forked from phoenix-oss/llama-stack-mirror
feat: function tools in OpenAI Responses (#2094)
# What does this PR do? This is a combination of what was previously 3 separate PRs - #2069, #2075, and #2083. It turns out all 3 of those are needed to land a working function calling Responses implementation. The web search builtin tool was already working, but this wires in support for custom function calling. I ended up combining all three into one PR because they all had lots of merge conflicts, both with each other but also with #1806 that just landed. And, because landing any of them individually would have only left a partially working implementation merged. The new things added here are: * Storing of input items from previous responses and restoring of those input items when adding previous responses to the conversation state * Handling of multiple input item messages roles, not just "user" messages. * Support for custom tools passed into the Responses API to enable function calling outside of just the builtin websearch tool. Closes #2074 Closes #2080 ## Test Plan ### Unit Tests Several new unit tests were added, and they all pass. Ran via: ``` python -m pytest -s -v tests/unit/providers/agents/meta_reference/test_openai_responses.py ``` ### Responses API Verification Tests I ran our verification run.yaml against multiple providers to ensure we were getting a decent pass rate. Specifically, I ensured the new custom tool verification test passed across multiple providers and that the multi-turn examples passed across at least some of the providers (some providers struggle with the multi-turn workflows still). Running the stack setup for verification testing: ``` llama stack run --image-type venv tests/verifications/openai-api-verification-run.yaml ``` Together, passing 100% as an example: ``` pytest -s -v 'tests/verifications/openai_api/test_responses.py' --provider=together-llama-stack ``` ## Documentation We will need to start documenting the OpenAI APIs, but for now the Responses stuff is still rapidly evolving so delaying that. --------- Signed-off-by: Derek Higgins <derekh@redhat.com> Signed-off-by: Ben Browning <bbrownin@redhat.com> Co-authored-by: Derek Higgins <derekh@redhat.com> Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
This commit is contained in:
Ben Browning
GitHub
parent
e0d10dd0b1
commit
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13 changed files with 1099 additions and 370 deletions
408
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],
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"title": "AgentTurnResponseTurnStartPayload"
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},
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"OpenAIResponseInputMessage": {
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"OpenAIResponseInput": {
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"oneOf": [
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{
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"$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseMessage"
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}
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]
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},
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"OpenAIResponseInputFunctionToolCallOutput": {
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"type": "object",
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"properties": {
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"content": {
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"oneOf": [
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"type": "string"
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},
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{
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"type": "array",
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"items": {
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"$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
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}
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}
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]
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"call_id": {
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"type": "string"
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},
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"role": {
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"oneOf": [
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{
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"type": "string",
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"const": "system"
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{
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"type": "string",
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"const": "developer"
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},
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{
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"type": "string",
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"const": "user"
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},
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{
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"type": "string",
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"const": "assistant"
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}
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]
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"output": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"const": "message",
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"default": "message"
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"const": "function_call_output",
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"default": "function_call_output"
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},
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"id": {
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"type": "string"
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},
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"status": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": [
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"content",
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"role"
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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": "OpenAIResponseInputMessage"
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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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"OpenAIResponseInputMessageContent": {
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"oneOf": [
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"title": "OpenAIResponseInputMessageContentText"
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},
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"OpenAIResponseInputTool": {
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"oneOf": [
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{
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"$ref": "#/components/schemas/OpenAIResponseInputToolWebSearch"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseInputToolFileSearch"
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},
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{
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"$ref": "#/components/schemas/OpenAIResponseInputToolFunction"
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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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"web_search": "#/components/schemas/OpenAIResponseInputToolWebSearch",
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"file_search": "#/components/schemas/OpenAIResponseInputToolFileSearch",
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"function": "#/components/schemas/OpenAIResponseInputToolFunction"
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}
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}
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},
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"OpenAIResponseInputToolFileSearch": {
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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": "file_search",
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"default": "file_search"
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},
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"vector_store_id": {
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"type": "array",
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"items": {
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"type": "string"
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}
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},
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"ranking_options": {
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"type": "object",
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"properties": {
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"ranker": {
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"type": "string"
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},
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"score_threshold": {
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"type": "number",
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"default": 0.0
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}
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},
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"additionalProperties": false,
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"title": "FileSearchRankingOptions"
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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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"vector_store_id"
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],
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"title": "OpenAIResponseInputToolFileSearch"
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},
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"OpenAIResponseInputToolFunction": {
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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": "function",
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"default": "function"
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},
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"name": {
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"type": "string"
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},
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"description": {
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"type": "string"
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},
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"parameters": {
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"type": "object",
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"additionalProperties": {
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"oneOf": [
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{
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"type": "null"
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},
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{
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"type": "boolean"
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{
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"type": "number"
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},
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{
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"type": "string"
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{
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"type": "array"
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},
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{
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"type": "object"
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}
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]
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}
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},
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"strict": {
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"type": "boolean"
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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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"name"
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],
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"title": "OpenAIResponseInputToolFunction"
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},
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"OpenAIResponseInputToolWebSearch": {
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"type": "object",
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],
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"title": "OpenAIResponseInputToolWebSearch"
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},
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"OpenAIResponseMessage": {
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"type": "object",
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"properties": {
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"content": {
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"type": "string"
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"type": "array",
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"items": {
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"$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
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}
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},
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{
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"type": "array",
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"items": {
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"$ref": "#/components/schemas/OpenAIResponseOutputMessageContent"
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}
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}
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]
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},
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"role": {
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"oneOf": [
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{
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"type": "string",
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"const": "system"
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},
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{
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"type": "string",
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"const": "developer"
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},
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{
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"type": "string",
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"const": "user"
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},
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{
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"type": "string",
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"const": "assistant"
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}
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]
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},
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"type": {
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"type": "string",
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"const": "message",
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"default": "message"
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},
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"id": {
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"type": "string"
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},
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"status": {
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"type": "string"
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}
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},
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"additionalProperties": false,
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"required": [
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"content",
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"role",
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"type"
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],
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"title": "OpenAIResponseMessage",
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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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"type": "object",
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"properties": {
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"text": {
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"type": "string"
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"type": {
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"const": "output_text",
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"default": "output_text"
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}
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"additionalProperties": false,
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"required": [
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"text",
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"type"
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],
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"title": "OpenAIResponseOutputMessageContentOutputText"
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},
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"OpenAIResponseOutputMessageFunctionToolCall": {
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"type": "object",
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"properties": {
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"arguments": {
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"type": "string"
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"call_id": {
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"type": "string"
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"name": {
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"type": "string"
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},
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"type": {
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"type": "string",
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"const": "function_call",
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"default": "function_call"
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"id": {
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"type": "string"
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"status": {
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}
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"additionalProperties": false,
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"required": [
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"arguments",
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],
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"title": "OpenAIResponseOutputMessageFunctionToolCall"
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},
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"OpenAIResponseOutputMessageWebSearchToolCall": {
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"type": "object",
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"id": {
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"const": "web_search_call",
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"additionalProperties": false,
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"required": [
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"id",
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],
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"title": "OpenAIResponseOutputMessageWebSearchToolCall"
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{
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"type": "array",
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"items": {
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"$ref": "#/components/schemas/OpenAIResponseInputMessage"
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"$ref": "#/components/schemas/OpenAIResponseInput"
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}
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"OpenAIResponseOutput": {
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"$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
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"discriminator": {
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"web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
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"message": "#/components/schemas/OpenAIResponseMessage",
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"web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
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},
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"OpenAIResponseObjectStream": {
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"OpenAIResponseInputFunctionToolCallOutput":
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const: system
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type:
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const: message
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- call_id
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- type
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|
||||
OpenAIResponseInputTool:
|
||||
oneOf:
|
||||
- $ref: '#/components/schemas/OpenAIResponseInputToolWebSearch'
|
||||
- $ref: '#/components/schemas/OpenAIResponseInputToolFileSearch'
|
||||
- $ref: '#/components/schemas/OpenAIResponseInputToolFunction'
|
||||
discriminator:
|
||||
propertyName: type
|
||||
mapping:
|
||||
web_search: '#/components/schemas/OpenAIResponseInputToolWebSearch'
|
||||
file_search: '#/components/schemas/OpenAIResponseInputToolFileSearch'
|
||||
function: '#/components/schemas/OpenAIResponseInputToolFunction'
|
||||
OpenAIResponseInputToolFileSearch:
|
||||
type: object
|
||||
properties:
|
||||
type:
|
||||
type: string
|
||||
const: file_search
|
||||
default: file_search
|
||||
vector_store_id:
|
||||
type: array
|
||||
items:
|
||||
type: string
|
||||
ranking_options:
|
||||
type: object
|
||||
properties:
|
||||
ranker:
|
||||
type: string
|
||||
score_threshold:
|
||||
type: number
|
||||
default: 0.0
|
||||
additionalProperties: false
|
||||
title: FileSearchRankingOptions
|
||||
additionalProperties: false
|
||||
required:
|
||||
- type
|
||||
- vector_store_id
|
||||
title: OpenAIResponseInputToolFileSearch
|
||||
OpenAIResponseInputToolFunction:
|
||||
type: object
|
||||
properties:
|
||||
type:
|
||||
type: string
|
||||
const: function
|
||||
default: function
|
||||
name:
|
||||
type: string
|
||||
description:
|
||||
type: string
|
||||
parameters:
|
||||
type: object
|
||||
additionalProperties:
|
||||
oneOf:
|
||||
- type: 'null'
|
||||
- type: boolean
|
||||
- type: number
|
||||
- type: string
|
||||
- type: array
|
||||
- type: object
|
||||
strict:
|
||||
type: boolean
|
||||
additionalProperties: false
|
||||
required:
|
||||
- type
|
||||
- name
|
||||
title: OpenAIResponseInputToolFunction
|
||||
OpenAIResponseInputToolWebSearch:
|
||||
type: object
|
||||
properties:
|
||||
type:
|
||||
|
|
@ -4625,6 +4693,106 @@ components:
|
|||
required:
|
||||
- type
|
||||
title: OpenAIResponseInputToolWebSearch
|
||||
OpenAIResponseMessage:
|
||||
type: object
|
||||
properties:
|
||||
content:
|
||||
oneOf:
|
||||
- type: string
|
||||
- type: array
|
||||
items:
|
||||
$ref: '#/components/schemas/OpenAIResponseInputMessageContent'
|
||||
- type: array
|
||||
items:
|
||||
$ref: '#/components/schemas/OpenAIResponseOutputMessageContent'
|
||||
role:
|
||||
oneOf:
|
||||
- type: string
|
||||
const: system
|
||||
- type: string
|
||||
const: developer
|
||||
- type: string
|
||||
const: user
|
||||
- type: string
|
||||
const: assistant
|
||||
type:
|
||||
type: string
|
||||
const: message
|
||||
default: message
|
||||
id:
|
||||
type: string
|
||||
status:
|
||||
type: string
|
||||
additionalProperties: false
|
||||
required:
|
||||
- content
|
||||
- role
|
||||
- type
|
||||
title: OpenAIResponseMessage
|
||||
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.
|
||||
OpenAIResponseOutputMessageContent:
|
||||
type: object
|
||||
properties:
|
||||
text:
|
||||
type: string
|
||||
type:
|
||||
type: string
|
||||
const: output_text
|
||||
default: output_text
|
||||
additionalProperties: false
|
||||
required:
|
||||
- text
|
||||
- type
|
||||
title: >-
|
||||
OpenAIResponseOutputMessageContentOutputText
|
||||
"OpenAIResponseOutputMessageFunctionToolCall":
|
||||
type: object
|
||||
properties:
|
||||
arguments:
|
||||
type: string
|
||||
call_id:
|
||||
type: string
|
||||
name:
|
||||
type: string
|
||||
type:
|
||||
type: string
|
||||
const: function_call
|
||||
default: function_call
|
||||
id:
|
||||
type: string
|
||||
status:
|
||||
type: string
|
||||
additionalProperties: false
|
||||
required:
|
||||
- arguments
|
||||
- call_id
|
||||
- name
|
||||
- type
|
||||
- id
|
||||
- status
|
||||
title: >-
|
||||
OpenAIResponseOutputMessageFunctionToolCall
|
||||
"OpenAIResponseOutputMessageWebSearchToolCall":
|
||||
type: object
|
||||
properties:
|
||||
id:
|
||||
type: string
|
||||
status:
|
||||
type: string
|
||||
type:
|
||||
type: string
|
||||
const: web_search_call
|
||||
default: web_search_call
|
||||
additionalProperties: false
|
||||
required:
|
||||
- id
|
||||
- status
|
||||
- type
|
||||
title: >-
|
||||
OpenAIResponseOutputMessageWebSearchToolCall
|
||||
CreateOpenaiResponseRequest:
|
||||
type: object
|
||||
properties:
|
||||
|
|
@ -4633,7 +4801,7 @@ components:
|
|||
- type: string
|
||||
- type: array
|
||||
items:
|
||||
$ref: '#/components/schemas/OpenAIResponseInputMessage'
|
||||
$ref: '#/components/schemas/OpenAIResponseInput'
|
||||
description: Input message(s) to create the response.
|
||||
model:
|
||||
type: string
|
||||
|
|
@ -4717,73 +4885,15 @@ components:
|
|||
title: OpenAIResponseObject
|
||||
OpenAIResponseOutput:
|
||||
oneOf:
|
||||
- $ref: '#/components/schemas/OpenAIResponseOutputMessage'
|
||||
- $ref: '#/components/schemas/OpenAIResponseMessage'
|
||||
- $ref: '#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall'
|
||||
- $ref: '#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall'
|
||||
discriminator:
|
||||
propertyName: type
|
||||
mapping:
|
||||
message: '#/components/schemas/OpenAIResponseOutputMessage'
|
||||
message: '#/components/schemas/OpenAIResponseMessage'
|
||||
web_search_call: '#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall'
|
||||
OpenAIResponseOutputMessage:
|
||||
type: object
|
||||
properties:
|
||||
id:
|
||||
type: string
|
||||
content:
|
||||
type: array
|
||||
items:
|
||||
$ref: '#/components/schemas/OpenAIResponseOutputMessageContent'
|
||||
role:
|
||||
type: string
|
||||
const: assistant
|
||||
default: assistant
|
||||
status:
|
||||
type: string
|
||||
type:
|
||||
type: string
|
||||
const: message
|
||||
default: message
|
||||
additionalProperties: false
|
||||
required:
|
||||
- id
|
||||
- content
|
||||
- role
|
||||
- status
|
||||
- type
|
||||
title: OpenAIResponseOutputMessage
|
||||
OpenAIResponseOutputMessageContent:
|
||||
type: object
|
||||
properties:
|
||||
text:
|
||||
type: string
|
||||
type:
|
||||
type: string
|
||||
const: output_text
|
||||
default: output_text
|
||||
additionalProperties: false
|
||||
required:
|
||||
- text
|
||||
- type
|
||||
title: >-
|
||||
OpenAIResponseOutputMessageContentOutputText
|
||||
"OpenAIResponseOutputMessageWebSearchToolCall":
|
||||
type: object
|
||||
properties:
|
||||
id:
|
||||
type: string
|
||||
status:
|
||||
type: string
|
||||
type:
|
||||
type: string
|
||||
const: web_search_call
|
||||
default: web_search_call
|
||||
additionalProperties: false
|
||||
required:
|
||||
- id
|
||||
- status
|
||||
- type
|
||||
title: >-
|
||||
OpenAIResponseOutputMessageWebSearchToolCall
|
||||
function_call: '#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall'
|
||||
OpenAIResponseObjectStream:
|
||||
oneOf:
|
||||
- $ref: '#/components/schemas/OpenAIResponseObjectStreamResponseCreated'
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue