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google-genai[patch]: fix tool format, use protos (langchain-ai#17284)
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efriis authored and snsten committed Feb 15, 2024
1 parent b48f8bf commit 2a5e52c
Showing 1 changed file with 38 additions and 57 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -7,62 +7,44 @@
Union,
)

import google.ai.generativelanguage as glm
from langchain_core.pydantic_v1 import BaseModel
from langchain_core.tools import BaseTool
from langchain_core.utils.json_schema import dereference_refs

FunctionCallType = Union[BaseTool, Type[BaseModel], Dict]

TYPE_ENUM = {
"string": 1,
"number": 2,
"integer": 3,
"boolean": 4,
"array": 5,
"object": 6,
"string": glm.Type.STRING,
"number": glm.Type.NUMBER,
"integer": glm.Type.INTEGER,
"boolean": glm.Type.BOOLEAN,
"array": glm.Type.ARRAY,
"object": glm.Type.OBJECT,
}


def convert_to_genai_function_declarations(
function_calls: List[FunctionCallType],
) -> Dict:
function_declarations = []
for fc in function_calls:
function_declarations.append(_convert_to_genai_function(fc))
return {
"function_declarations": function_declarations,
}
) -> List[glm.Tool]:
return [
glm.Tool(
function_declarations=[_convert_to_genai_function(fc)],
)
for fc in function_calls
]


def _convert_to_genai_function(fc: FunctionCallType) -> Dict:
"""
Produce
{
"name": "get_weather",
"description": "Determine weather in my location",
"parameters": {
"properties": {
"location": {
"description": "The city and state e.g. San Francisco, CA",
"type_": 1
},
"unit": { "enum": ["c", "f"], "type_": 1 }
},
"required": ["location"],
"type_": 6
}
}
"""
def _convert_to_genai_function(fc: FunctionCallType) -> glm.FunctionDeclaration:
if isinstance(fc, BaseTool):
return _convert_tool_to_genai_function(fc)
elif isinstance(fc, type) and issubclass(fc, BaseModel):
return _convert_pydantic_to_genai_function(fc)
elif isinstance(fc, dict):
return {
**fc,
"parameters": {
return glm.FunctionDeclaration(
name=fc["name"],
description=fc.get("description"),
parameters={
"properties": {
k: {
"type_": TYPE_ENUM[v["type"]],
Expand All @@ -73,20 +55,20 @@ def _convert_to_genai_function(fc: FunctionCallType) -> Dict:
"required": fc["parameters"].get("required", []),
"type_": TYPE_ENUM[fc["parameters"]["type"]],
},
}
)
else:
raise ValueError(f"Unsupported function call type {fc}")


def _convert_tool_to_genai_function(tool: BaseTool) -> Dict:
def _convert_tool_to_genai_function(tool: BaseTool) -> glm.FunctionDeclaration:
if tool.args_schema:
schema = dereference_refs(tool.args_schema.schema())
schema.pop("definitions", None)

return {
"name": tool.name or schema["title"],
"description": tool.description or schema["description"],
"parameters": {
return glm.FunctionDeclaration(
name=tool.name or schema["title"],
description=tool.description or schema["description"],
parameters={
"properties": {
k: {
"type_": TYPE_ENUM[v["type"]],
Expand All @@ -97,31 +79,30 @@ def _convert_tool_to_genai_function(tool: BaseTool) -> Dict:
"required": schema["required"],
"type_": TYPE_ENUM[schema["type"]],
},
}
)
else:
return {
"name": tool.name,
"description": tool.description,
"parameters": {
return glm.FunctionDeclaration(
name=tool.name,
description=tool.description,
parameters={
"properties": {
"__arg1": {"type": "string"},
"__arg1": {"type_": TYPE_ENUM["string"]},
},
"required": ["__arg1"],
"type_": TYPE_ENUM["object"],
},
}
)


def _convert_pydantic_to_genai_function(
pydantic_model: Type[BaseModel],
) -> Dict:
) -> glm.FunctionDeclaration:
schema = dereference_refs(pydantic_model.schema())
schema.pop("definitions", None)

return {
"name": schema["title"],
"description": schema.get("description", ""),
"parameters": {
return glm.FunctionDeclaration(
name=schema["title"],
description=schema.get("description", ""),
parameters={
"properties": {
k: {
"type_": TYPE_ENUM[v["type"]],
Expand All @@ -132,4 +113,4 @@ def _convert_pydantic_to_genai_function(
"required": schema["required"],
"type_": TYPE_ENUM[schema["type"]],
},
}
)

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