feat(vertex_ai_anthropic.py): support response_schema for vertex ai anthropic calls

allows passing response_schema for anthropic calls. supports schema validation.
This commit is contained in:
Krrish Dholakia 2024-07-18 16:57:38 -07:00
parent 432b7ae264
commit aac912d3f8
6 changed files with 189 additions and 48 deletions

View file

@ -7,7 +7,7 @@ import time
import types
import uuid
from enum import Enum
from typing import Any, Callable, List, Optional, Tuple
from typing import Any, Callable, List, Optional, Tuple, Union
import httpx # type: ignore
import requests # type: ignore
@ -15,7 +15,14 @@ import requests # type: ignore
import litellm
from litellm.litellm_core_utils.core_helpers import map_finish_reason
from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
from litellm.types.llms.anthropic import AnthropicMessagesToolChoice
from litellm.types.llms.anthropic import (
AnthropicMessagesTool,
AnthropicMessagesToolChoice,
)
from litellm.types.llms.openai import (
ChatCompletionToolParam,
ChatCompletionToolParamFunctionChunk,
)
from litellm.types.utils import ResponseFormatChunk
from litellm.utils import CustomStreamWrapper, ModelResponse, Usage
@ -142,7 +149,27 @@ class VertexAIAnthropicConfig:
if param == "top_p":
optional_params["top_p"] = value
if param == "response_format" and "response_schema" in value:
optional_params["response_format"] = ResponseFormatChunk(**value) # type: ignore
"""
When using tools in this way: - https://docs.anthropic.com/en/docs/build-with-claude/tool-use#json-mode
- You usually want to provide a single tool
- You should set tool_choice (see Forcing tool use) to instruct the model to explicitly use that tool
- Remember that the model will pass the input to the tool, so the name of the tool and description should be from the models perspective.
"""
_tool_choice = None
_tool_choice = {"name": "json_tool_call", "type": "tool"}
_tool = AnthropicMessagesTool(
name="json_tool_call",
input_schema={
"type": "object",
"properties": {"values": value["response_schema"]}, # type: ignore
},
)
optional_params["tools"] = [_tool]
optional_params["tool_choice"] = _tool_choice
optional_params["json_mode"] = True
return optional_params
@ -222,6 +249,7 @@ def completion(
optional_params: dict,
custom_prompt_dict: dict,
headers: Optional[dict],
timeout: Union[float, httpx.Timeout],
vertex_project=None,
vertex_location=None,
vertex_credentials=None,
@ -301,6 +329,8 @@ def completion(
litellm_params=litellm_params,
logger_fn=logger_fn,
headers=vertex_headers,
client=client,
timeout=timeout,
)
except Exception as e: