Merge pull request #5138 from BerriAI/litellm_bedrock_tool_calling

Feat - Translate openai function names to bedrock converse schema
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Ishaan Jaff 2024-08-09 14:52:40 -07:00 committed by GitHub
commit 2fa73acf32
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2 changed files with 156 additions and 1 deletions

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@ -2293,6 +2293,34 @@ def _bedrock_converse_messages_pt(
return contents
def make_valid_bedrock_tool_name(input_tool_name: str) -> str:
"""
Replaces any invalid characters in the input tool name with underscores
and ensures the resulting string is a valid identifier for Bedrock tools
"""
def replace_invalid(char):
"""
Bedrock tool names only supports alpha-numeric characters and underscores
"""
if char.isalnum() or char == "_":
return char
return "_"
# If the string is empty, return a default valid identifier
if input_tool_name is None or len(input_tool_name) == 0:
return input_tool_name
# If it doesn't start with a letter, prepend 'a'
if not input_tool_name[0].isalpha():
input_tool_name = "a" + input_tool_name
# Replace any invalid characters with underscores
valid_string = "".join(replace_invalid(char) for char in input_tool_name)
return valid_string
def _bedrock_tools_pt(tools: List) -> List[BedrockToolBlock]:
"""
OpenAI tools looks like:
@ -2346,6 +2374,10 @@ def _bedrock_tools_pt(tools: List) -> List[BedrockToolBlock]:
for tool in tools:
parameters = tool.get("function", {}).get("parameters", None)
name = tool.get("function", {}).get("name", "")
# related issue: https://github.com/BerriAI/litellm/issues/5007
# Bedrock tool names must satisfy regular expression pattern: [a-zA-Z][a-zA-Z0-9_]* ensure this is true
name = make_valid_bedrock_tool_name(input_tool_name=name)
description = tool.get("function", {}).get(
"description", name
) # converse api requires a description

View file

@ -25,8 +25,9 @@ from litellm import (
completion_cost,
embedding,
)
from litellm.llms.bedrock_httpx import BedrockLLM
from litellm.llms.bedrock_httpx import BedrockLLM, ToolBlock
from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
from litellm.llms.prompt_templates.factory import _bedrock_tools_pt
# litellm.num_retries = 3
litellm.cache = None
@ -983,3 +984,125 @@ def test_completion_bedrock_external_client_region():
pass
except Exception as e:
pytest.fail(f"Error occurred: {e}")
def test_bedrock_tool_calling():
"""
# related issue: https://github.com/BerriAI/litellm/issues/5007
# Bedrock tool names must satisfy regular expression pattern: [a-zA-Z][a-zA-Z0-9_]* ensure this is true
"""
litellm.set_verbose = True
response = litellm.completion(
model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0",
fallbacks=["bedrock/meta.llama3-1-8b-instruct-v1:0"],
messages=[
{
"role": "user",
"content": "What's the weather like in Boston today in Fahrenheit?",
}
],
tools=[
{
"type": "function",
"function": {
"name": "-DoSomethingVeryCool-forLitellm_Testin999229291-0293993",
"description": "do something very cool",
"parameters": {"type": "object", "properties": {}},
},
}
],
)
print("bedrock response")
print(response)
def test_bedrock_tools_pt_valid_names():
"""
# related issue: https://github.com/BerriAI/litellm/issues/5007
# Bedrock tool names must satisfy regular expression pattern: [a-zA-Z][a-zA-Z0-9_]* ensure this is true
"""
tools = [
{
"type": "function",
"function": {
"name": "get_current_weather",
"description": "Get the current weather",
"parameters": {
"type": "object",
"properties": {
"location": {"type": "string"},
},
"required": ["location"],
},
},
},
{
"type": "function",
"function": {
"name": "search_restaurants",
"description": "Search for restaurants",
"parameters": {
"type": "object",
"properties": {
"cuisine": {"type": "string"},
},
"required": ["cuisine"],
},
},
},
]
result = _bedrock_tools_pt(tools)
assert len(result) == 2
assert result[0]["toolSpec"]["name"] == "get_current_weather"
assert result[1]["toolSpec"]["name"] == "search_restaurants"
def test_bedrock_tools_pt_invalid_names():
"""
# related issue: https://github.com/BerriAI/litellm/issues/5007
# Bedrock tool names must satisfy regular expression pattern: [a-zA-Z][a-zA-Z0-9_]* ensure this is true
"""
tools = [
{
"type": "function",
"function": {
"name": "123-invalid@name",
"description": "Invalid name test",
"parameters": {
"type": "object",
"properties": {
"test": {"type": "string"},
},
"required": ["test"],
},
},
},
{
"type": "function",
"function": {
"name": "another@invalid#name",
"description": "Another invalid name test",
"parameters": {
"type": "object",
"properties": {
"test": {"type": "string"},
},
"required": ["test"],
},
},
},
]
result = _bedrock_tools_pt(tools)
print("bedrock tools after prompt formatting=", result)
assert len(result) == 2
assert result[0]["toolSpec"]["name"] == "a123_invalid_name"
assert result[1]["toolSpec"]["name"] == "another_invalid_name"