chore: initial snapshot for gitea/github upload
This commit is contained in:
Your Name
@@ -0,0 +1,722 @@
|
||||
from typing import TYPE_CHECKING, Any, Callable, Optional, Tuple, Union, cast
|
||||
|
||||
import aiohttp
|
||||
import httpx # type: ignore
|
||||
from aiohttp import ClientSession, FormData
|
||||
|
||||
import litellm
|
||||
import litellm.litellm_core_utils
|
||||
import litellm.types
|
||||
import litellm.types.utils
|
||||
from litellm.llms.base_llm.chat.transformation import BaseConfig
|
||||
from litellm.llms.base_llm.image_variations.transformation import (
|
||||
BaseImageVariationConfig,
|
||||
)
|
||||
from litellm.llms.custom_httpx.http_handler import (
|
||||
AsyncHTTPHandler,
|
||||
HTTPHandler,
|
||||
_get_httpx_client,
|
||||
)
|
||||
from litellm.llms.custom_httpx.aiohttp_transport import LiteLLMAiohttpTransport
|
||||
from litellm.types.llms.openai import FileTypes
|
||||
from litellm.types.utils import HttpHandlerRequestFields, ImageResponse, LlmProviders
|
||||
from litellm.utils import CustomStreamWrapper, ModelResponse, ProviderConfigManager
|
||||
|
||||
if TYPE_CHECKING:
|
||||
from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
|
||||
|
||||
LiteLLMLoggingObj = _LiteLLMLoggingObj
|
||||
else:
|
||||
LiteLLMLoggingObj = Any
|
||||
|
||||
DEFAULT_TIMEOUT = 600
|
||||
|
||||
|
||||
class BaseLLMAIOHTTPHandler:
|
||||
def __init__(
|
||||
self,
|
||||
client_session: Optional[aiohttp.ClientSession] = None,
|
||||
transport: Optional[LiteLLMAiohttpTransport] = None,
|
||||
connector: Optional[aiohttp.BaseConnector] = None,
|
||||
):
|
||||
self.client_session = client_session
|
||||
self._owns_session = (
|
||||
client_session is None
|
||||
) # Track if we own the session for cleanup
|
||||
|
||||
self.transport = transport
|
||||
self._owns_transport = (
|
||||
transport is None
|
||||
) # Track if we own the transport for cleanup
|
||||
|
||||
self.connector = connector
|
||||
self._owns_connector = (
|
||||
connector is None
|
||||
) # Track if we own the connector for cleanup
|
||||
|
||||
def _get_or_create_transport(self) -> Optional[LiteLLMAiohttpTransport]:
|
||||
"""Get existing transport or create a new one if needed."""
|
||||
if self.transport:
|
||||
return self.transport
|
||||
|
||||
# Create a transport using AsyncHTTPHandler's logic
|
||||
try:
|
||||
self.transport = AsyncHTTPHandler._create_aiohttp_transport()
|
||||
self._owns_transport = True
|
||||
return self.transport
|
||||
except Exception:
|
||||
# If transport creation fails, return None (will use direct session)
|
||||
return None
|
||||
|
||||
def _get_connector(self) -> Optional[aiohttp.BaseConnector]:
|
||||
"""Get or create a connector for the client session."""
|
||||
if self.connector:
|
||||
return self.connector
|
||||
elif self.transport and hasattr(self.transport, "client"):
|
||||
# Extract connector from transport if available
|
||||
client = self.transport.client
|
||||
if callable(client):
|
||||
# If client is a factory, we can't extract connector directly
|
||||
return None
|
||||
elif hasattr(client, "connector"):
|
||||
return client.connector
|
||||
return None
|
||||
|
||||
def _create_client_session_with_transport(self) -> ClientSession:
|
||||
"""Create a new client session using transport or connector configuration."""
|
||||
connector = self._get_connector()
|
||||
|
||||
if self.transport and hasattr(self.transport, "_get_valid_client_session"):
|
||||
# Use transport's session creation if available
|
||||
session = self.transport._get_valid_client_session()
|
||||
return session
|
||||
elif connector:
|
||||
# Use provided connector
|
||||
session = aiohttp.ClientSession(connector=connector)
|
||||
return session
|
||||
else:
|
||||
# Default session creation
|
||||
session = aiohttp.ClientSession()
|
||||
return session
|
||||
|
||||
def _get_async_client_session(
|
||||
self, dynamic_client_session: Optional[ClientSession] = None
|
||||
) -> ClientSession:
|
||||
if dynamic_client_session:
|
||||
return dynamic_client_session
|
||||
elif self.client_session:
|
||||
return self.client_session
|
||||
else:
|
||||
# Create client session using transport/connector if available
|
||||
self.client_session = self._create_client_session_with_transport()
|
||||
self._owns_session = True # We created this session, so we own it
|
||||
return self.client_session
|
||||
|
||||
async def close(self):
|
||||
"""Close the aiohttp client session and transport if we own them."""
|
||||
# Close client session if we own it
|
||||
if (
|
||||
self.client_session
|
||||
and not self.client_session.closed
|
||||
and self._owns_session
|
||||
):
|
||||
await self.client_session.close()
|
||||
|
||||
# Close transport if we own it
|
||||
if (
|
||||
self.transport
|
||||
and self._owns_transport
|
||||
and hasattr(self.transport, "aclose")
|
||||
):
|
||||
try:
|
||||
await self.transport.aclose()
|
||||
except Exception:
|
||||
# Ignore errors during transport cleanup
|
||||
pass
|
||||
|
||||
def __del__(self):
|
||||
"""
|
||||
Cleanup: close aiohttp session on instance destruction.
|
||||
|
||||
Provides defense-in-depth for issue #12443 - ensures cleanup happens
|
||||
even if atexit handler doesn't run (abnormal termination).
|
||||
"""
|
||||
if (
|
||||
self.client_session is not None
|
||||
and not self.client_session.closed
|
||||
and self._owns_session
|
||||
):
|
||||
try:
|
||||
import asyncio
|
||||
|
||||
try:
|
||||
loop = asyncio.get_event_loop()
|
||||
if loop.is_running():
|
||||
# Event loop is running - schedule cleanup task
|
||||
asyncio.create_task(self.close())
|
||||
else:
|
||||
# Event loop exists but not running - run cleanup
|
||||
loop.run_until_complete(self.close())
|
||||
except RuntimeError:
|
||||
# No event loop available - create one for cleanup
|
||||
loop = asyncio.new_event_loop()
|
||||
asyncio.set_event_loop(loop)
|
||||
try:
|
||||
loop.run_until_complete(self.close())
|
||||
finally:
|
||||
loop.close()
|
||||
except Exception:
|
||||
# Silently ignore errors during __del__ to avoid issues
|
||||
pass
|
||||
|
||||
async def _make_common_async_call(
|
||||
self,
|
||||
async_client_session: Optional[ClientSession],
|
||||
provider_config: BaseConfig,
|
||||
api_base: str,
|
||||
headers: dict,
|
||||
data: Optional[dict],
|
||||
timeout: Union[float, httpx.Timeout],
|
||||
litellm_params: dict,
|
||||
form_data: Optional[FormData] = None,
|
||||
stream: bool = False,
|
||||
) -> aiohttp.ClientResponse:
|
||||
"""Common implementation across stream + non-stream calls. Meant to ensure consistent error-handling."""
|
||||
max_retry_on_unprocessable_entity_error = (
|
||||
provider_config.max_retry_on_unprocessable_entity_error
|
||||
)
|
||||
|
||||
response: Optional[aiohttp.ClientResponse] = None
|
||||
async_client_session = self._get_async_client_session(
|
||||
dynamic_client_session=async_client_session
|
||||
)
|
||||
|
||||
for i in range(max(max_retry_on_unprocessable_entity_error, 1)):
|
||||
try:
|
||||
response = await async_client_session.post(
|
||||
url=api_base,
|
||||
headers=headers,
|
||||
json=data,
|
||||
data=form_data,
|
||||
)
|
||||
if not response.ok:
|
||||
response.raise_for_status()
|
||||
except aiohttp.ClientResponseError as e:
|
||||
setattr(e, "text", e.message)
|
||||
raise self._handle_error(e=e, provider_config=provider_config)
|
||||
except Exception as e:
|
||||
raise self._handle_error(e=e, provider_config=provider_config)
|
||||
break
|
||||
|
||||
if response is None:
|
||||
raise provider_config.get_error_class(
|
||||
error_message="No response from the API",
|
||||
status_code=422,
|
||||
headers={},
|
||||
)
|
||||
|
||||
return response
|
||||
|
||||
def _make_common_sync_call(
|
||||
self,
|
||||
sync_httpx_client: HTTPHandler,
|
||||
provider_config: BaseConfig,
|
||||
api_base: str,
|
||||
headers: dict,
|
||||
data: dict,
|
||||
timeout: Optional[Union[float, httpx.Timeout]],
|
||||
litellm_params: dict,
|
||||
stream: bool = False,
|
||||
files: Optional[dict] = None,
|
||||
content: Any = None,
|
||||
params: Optional[dict] = None,
|
||||
) -> httpx.Response:
|
||||
max_retry_on_unprocessable_entity_error = (
|
||||
provider_config.max_retry_on_unprocessable_entity_error
|
||||
)
|
||||
|
||||
response: Optional[httpx.Response] = None
|
||||
|
||||
for i in range(max(max_retry_on_unprocessable_entity_error, 1)):
|
||||
try:
|
||||
response = sync_httpx_client.post(
|
||||
url=api_base,
|
||||
headers=headers,
|
||||
data=data, # do not json dump the data here. let the individual endpoint handle this.
|
||||
timeout=timeout,
|
||||
stream=stream,
|
||||
files=files,
|
||||
content=content,
|
||||
params=params,
|
||||
)
|
||||
except httpx.HTTPStatusError as e:
|
||||
hit_max_retry = i + 1 == max_retry_on_unprocessable_entity_error
|
||||
should_retry = provider_config.should_retry_llm_api_inside_llm_translation_on_http_error(
|
||||
e=e, litellm_params=litellm_params
|
||||
)
|
||||
if should_retry and not hit_max_retry:
|
||||
data = (
|
||||
provider_config.transform_request_on_unprocessable_entity_error(
|
||||
e=e, request_data=data
|
||||
)
|
||||
)
|
||||
continue
|
||||
else:
|
||||
raise self._handle_error(e=e, provider_config=provider_config)
|
||||
except Exception as e:
|
||||
raise self._handle_error(e=e, provider_config=provider_config)
|
||||
break
|
||||
|
||||
if response is None:
|
||||
raise provider_config.get_error_class(
|
||||
error_message="No response from the API",
|
||||
status_code=422, # don't retry on this error
|
||||
headers={},
|
||||
)
|
||||
|
||||
return response
|
||||
|
||||
async def async_completion(
|
||||
self,
|
||||
custom_llm_provider: str,
|
||||
provider_config: BaseConfig,
|
||||
api_base: str,
|
||||
headers: dict,
|
||||
data: dict,
|
||||
timeout: Union[float, httpx.Timeout],
|
||||
model: str,
|
||||
model_response: ModelResponse,
|
||||
logging_obj: LiteLLMLoggingObj,
|
||||
messages: list,
|
||||
optional_params: dict,
|
||||
litellm_params: dict,
|
||||
encoding: Any,
|
||||
api_key: Optional[str] = None,
|
||||
client: Optional[ClientSession] = None,
|
||||
):
|
||||
_response = await self._make_common_async_call(
|
||||
async_client_session=client,
|
||||
provider_config=provider_config,
|
||||
api_base=api_base,
|
||||
headers=headers,
|
||||
data=data,
|
||||
timeout=timeout,
|
||||
litellm_params=litellm_params,
|
||||
stream=False,
|
||||
)
|
||||
_transformed_response = await provider_config.transform_response( # type: ignore
|
||||
model=model,
|
||||
raw_response=_response, # type: ignore
|
||||
model_response=model_response,
|
||||
logging_obj=logging_obj,
|
||||
api_key=api_key,
|
||||
request_data=data,
|
||||
messages=messages,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
encoding=encoding,
|
||||
)
|
||||
return _transformed_response
|
||||
|
||||
def completion(
|
||||
self,
|
||||
model: str,
|
||||
messages: list,
|
||||
api_base: str,
|
||||
custom_llm_provider: str,
|
||||
model_response: ModelResponse,
|
||||
encoding,
|
||||
logging_obj: LiteLLMLoggingObj,
|
||||
optional_params: dict,
|
||||
timeout: Union[float, httpx.Timeout],
|
||||
litellm_params: dict,
|
||||
acompletion: bool,
|
||||
stream: Optional[bool] = False,
|
||||
fake_stream: bool = False,
|
||||
api_key: Optional[str] = None,
|
||||
headers: Optional[dict] = {},
|
||||
client: Optional[Union[HTTPHandler, AsyncHTTPHandler, ClientSession]] = None,
|
||||
):
|
||||
provider_config = ProviderConfigManager.get_provider_chat_config(
|
||||
model=model, provider=litellm.LlmProviders(custom_llm_provider)
|
||||
)
|
||||
if provider_config is None:
|
||||
raise ValueError(
|
||||
f"Provider config not found for model: {model} and provider: {custom_llm_provider}"
|
||||
)
|
||||
# get config from model, custom llm provider
|
||||
headers = provider_config.validate_environment(
|
||||
api_key=api_key,
|
||||
headers=headers or {},
|
||||
model=model,
|
||||
messages=messages,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
api_base=api_base,
|
||||
)
|
||||
|
||||
api_base = provider_config.get_complete_url(
|
||||
api_base=api_base,
|
||||
api_key=api_key,
|
||||
model=model,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
stream=stream,
|
||||
)
|
||||
|
||||
data = provider_config.transform_request(
|
||||
model=model,
|
||||
messages=messages,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
headers=headers,
|
||||
)
|
||||
|
||||
## LOGGING
|
||||
logging_obj.pre_call(
|
||||
input=messages,
|
||||
api_key=api_key,
|
||||
additional_args={
|
||||
"complete_input_dict": data,
|
||||
"api_base": api_base,
|
||||
"headers": headers,
|
||||
},
|
||||
)
|
||||
|
||||
if acompletion is True:
|
||||
return self.async_completion(
|
||||
custom_llm_provider=custom_llm_provider,
|
||||
provider_config=provider_config,
|
||||
api_base=api_base,
|
||||
headers=headers,
|
||||
data=data,
|
||||
timeout=timeout,
|
||||
model=model,
|
||||
model_response=model_response,
|
||||
logging_obj=logging_obj,
|
||||
api_key=api_key,
|
||||
messages=messages,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
encoding=encoding,
|
||||
client=(
|
||||
client
|
||||
if client is not None and isinstance(client, ClientSession)
|
||||
else None
|
||||
),
|
||||
)
|
||||
|
||||
if stream is True:
|
||||
if fake_stream is not True:
|
||||
data["stream"] = stream
|
||||
completion_stream, headers = self.make_sync_call(
|
||||
provider_config=provider_config,
|
||||
api_base=api_base,
|
||||
headers=headers, # type: ignore
|
||||
data=data,
|
||||
model=model,
|
||||
messages=messages,
|
||||
logging_obj=logging_obj,
|
||||
timeout=timeout,
|
||||
fake_stream=fake_stream,
|
||||
client=(
|
||||
client
|
||||
if client is not None and isinstance(client, HTTPHandler)
|
||||
else None
|
||||
),
|
||||
litellm_params=litellm_params,
|
||||
)
|
||||
return CustomStreamWrapper(
|
||||
completion_stream=completion_stream,
|
||||
model=model,
|
||||
custom_llm_provider=custom_llm_provider,
|
||||
logging_obj=logging_obj,
|
||||
)
|
||||
|
||||
if client is None or not isinstance(client, HTTPHandler):
|
||||
sync_httpx_client = _get_httpx_client()
|
||||
else:
|
||||
sync_httpx_client = client
|
||||
|
||||
response = self._make_common_sync_call(
|
||||
sync_httpx_client=sync_httpx_client,
|
||||
provider_config=provider_config,
|
||||
api_base=api_base,
|
||||
headers=headers,
|
||||
timeout=timeout,
|
||||
litellm_params=litellm_params,
|
||||
data=data,
|
||||
)
|
||||
return provider_config.transform_response(
|
||||
model=model,
|
||||
raw_response=response,
|
||||
model_response=model_response,
|
||||
logging_obj=logging_obj,
|
||||
api_key=api_key,
|
||||
request_data=data,
|
||||
messages=messages,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
encoding=encoding,
|
||||
)
|
||||
|
||||
def make_sync_call(
|
||||
self,
|
||||
provider_config: BaseConfig,
|
||||
api_base: str,
|
||||
headers: dict,
|
||||
data: dict,
|
||||
model: str,
|
||||
messages: list,
|
||||
logging_obj,
|
||||
litellm_params: dict,
|
||||
timeout: Union[float, httpx.Timeout],
|
||||
fake_stream: bool = False,
|
||||
client: Optional[HTTPHandler] = None,
|
||||
) -> Tuple[Any, dict]:
|
||||
if client is None or not isinstance(client, HTTPHandler):
|
||||
sync_httpx_client = _get_httpx_client()
|
||||
else:
|
||||
sync_httpx_client = client
|
||||
stream = True
|
||||
if fake_stream is True:
|
||||
stream = False
|
||||
|
||||
response = self._make_common_sync_call(
|
||||
sync_httpx_client=sync_httpx_client,
|
||||
provider_config=provider_config,
|
||||
api_base=api_base,
|
||||
headers=headers,
|
||||
data=data,
|
||||
timeout=timeout,
|
||||
litellm_params=litellm_params,
|
||||
stream=stream,
|
||||
)
|
||||
|
||||
if fake_stream is True:
|
||||
completion_stream = provider_config.get_model_response_iterator(
|
||||
streaming_response=response.json(), sync_stream=True
|
||||
)
|
||||
else:
|
||||
completion_stream = provider_config.get_model_response_iterator(
|
||||
streaming_response=response.iter_lines(), sync_stream=True
|
||||
)
|
||||
|
||||
# LOGGING
|
||||
logging_obj.post_call(
|
||||
input=messages,
|
||||
api_key="",
|
||||
original_response="first stream response received",
|
||||
additional_args={"complete_input_dict": data},
|
||||
)
|
||||
|
||||
return completion_stream, dict(response.headers)
|
||||
|
||||
async def async_image_variations(
|
||||
self,
|
||||
client: Optional[ClientSession],
|
||||
provider_config: BaseImageVariationConfig,
|
||||
api_base: str,
|
||||
headers: dict,
|
||||
data: HttpHandlerRequestFields,
|
||||
timeout: float,
|
||||
litellm_params: dict,
|
||||
model_response: ImageResponse,
|
||||
logging_obj: LiteLLMLoggingObj,
|
||||
api_key: str,
|
||||
model: Optional[str],
|
||||
image: FileTypes,
|
||||
optional_params: dict,
|
||||
) -> ImageResponse:
|
||||
# create aiohttp form data if files in data
|
||||
form_data: Optional[FormData] = None
|
||||
if "files" in data and "data" in data:
|
||||
form_data = FormData()
|
||||
for k, v in data["files"].items():
|
||||
form_data.add_field(k, v[1], filename=v[0], content_type=v[2])
|
||||
|
||||
for key, value in data["data"].items():
|
||||
form_data.add_field(key, value)
|
||||
|
||||
_response = await self._make_common_async_call(
|
||||
async_client_session=client,
|
||||
provider_config=provider_config,
|
||||
api_base=api_base,
|
||||
headers=headers,
|
||||
data=None if form_data is not None else cast(dict, data),
|
||||
form_data=form_data,
|
||||
timeout=timeout,
|
||||
litellm_params=litellm_params,
|
||||
stream=False,
|
||||
)
|
||||
|
||||
## LOGGING
|
||||
logging_obj.post_call(
|
||||
api_key=api_key,
|
||||
original_response=_response.text,
|
||||
additional_args={
|
||||
"headers": headers,
|
||||
"api_base": api_base,
|
||||
},
|
||||
)
|
||||
|
||||
## RESPONSE OBJECT
|
||||
return await provider_config.async_transform_response_image_variation(
|
||||
model=model,
|
||||
model_response=model_response,
|
||||
raw_response=_response,
|
||||
logging_obj=logging_obj,
|
||||
request_data=cast(dict, data),
|
||||
image=image,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
encoding=None,
|
||||
api_key=api_key,
|
||||
)
|
||||
|
||||
def image_variations(
|
||||
self,
|
||||
model_response: ImageResponse,
|
||||
api_key: str,
|
||||
model: Optional[str],
|
||||
image: FileTypes,
|
||||
timeout: float,
|
||||
custom_llm_provider: str,
|
||||
logging_obj: LiteLLMLoggingObj,
|
||||
optional_params: dict,
|
||||
litellm_params: dict,
|
||||
print_verbose: Optional[Callable] = None,
|
||||
api_base: Optional[str] = None,
|
||||
aimage_variation: bool = False,
|
||||
logger_fn=None,
|
||||
client=None,
|
||||
organization: Optional[str] = None,
|
||||
headers: Optional[dict] = None,
|
||||
) -> ImageResponse:
|
||||
if model is None:
|
||||
raise ValueError("model is required for non-openai image variations")
|
||||
|
||||
provider_config = ProviderConfigManager.get_provider_image_variation_config(
|
||||
model=model, # openai defaults to dall-e-2
|
||||
provider=LlmProviders(custom_llm_provider),
|
||||
)
|
||||
|
||||
if provider_config is None:
|
||||
raise ValueError(
|
||||
f"image variation provider not found: {custom_llm_provider}."
|
||||
)
|
||||
|
||||
api_base = provider_config.get_complete_url(
|
||||
api_base=api_base,
|
||||
api_key=api_key,
|
||||
model=model,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
stream=False,
|
||||
)
|
||||
|
||||
headers = provider_config.validate_environment(
|
||||
api_key=api_key,
|
||||
headers=headers or {},
|
||||
model=model,
|
||||
messages=[{"role": "user", "content": "test"}],
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
api_base=api_base,
|
||||
)
|
||||
|
||||
data = provider_config.transform_request_image_variation(
|
||||
model=model,
|
||||
image=image,
|
||||
optional_params=optional_params,
|
||||
headers=headers,
|
||||
)
|
||||
|
||||
## LOGGING
|
||||
logging_obj.pre_call(
|
||||
input="",
|
||||
api_key=api_key,
|
||||
additional_args={
|
||||
"headers": headers,
|
||||
"api_base": api_base,
|
||||
"complete_input_dict": data.copy(),
|
||||
},
|
||||
)
|
||||
|
||||
if litellm_params.get("async_call", False):
|
||||
return self.async_image_variations(
|
||||
api_base=api_base,
|
||||
data=data,
|
||||
headers=headers,
|
||||
model_response=model_response,
|
||||
logging_obj=logging_obj,
|
||||
model=model,
|
||||
timeout=timeout,
|
||||
client=client,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
image=image,
|
||||
provider_config=provider_config,
|
||||
) # type: ignore
|
||||
|
||||
if client is None or not isinstance(client, HTTPHandler):
|
||||
sync_httpx_client = _get_httpx_client()
|
||||
else:
|
||||
sync_httpx_client = client
|
||||
|
||||
response = self._make_common_sync_call(
|
||||
sync_httpx_client=sync_httpx_client,
|
||||
provider_config=provider_config,
|
||||
api_base=api_base,
|
||||
headers=headers,
|
||||
timeout=timeout,
|
||||
litellm_params=litellm_params,
|
||||
stream=False,
|
||||
data=data.get("data") or {},
|
||||
files=data.get("files"),
|
||||
content=data.get("content"),
|
||||
params=data.get("params"),
|
||||
)
|
||||
|
||||
## LOGGING
|
||||
logging_obj.post_call(
|
||||
api_key=api_key,
|
||||
original_response=response.text,
|
||||
additional_args={
|
||||
"headers": headers,
|
||||
"api_base": api_base,
|
||||
},
|
||||
)
|
||||
|
||||
## RESPONSE OBJECT
|
||||
return provider_config.transform_response_image_variation(
|
||||
model=model,
|
||||
model_response=model_response,
|
||||
raw_response=response,
|
||||
logging_obj=logging_obj,
|
||||
request_data=cast(dict, data),
|
||||
image=image,
|
||||
optional_params=optional_params,
|
||||
litellm_params=litellm_params,
|
||||
encoding=None,
|
||||
api_key=api_key,
|
||||
)
|
||||
|
||||
def _handle_error(self, e: Exception, provider_config: BaseConfig):
|
||||
status_code = getattr(e, "status_code", 500)
|
||||
error_headers = getattr(e, "headers", None)
|
||||
error_text = getattr(e, "text", str(e))
|
||||
error_response = getattr(e, "response", None)
|
||||
if error_headers is None and error_response:
|
||||
error_headers = getattr(error_response, "headers", None)
|
||||
if error_response and hasattr(error_response, "text"):
|
||||
error_text = getattr(error_response, "text", error_text)
|
||||
if error_headers:
|
||||
error_headers = dict(error_headers)
|
||||
else:
|
||||
error_headers = {}
|
||||
raise provider_config.get_error_class(
|
||||
error_message=error_text,
|
||||
status_code=status_code,
|
||||
headers=error_headers,
|
||||
)
|
||||
Reference in New Issue
Block a user