentPartRefusal(
|
||||
refusal=e.violation.user_message or "Content blocked by safety shields"
|
||||
)
|
||||
|
||||
async def _create_input_refusal_response_events(
|
||||
self, refusal_content: OpenAIResponseContentPartRefusal
|
||||
) -> AsyncIterator[OpenAIResponseObjectStream]:
|
||||
"""Create refusal response events for input safety violations."""
|
||||
# Create the refusal content part explicitly with the correct structure
|
||||
refusal_response = OpenAIResponseObject(
|
||||
id=self.response_id,
|
||||
created_at=self.created_at,
|
||||
model=self.ctx.model,
|
||||
status="completed",
|
||||
output=[OpenAIResponseMessage(role="assistant", content=[refusal_content], type="message")],
|
||||
)
|
||||
yield OpenAIResponseObjectStreamResponseCompleted(response=refusal_response)
|
||||
|
||||
async def _check_output_stream_chunk_safety(self, accumulated_text: str) -> str | None:
|
||||
"""Check accumulated streaming text content against shields. Returns violation message if blocked."""
|
||||
if not self.shield_ids or not accumulated_text:
|
||||
return None
|
||||
|
||||
messages = [CompletionMessage(content=accumulated_text, stop_reason=StopReason.end_of_turn)]
|
||||
|
||||
try:
|
||||
await run_multiple_shields(self.safety_api, messages, self.shield_ids)
|
||||
except SafetyException as e:
|
||||
logger.info(f"Output shield violation: {e.violation.user_message}")
|
||||
return e.violation.user_message or "Generated content blocked by safety shields"
|
||||
|
||||
async def _create_refusal_response(self, violation_message: str) -> OpenAIResponseObjectStream:
|
||||
"""Create a refusal response to replace streaming content."""
|
||||
refusal_content = OpenAIResponseContentPartRefusal(refusal=violation_message)
|
||||
|
||||
# Create a completed refusal response
|
||||
refusal_response = OpenAIResponseObject(
|
||||
id=self.response_id,
|
||||
created_at=self.created_at,
|
||||
model=self.ctx.model,
|
||||
status="completed",
|
||||
output=[OpenAIResponseMessage(role="assistant", content=[refusal_content], type="message")],
|
||||
)
|
||||
|
||||
return OpenAIResponseObjectStreamResponseCompleted(response=refusal_response)
|
||||
|
||||
def _clone_outputs(self, outputs: list[OpenAIResponseOutput]) -> list[OpenAIResponseOutput]:
|
||||
cloned: list[OpenAIResponseOutput] = []
|
||||
|
|
@ -166,6 +232,15 @@ class StreamingResponseOrchestrator:
|
|||
sequence_number=self.sequence_number,
|
||||
)
|
||||
|
||||
# Input safety validation - check messages before processing
|
||||
if self.shield_ids:
|
||||
input_refusal = await self._check_input_safety(self.ctx.messages)
|
||||
if input_refusal:
|
||||
# Return refusal response immediately
|
||||
async for refusal_event in self._create_input_refusal_response_events(input_refusal):
|
||||
yield refusal_event
|
||||
return
|
||||
|
||||
async for stream_event in self._process_tools(output_messages):
|
||||
yield stream_event
|
||||
|
||||
|
|
@ -201,6 +276,11 @@ class StreamingResponseOrchestrator:
|
|||
completion_result_data = stream_event_or_result
|
||||
else:
|
||||
yield stream_event_or_result
|
||||
|
||||
# If violation detected, skip the rest of processing since we already sent refusal
|
||||
if self.violation_detected:
|
||||
return
|
||||
|
||||
if not completion_result_data:
|
||||
raise ValueError("Streaming chunk processor failed to return completion data")
|
||||
last_completion_result = completion_result_data
|
||||
|
|
@ -664,6 +744,15 @@ class StreamingResponseOrchestrator:
|
|||
response_tool_call.function.arguments or ""
|
||||
) + tool_call.function.arguments
|
||||
|
||||
# Safety check after processing all choices in this chunk
|
||||
if chat_response_content:
|
||||
accumulated_text = "".join(chat_response_content)
|
||||
violation_message = await self._check_output_stream_chunk_safety(accumulated_text)
|
||||
if violation_message:
|
||||
yield await self._create_refusal_response(violation_message)
|
||||
self.violation_detected = True
|
||||
return
|
||||
|
||||
# Emit arguments.done events for completed tool calls (differentiate between MCP and function calls)
|
||||
for tool_call_index in sorted(chat_response_tool_calls.keys()):
|
||||
tool_call = chat_response_tool_calls[tool_call_index]
|
||||
|
|
|
|||
|
|
@ -4,9 +4,11 @@
|
|||
# This source code is licensed under the terms described in the LICENSE file in
|
||||
# the root directory of this source tree.
|
||||
|
||||
import asyncio
|
||||
import re
|
||||
import uuid
|
||||
|
||||
from llama_stack.apis.agents.agents import ResponseShieldSpec
|
||||
from llama_stack.apis.agents.openai_responses import (
|
||||
OpenAIResponseAnnotationFileCitation,
|
||||
OpenAIResponseInput,
|
||||
|
|
@ -26,6 +28,7 @@ from llama_stack.apis.agents.openai_responses import (
|
|||
OpenAIResponseText,
|
||||
)
|
||||
from llama_stack.apis.inference import (
|
||||
Message,
|
||||
OpenAIAssistantMessageParam,
|
||||
OpenAIChatCompletionContentPartImageParam,
|
||||
OpenAIChatCompletionContentPartParam,
|
||||
|
|
@ -45,6 +48,7 @@ from llama_stack.apis.inference import (
|
|||
OpenAIToolMessageParam,
|
||||
OpenAIUserMessageParam,
|
||||
)
|
||||
from llama_stack.apis.safety import Safety
|
||||
|
||||
|
||||
async def convert_chat_choice_to_response_message(
|
||||
|
|
@ -240,7 +244,8 @@ async def convert_response_text_to_chat_response_format(
|
|||
raise ValueError(f"Unsupported text format: {text.format}")
|
||||
|
||||
|
||||
async def get_message_type_by_role(role: str):
|
||||
async def get_message_type_by_role(role: str) -> type[OpenAIMessageParam] | None:
|
||||
"""Get the appropriate OpenAI message parameter type for a given role."""
|
||||
role_to_type = {
|
||||
"user": OpenAIUserMessageParam,
|
||||
"system": OpenAISystemMessageParam,
|
||||
|
|
@ -307,3 +312,54 @@ def is_function_tool_call(
|
|||
if t.type == "function" and t.name == tool_call.function.name:
|
||||
return True
|
||||
return False
|
||||
|
||||
|
||||
async def run_multiple_shields(safety_api: Safety, messages: list[Message], shield_ids: list[str]) -> None:
|
||||
"""Run multiple shields against messages and raise SafetyException for violations."""
|
||||
if not shield_ids or not messages:
|
||||
return
|
||||
shield_tasks = [
|
||||
safety_api.run_shield(shield_id=shield_id, messages=messages, params={}) for shield_id in shield_ids
|
||||
]
|
||||
|
||||
responses = await asyncio.gather(*shield_tasks)
|
||||
|
||||
for response in responses:
|
||||
if response.violation and response.violation.violation_level.name == "ERROR":
|
||||
from ..safety import SafetyException
|
||||
|
||||
raise SafetyException(response.violation)
|
||||
|
||||
|
||||
def extract_shield_ids(shields: list | None) -> list[str]:
|
||||
"""Extract shield IDs from shields parameter, handling both string IDs and ResponseShieldSpec objects."""
|
||||
if not shields:
|
||||
return []
|
||||
|
||||
shield_ids = []
|
||||
for shield in shields:
|
||||
if isinstance(shield, str):
|
||||
shield_ids.append(shield)
|
||||
elif isinstance(shield, ResponseShieldSpec):
|
||||
shield_ids.append(shield.type)
|
||||
else:
|
||||
raise ValueError(f"Unknown shield format: {shield}, expected str or ResponseShieldSpec")
|
||||
|
||||
return shield_ids
|
||||
|
||||
|
||||
def extract_text_content(content: str | list | None) -> str | None:
|
||||
"""Extract text content from OpenAI message content (string or complex structure)."""
|
||||
if isinstance(content, str):
|
||||
return content
|
||||
elif isinstance(content, list):
|
||||
# Handle complex content - extract text parts only
|
||||
text_parts = []
|
||||
for part in content:
|
||||
if hasattr(part, "text"):
|
||||
text_parts.append(part.text)
|
||||
elif hasattr(part, "type") and part.type == "refusal":
|
||||
# Skip refusal parts - don't validate them again
|
||||
continue
|
||||
return " ".join(text_parts) if text_parts else None
|
||||
return None
|
||||
|
|
|
|||
|
|
@ -0,0 +1,59 @@
|
|||
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