-
Notifications
You must be signed in to change notification settings - Fork 1.2k
Add LiteLLM provider for OpenAI API compatible models #2606
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Open
mochow13
wants to merge
5
commits into
pydantic:main
Choose a base branch
from
mochow13:mottakin/litellm-integration
base: main
Could not load branches
Branch not found: {{ refName }}
Loading
Could not load tags
Nothing to show
Loading
Are you sure you want to change the base?
Some commits from the old base branch may be removed from the timeline,
and old review comments may become outdated.
+348
−41
Open
Changes from all commits
Commits
Show all changes
5 commits
Select commit
Hold shift + click to select a range
File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,138 @@ | ||
from __future__ import annotations as _annotations | ||
|
||
from typing import overload | ||
|
||
from httpx import AsyncClient as AsyncHTTPClient | ||
from openai import AsyncOpenAI | ||
|
||
from pydantic_ai.models import cached_async_http_client | ||
from pydantic_ai.profiles import ModelProfile | ||
from pydantic_ai.profiles.amazon import amazon_model_profile | ||
from pydantic_ai.profiles.anthropic import anthropic_model_profile | ||
from pydantic_ai.profiles.cohere import cohere_model_profile | ||
from pydantic_ai.profiles.deepseek import deepseek_model_profile | ||
from pydantic_ai.profiles.google import google_model_profile | ||
from pydantic_ai.profiles.grok import grok_model_profile | ||
from pydantic_ai.profiles.groq import groq_model_profile | ||
from pydantic_ai.profiles.meta import meta_model_profile | ||
from pydantic_ai.profiles.mistral import mistral_model_profile | ||
from pydantic_ai.profiles.moonshotai import moonshotai_model_profile | ||
from pydantic_ai.profiles.openai import OpenAIJsonSchemaTransformer, OpenAIModelProfile, openai_model_profile | ||
from pydantic_ai.profiles.qwen import qwen_model_profile | ||
from pydantic_ai.providers import Provider | ||
|
||
try: | ||
from openai import AsyncOpenAI | ||
except ImportError as _import_error: # pragma: no cover | ||
raise ImportError( | ||
'Please install the `openai` package to use the LiteLLM provider, ' | ||
'you can use the `openai` optional group — `pip install "pydantic-ai-slim[openai]"`' | ||
) from _import_error | ||
|
||
|
||
class LiteLLMProvider(Provider[AsyncOpenAI]): | ||
mochow13 marked this conversation as resolved.
Show resolved
Hide resolved
|
||
"""Provider for LiteLLM API.""" | ||
|
||
@property | ||
def name(self) -> str: | ||
return 'litellm' | ||
|
||
@property | ||
def base_url(self) -> str: | ||
return str(self.client.base_url) | ||
|
||
@property | ||
def client(self) -> AsyncOpenAI: | ||
return self._client | ||
|
||
def model_profile(self, model_name: str) -> ModelProfile | None: | ||
# Map provider prefixes to their profile functions | ||
provider_to_profile = { | ||
'anthropic': anthropic_model_profile, | ||
'openai': openai_model_profile, | ||
'google': google_model_profile, | ||
'mistralai': mistral_model_profile, | ||
'mistral': mistral_model_profile, | ||
'cohere': cohere_model_profile, | ||
'amazon': amazon_model_profile, | ||
'bedrock': amazon_model_profile, | ||
'meta-llama': meta_model_profile, | ||
'meta': meta_model_profile, | ||
'groq': groq_model_profile, | ||
'deepseek': deepseek_model_profile, | ||
'moonshotai': moonshotai_model_profile, | ||
'x-ai': grok_model_profile, | ||
'qwen': qwen_model_profile, | ||
} | ||
|
||
profile = None | ||
|
||
# Check if model name contains a provider prefix (e.g., "anthropic/claude-3") | ||
if '/' in model_name: | ||
provider_prefix, model_suffix = model_name.split('/', 1) | ||
if provider_prefix in provider_to_profile: | ||
profile = provider_to_profile[provider_prefix](model_suffix) | ||
|
||
# If no profile found, default to OpenAI profile | ||
if profile is None: | ||
profile = openai_model_profile(model_name) | ||
|
||
# As LiteLLMProvider is used with OpenAIModel, which uses OpenAIJsonSchemaTransformer, | ||
# we maintain that behavior | ||
return OpenAIModelProfile(json_schema_transformer=OpenAIJsonSchemaTransformer).update(profile) | ||
|
||
@overload | ||
def __init__( | ||
self, | ||
*, | ||
api_key: str | None = None, | ||
api_base: str | None = None, | ||
custom_llm_provider: str | None = None, | ||
) -> None: ... | ||
|
||
@overload | ||
def __init__( | ||
self, | ||
*, | ||
api_key: str | None = None, | ||
api_base: str | None = None, | ||
custom_llm_provider: str | None = None, | ||
http_client: AsyncHTTPClient, | ||
) -> None: ... | ||
|
||
@overload | ||
def __init__(self, *, openai_client: AsyncOpenAI) -> None: ... | ||
|
||
def __init__( | ||
self, | ||
*, | ||
api_key: str | None = None, | ||
api_base: str | None = None, | ||
custom_llm_provider: str | None = None, | ||
DouweM marked this conversation as resolved.
Show resolved
Hide resolved
|
||
openai_client: AsyncOpenAI | None = None, | ||
http_client: AsyncHTTPClient | None = None, | ||
) -> None: | ||
"""Initialize a LiteLLM provider. | ||
|
||
Args: | ||
api_key: API key for the model provider. If None, LiteLLM will try to get it from environment variables. | ||
api_base: Base URL for the model provider. Use this for custom endpoints or self-hosted models. | ||
custom_llm_provider: Custom LLM provider name for LiteLLM. Use this if LiteLLM can't auto-detect the provider. | ||
openai_client: Pre-configured OpenAI client. If provided, other parameters are ignored. | ||
http_client: Custom HTTP client to use. | ||
""" | ||
if openai_client is not None: | ||
self._client = openai_client | ||
return | ||
|
||
# Create OpenAI client that will be used with LiteLLM's completion function | ||
# The actual API calls will be intercepted and routed through LiteLLM | ||
if http_client is not None: | ||
self._client = AsyncOpenAI( | ||
base_url=api_base, api_key=api_key or 'litellm-placeholder', http_client=http_client | ||
) | ||
else: | ||
http_client = cached_async_http_client(provider='litellm') | ||
self._client = AsyncOpenAI( | ||
base_url=api_base, api_key=api_key or 'litellm-placeholder', http_client=http_client | ||
) |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -99,53 +99,19 @@ interactions: | |
alt-svc: | ||
- h3=":443"; ma=86400 | ||
content-length: | ||
- '762' | ||
- '99' | ||
content-type: | ||
- application/json | ||
referrer-policy: | ||
- strict-origin-when-cross-origin | ||
strict-transport-security: | ||
- max-age=3600; includeSubDomains | ||
parsed_body: | ||
data: | ||
- created: 0 | ||
id: llama-4-maverick-17b-128e-instruct | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: qwen-3-32b | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: qwen-3-235b-a22b-instruct-2507 | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: llama-4-scout-17b-16e-instruct | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: gpt-oss-120b | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: qwen-3-coder-480b | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: llama-3.3-70b | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: llama3.1-8b | ||
object: model | ||
owned_by: Cerebras | ||
- created: 0 | ||
id: qwen-3-235b-a22b-thinking-2507 | ||
object: model | ||
owned_by: Cerebras | ||
object: list | ||
code: wrong_api_key | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Can you restore this file please? That may also fix the coverage issue |
||
message: Wrong API Key | ||
param: api_key | ||
type: invalid_request_error | ||
status: | ||
code: 200 | ||
message: OK | ||
code: 401 | ||
message: Unauthorized | ||
version: 1 |
Oops, something went wrong.
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Please add this to
docs/models/index.md
underOpenAI-compatible Providers
as well