diff --git a/.circleci/config.yml b/.circleci/config.yml
index ecae22f872..7158087445 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -49,7 +49,7 @@ jobs:
pip install opentelemetry-api==1.25.0
pip install opentelemetry-sdk==1.25.0
pip install opentelemetry-exporter-otlp==1.25.0
- pip install openai==1.54.0
+ pip install openai==1.66.1
pip install prisma==0.11.0
pip install "detect_secrets==1.5.0"
pip install "httpx==0.24.1"
@@ -168,7 +168,7 @@ jobs:
pip install opentelemetry-api==1.25.0
pip install opentelemetry-sdk==1.25.0
pip install opentelemetry-exporter-otlp==1.25.0
- pip install openai==1.54.0
+ pip install openai==1.66.1
pip install prisma==0.11.0
pip install "detect_secrets==1.5.0"
pip install "httpx==0.24.1"
@@ -267,7 +267,7 @@ jobs:
pip install opentelemetry-api==1.25.0
pip install opentelemetry-sdk==1.25.0
pip install opentelemetry-exporter-otlp==1.25.0
- pip install openai==1.54.0
+ pip install openai==1.66.1
pip install prisma==0.11.0
pip install "detect_secrets==1.5.0"
pip install "httpx==0.24.1"
@@ -511,7 +511,7 @@ jobs:
pip install opentelemetry-api==1.25.0
pip install opentelemetry-sdk==1.25.0
pip install opentelemetry-exporter-otlp==1.25.0
- pip install openai==1.54.0
+ pip install openai==1.66.1
pip install prisma==0.11.0
pip install "detect_secrets==1.5.0"
pip install "httpx==0.24.1"
@@ -678,6 +678,48 @@ jobs:
paths:
- llm_translation_coverage.xml
- llm_translation_coverage
+ llm_responses_api_testing:
+ docker:
+ - image: cimg/python:3.11
+ auth:
+ username: ${DOCKERHUB_USERNAME}
+ password: ${DOCKERHUB_PASSWORD}
+ working_directory: ~/project
+
+ steps:
+ - checkout
+ - run:
+ name: Install Dependencies
+ command: |
+ python -m pip install --upgrade pip
+ python -m pip install -r requirements.txt
+ pip install "pytest==7.3.1"
+ pip install "pytest-retry==1.6.3"
+ pip install "pytest-cov==5.0.0"
+ pip install "pytest-asyncio==0.21.1"
+ pip install "respx==0.21.1"
+ # Run pytest and generate JUnit XML report
+ - run:
+ name: Run tests
+ command: |
+ pwd
+ ls
+ python -m pytest -vv tests/llm_responses_api_testing --cov=litellm --cov-report=xml -x -s -v --junitxml=test-results/junit.xml --durations=5
+ no_output_timeout: 120m
+ - run:
+ name: Rename the coverage files
+ command: |
+ mv coverage.xml llm_responses_api_coverage.xml
+ mv .coverage llm_responses_api_coverage
+
+ # Store test results
+ - store_test_results:
+ path: test-results
+ - persist_to_workspace:
+ root: .
+ paths:
+ - llm_responses_api_coverage.xml
+ - llm_responses_api_coverage
litellm_mapped_tests:
docker:
- image: cimg/python:3.11
@@ -1234,7 +1276,7 @@ jobs:
pip install "aiodynamo==23.10.1"
pip install "asyncio==3.4.3"
pip install "PyGithub==1.59.1"
- pip install "openai==1.54.0 "
+ pip install "openai==1.66.1"
- run:
name: Install Grype
command: |
@@ -1309,7 +1351,7 @@ jobs:
command: |
pwd
ls
- python -m pytest -s -vv tests/*.py -x --junitxml=test-results/junit.xml --durations=5 --ignore=tests/otel_tests --ignore=tests/pass_through_tests --ignore=tests/proxy_admin_ui_tests --ignore=tests/load_tests --ignore=tests/llm_translation --ignore=tests/image_gen_tests --ignore=tests/pass_through_unit_tests
+ python -m pytest -s -vv tests/*.py -x --junitxml=test-results/junit.xml --durations=5 --ignore=tests/otel_tests --ignore=tests/pass_through_tests --ignore=tests/proxy_admin_ui_tests --ignore=tests/load_tests --ignore=tests/llm_translation --ignore=tests/llm_responses_api_testing --ignore=tests/image_gen_tests --ignore=tests/pass_through_unit_tests
no_output_timeout: 120m
# Store test results
@@ -1370,7 +1412,7 @@ jobs:
pip install "aiodynamo==23.10.1"
pip install "asyncio==3.4.3"
pip install "PyGithub==1.59.1"
- pip install "openai==1.54.0 "
+ pip install "openai==1.66.1"
# Run pytest and generate JUnit XML report
- run:
name: Build Docker image
@@ -1492,7 +1534,7 @@ jobs:
pip install "aiodynamo==23.10.1"
pip install "asyncio==3.4.3"
pip install "PyGithub==1.59.1"
- pip install "openai==1.54.0 "
+ pip install "openai==1.66.1"
- run:
name: Build Docker image
command: docker build -t my-app:latest -f ./docker/Dockerfile.database .
@@ -1921,7 +1963,7 @@ jobs:
pip install "pytest-asyncio==0.21.1"
pip install "google-cloud-aiplatform==1.43.0"
pip install aiohttp
- pip install "openai==1.54.0 "
+ pip install "openai==1.66.1"
pip install "assemblyai==0.37.0"
python -m pip install --upgrade pip
pip install "pydantic==2.7.1"
@@ -2068,7 +2110,7 @@ jobs:
python -m venv venv
. venv/bin/activate
pip install coverage
- coverage combine llm_translation_coverage logging_coverage litellm_router_coverage local_testing_coverage litellm_assistants_api_coverage auth_ui_unit_tests_coverage langfuse_coverage caching_coverage litellm_proxy_unit_tests_coverage image_gen_coverage pass_through_unit_tests_coverage batches_coverage litellm_proxy_security_tests_coverage
+ coverage combine llm_translation_coverage llm_responses_api_coverage logging_coverage litellm_router_coverage local_testing_coverage litellm_assistants_api_coverage auth_ui_unit_tests_coverage langfuse_coverage caching_coverage litellm_proxy_unit_tests_coverage image_gen_coverage pass_through_unit_tests_coverage batches_coverage litellm_proxy_security_tests_coverage
coverage xml
- codecov/upload:
file: ./coverage.xml
@@ -2197,7 +2239,7 @@ jobs:
pip install "pytest-retry==1.6.3"
pip install "pytest-asyncio==0.21.1"
pip install aiohttp
- pip install "openai==1.54.0 "
+ pip install "openai==1.66.1"
python -m pip install --upgrade pip
pip install "pydantic==2.7.1"
pip install "pytest==7.3.1"
@@ -2429,6 +2471,12 @@ workflows:
only:
- main
- /litellm_.*/
+ - llm_responses_api_testing:
+ filters:
+ branches:
+ only:
+ - main
+ - /litellm_.*/
- litellm_mapped_tests:
filters:
branches:
@@ -2468,6 +2516,7 @@ workflows:
- upload-coverage:
requires:
- llm_translation_testing
+ - llm_responses_api_testing
- litellm_mapped_tests
- batches_testing
- litellm_utils_testing
@@ -2526,6 +2575,7 @@ workflows:
- load_testing
- test_bad_database_url
- llm_translation_testing
+ - llm_responses_api_testing
- litellm_mapped_tests
- batches_testing
- litellm_utils_testing
diff --git a/.circleci/requirements.txt b/.circleci/requirements.txt
index 12e83a40f2..e63fb9dd9a 100644
--- a/.circleci/requirements.txt
+++ b/.circleci/requirements.txt
@@ -1,5 +1,5 @@
# used by CI/CD testing
-openai==1.54.0
+openai==1.66.1
python-dotenv
tiktoken
importlib_metadata
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 9830074142..d50aefa8bb 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -10,9 +10,9 @@
**Please complete all items before asking a LiteLLM maintainer to review your PR**
-- [ ] I have Added testing in the `tests/litellm/` directory, **Adding at least 1 test is a hard requirement** - [see details](https://docs.litellm.ai/docs/contributing#2-adding-testing-to-your-pr)
+- [ ] I have Added testing in the `tests/litellm/` directory, **Adding at least 1 test is a hard requirement** - [see details](https://docs.litellm.ai/docs/extras/contributing_code)
- [ ] I have added a screenshot of my new test passing locally
-- [ ] My PR passes all unit tests on `make unit-test` [https://docs.litellm.ai/docs/contributing]
+- [ ] My PR passes all unit tests on (`make test-unit`)[https://docs.litellm.ai/docs/extras/contributing_code]
- [ ] My PR's scope is as isolated as possible, it only solves 1 specific problem
diff --git a/.github/workflows/helm_unit_test.yml b/.github/workflows/helm_unit_test.yml
new file mode 100644
index 0000000000..c4b83af70a
--- /dev/null
+++ b/.github/workflows/helm_unit_test.yml
@@ -0,0 +1,27 @@
+name: Helm unit test
+
+on:
+ pull_request:
+ push:
+ branches:
+ - main
+
+jobs:
+ unit-test:
+ runs-on: ubuntu-latest
+ steps:
+ - name: Checkout
+ uses: actions/checkout@v2
+
+ - name: Set up Helm 3.11.1
+ uses: azure/setup-helm@v1
+ with:
+ version: '3.11.1'
+
+ - name: Install Helm Unit Test Plugin
+ run: |
+ helm plugin install https://github.com/helm-unittest/helm-unittest --version v0.4.4
+
+ - name: Run unit tests
+ run:
+ helm unittest -f 'tests/*.yaml' deploy/charts/litellm-helm
\ No newline at end of file
diff --git a/README.md b/README.md
index 97ccc423da..2d2f71e4d1 100644
--- a/README.md
+++ b/README.md
@@ -340,7 +340,7 @@ curl 'http://0.0.0.0:4000/key/generate' \
## Contributing
-Interested in contributing? Contributions to LiteLLM Python SDK, Proxy Server, and contributing LLM integrations are both accepted and highly encouraged! [See our Contribution Guide for more details](https://docs.litellm.ai/docs/contributing)
+Interested in contributing? Contributions to LiteLLM Python SDK, Proxy Server, and contributing LLM integrations are both accepted and highly encouraged! [See our Contribution Guide for more details](https://docs.litellm.ai/docs/extras/contributing_code)
# Enterprise
For companies that need better security, user management and professional support
diff --git a/deploy/charts/litellm-helm/tests/deployment_tests.yaml b/deploy/charts/litellm-helm/tests/deployment_tests.yaml
new file mode 100644
index 0000000000..e7ce44b052
--- /dev/null
+++ b/deploy/charts/litellm-helm/tests/deployment_tests.yaml
@@ -0,0 +1,54 @@
+suite: test deployment
+templates:
+ - deployment.yaml
+ - configmap-litellm.yaml
+tests:
+ - it: should work
+ template: deployment.yaml
+ set:
+ image.tag: test
+ asserts:
+ - isKind:
+ of: Deployment
+ - matchRegex:
+ path: metadata.name
+ pattern: -litellm$
+ - equal:
+ path: spec.template.spec.containers[0].image
+ value: ghcr.io/berriai/litellm-database:test
+ - it: should work with tolerations
+ template: deployment.yaml
+ set:
+ tolerations:
+ - key: node-role.kubernetes.io/master
+ operator: Exists
+ effect: NoSchedule
+ asserts:
+ - equal:
+ path: spec.template.spec.tolerations[0].key
+ value: node-role.kubernetes.io/master
+ - equal:
+ path: spec.template.spec.tolerations[0].operator
+ value: Exists
+ - it: should work with affinity
+ template: deployment.yaml
+ set:
+ affinity:
+ nodeAffinity:
+ requiredDuringSchedulingIgnoredDuringExecution:
+ nodeSelectorTerms:
+ - matchExpressions:
+ - key: topology.kubernetes.io/zone
+ operator: In
+ values:
+ - antarctica-east1
+ asserts:
+ - equal:
+ path: spec.template.spec.affinity.nodeAffinity.requiredDuringSchedulingIgnoredDuringExecution.nodeSelectorTerms[0].matchExpressions[0].key
+ value: topology.kubernetes.io/zone
+ - equal:
+ path: spec.template.spec.affinity.nodeAffinity.requiredDuringSchedulingIgnoredDuringExecution.nodeSelectorTerms[0].matchExpressions[0].operator
+ value: In
+ - equal:
+ path: spec.template.spec.affinity.nodeAffinity.requiredDuringSchedulingIgnoredDuringExecution.nodeSelectorTerms[0].matchExpressions[0].values[0]
+ value: antarctica-east1
diff --git a/docs/my-website/docs/extras/contributing_code.md b/docs/my-website/docs/extras/contributing_code.md
index 47696b3c2e..0fe7675ead 100644
--- a/docs/my-website/docs/extras/contributing_code.md
+++ b/docs/my-website/docs/extras/contributing_code.md
@@ -48,7 +48,7 @@ The `tests/litellm/` directory follows the same directory structure as `litellm/
- `litellm/proxy/test_caching_routes.py` maps to `litellm/proxy/caching_routes.py`
- `test_{filename}.py` maps to `litellm/{filename}.py`
-### 3. Running Unit Tests
+## 3. Running Unit Tests
run the following command on the root of the litellm directory
@@ -56,7 +56,7 @@ run the following command on the root of the litellm directory
make test-unit
```
-### 4. Submit a PR with your changes!
+## 4. Submit a PR with your changes!
- push your fork to your GitHub repo
- submit a PR from there
diff --git a/docs/my-website/docs/providers/bedrock.md b/docs/my-website/docs/providers/bedrock.md
index bd2d4be1a4..1416006bf1 100644
--- a/docs/my-website/docs/providers/bedrock.md
+++ b/docs/my-website/docs/providers/bedrock.md
@@ -63,9 +63,9 @@ model_list:
- model_name: bedrock-claude-v1
litellm_params:
model: bedrock/anthropic.claude-instant-v1
- aws_access_key_id: os.environ/CUSTOM_AWS_ACCESS_KEY_ID
- aws_secret_access_key: os.environ/CUSTOM_AWS_SECRET_ACCESS_KEY
- aws_region_name: os.environ/CUSTOM_AWS_REGION_NAME
+ aws_access_key_id: os.environ/AWS_ACCESS_KEY_ID
+ aws_secret_access_key: os.environ/AWS_SECRET_ACCESS_KEY
+ aws_region_name: os.environ/AWS_REGION_NAME
```
All possible auth params:
@@ -1792,10 +1792,14 @@ print(response)
### Advanced - [Pass model/provider-specific Params](https://docs.litellm.ai/docs/completion/provider_specific_params#proxy-usage)
## Image Generation
-Use this for stable diffusion on bedrock
+Use this for stable diffusion, and amazon nova canvas on bedrock
### Usage
+
+
+
+
```python
import os
from litellm import image_generation
@@ -1830,6 +1834,41 @@ response = image_generation(
)
print(f"response: {response}")
```
+
+
+
+1. Setup config.yaml
+
+```yaml
+model_list:
+ - model_name: amazon.nova-canvas-v1:0
+ litellm_params:
+ model: bedrock/amazon.nova-canvas-v1:0
+ aws_region_name: "us-east-1"
+ aws_secret_access_key: my-key # OPTIONAL - all boto3 auth params supported
+ aws_secret_access_id: my-id # OPTIONAL - all boto3 auth params supported
+```
+
+2. Start proxy
+
+```bash
+litellm --config /path/to/config.yaml
+```
+
+3. Test it!
+
+```bash
+curl -L -X POST 'http://0.0.0.0:4000/v1/images/generations' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer $LITELLM_VIRTUAL_KEY' \
+-d '{
+ "model": "amazon.nova-canvas-v1:0",
+ "prompt": "A cute baby sea otter"
+}'
+```
+
+
+
## Supported AWS Bedrock Image Generation Models
@@ -1910,6 +1949,8 @@ curl http://0.0.0.0:4000/rerank \
"Capital punishment has existed in the United States since before it was a country."
],
"top_n": 3
+
+
}'
```
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 2e06d14d23..a7517925a0 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -903,6 +903,7 @@ from .llms.bedrock.chat.invoke_transformations.base_invoke_transformation import
from .llms.bedrock.image.amazon_stability1_transformation import AmazonStabilityConfig
from .llms.bedrock.image.amazon_stability3_transformation import AmazonStability3Config
+from .llms.bedrock.image.amazon_nova_canvas_transformation import AmazonNovaCanvasConfig
from .llms.bedrock.embed.amazon_titan_g1_transformation import AmazonTitanG1Config
from .llms.bedrock.embed.amazon_titan_multimodal_transformation import (
AmazonTitanMultimodalEmbeddingG1Config,
@@ -925,6 +926,7 @@ from .llms.groq.chat.transformation import GroqChatConfig
from .llms.voyage.embedding.transformation import VoyageEmbeddingConfig
from .llms.azure_ai.chat.transformation import AzureAIStudioConfig
from .llms.mistral.mistral_chat_transformation import MistralConfig
+from .llms.openai.responses.transformation import OpenAIResponsesAPIConfig
from .llms.openai.chat.o_series_transformation import (
OpenAIOSeriesConfig as OpenAIO1Config, # maintain backwards compatibility
OpenAIOSeriesConfig,
@@ -1014,6 +1016,7 @@ from .batches.main import *
from .batch_completion.main import * # type: ignore
from .rerank_api.main import *
from .llms.anthropic.experimental_pass_through.messages.handler import *
+from .responses.main import *
from .realtime_api.main import _arealtime
from .fine_tuning.main import *
from .files.main import *
diff --git a/litellm/constants.py b/litellm/constants.py
index 0288c45e40..b4551a78f5 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -18,6 +18,7 @@ SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD = 1000 # Minimum number of requests
REPEATED_STREAMING_CHUNK_LIMIT = 100 # catch if model starts looping the same chunk while streaming. Uses high default to prevent false positives.
#### Networking settings ####
request_timeout: float = 6000 # time in seconds
+STREAM_SSE_DONE_STRING: str = "[DONE]"
LITELLM_CHAT_PROVIDERS = [
"openai",
diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 1d10fa1f9e..58600ea14f 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -44,7 +44,12 @@ from litellm.llms.vertex_ai.cost_calculator import cost_router as google_cost_ro
from litellm.llms.vertex_ai.image_generation.cost_calculator import (
cost_calculator as vertex_ai_image_cost_calculator,
)
-from litellm.types.llms.openai import HttpxBinaryResponseContent
+from litellm.responses.utils import ResponseAPILoggingUtils
+from litellm.types.llms.openai import (
+ HttpxBinaryResponseContent,
+ ResponseAPIUsage,
+ ResponsesAPIResponse,
+)
from litellm.types.rerank import RerankBilledUnits, RerankResponse
from litellm.types.utils import (
CallTypesLiteral,
@@ -464,6 +469,13 @@ def _get_usage_object(
return usage_obj
+def _is_known_usage_objects(usage_obj):
+ """Returns True if the usage obj is a known Usage type"""
+ return isinstance(usage_obj, litellm.Usage) or isinstance(
+ usage_obj, ResponseAPIUsage
+ )
+
+
def _infer_call_type(
call_type: Optional[CallTypesLiteral], completion_response: Any
) -> Optional[CallTypesLiteral]:
@@ -573,9 +585,7 @@ def completion_cost( # noqa: PLR0915
base_model=base_model,
)
- verbose_logger.debug(
- f"completion_response _select_model_name_for_cost_calc: {model}"
- )
+ verbose_logger.info(f"selected model name for cost calculation: {model}")
if completion_response is not None and (
isinstance(completion_response, BaseModel)
@@ -587,8 +597,8 @@ def completion_cost( # noqa: PLR0915
)
else:
usage_obj = getattr(completion_response, "usage", {})
- if isinstance(usage_obj, BaseModel) and not isinstance(
- usage_obj, litellm.Usage
+ if isinstance(usage_obj, BaseModel) and not _is_known_usage_objects(
+ usage_obj=usage_obj
):
setattr(
completion_response,
@@ -601,6 +611,14 @@ def completion_cost( # noqa: PLR0915
_usage = usage_obj.model_dump()
else:
_usage = usage_obj
+
+ if ResponseAPILoggingUtils._is_response_api_usage(_usage):
+ _usage = (
+ ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage(
+ _usage
+ ).model_dump()
+ )
+
# get input/output tokens from completion_response
prompt_tokens = _usage.get("prompt_tokens", 0)
completion_tokens = _usage.get("completion_tokens", 0)
@@ -799,6 +817,7 @@ def response_cost_calculator(
TextCompletionResponse,
HttpxBinaryResponseContent,
RerankResponse,
+ ResponsesAPIResponse,
],
model: str,
custom_llm_provider: Optional[str],
diff --git a/litellm/exceptions.py b/litellm/exceptions.py
index f4166a5837..6a927f0712 100644
--- a/litellm/exceptions.py
+++ b/litellm/exceptions.py
@@ -118,6 +118,7 @@ class BadRequestError(openai.BadRequestError): # type: ignore
litellm_debug_info: Optional[str] = None,
max_retries: Optional[int] = None,
num_retries: Optional[int] = None,
+ body: Optional[dict] = None,
):
self.status_code = 400
self.message = "litellm.BadRequestError: {}".format(message)
@@ -133,7 +134,7 @@ class BadRequestError(openai.BadRequestError): # type: ignore
self.max_retries = max_retries
self.num_retries = num_retries
super().__init__(
- self.message, response=response, body=None
+ self.message, response=response, body=body
) # Call the base class constructor with the parameters it needs
def __str__(self):
diff --git a/litellm/litellm_core_utils/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py
index 1f5e0147b9..7a0cffab7b 100644
--- a/litellm/litellm_core_utils/exception_mapping_utils.py
+++ b/litellm/litellm_core_utils/exception_mapping_utils.py
@@ -331,6 +331,7 @@ def exception_type( # type: ignore # noqa: PLR0915
model=model,
response=getattr(original_exception, "response", None),
litellm_debug_info=extra_information,
+ body=getattr(original_exception, "body", None),
)
elif (
"Web server is returning an unknown error" in error_str
@@ -421,6 +422,7 @@ def exception_type( # type: ignore # noqa: PLR0915
llm_provider=custom_llm_provider,
response=getattr(original_exception, "response", None),
litellm_debug_info=extra_information,
+ body=getattr(original_exception, "body", None),
)
elif original_exception.status_code == 429:
exception_mapping_worked = True
@@ -1960,6 +1962,7 @@ def exception_type( # type: ignore # noqa: PLR0915
model=model,
litellm_debug_info=extra_information,
response=getattr(original_exception, "response", None),
+ body=getattr(original_exception, "body", None),
)
elif (
"The api_key client option must be set either by passing api_key to the client or by setting"
@@ -1991,6 +1994,7 @@ def exception_type( # type: ignore # noqa: PLR0915
model=model,
litellm_debug_info=extra_information,
response=getattr(original_exception, "response", None),
+ body=getattr(original_exception, "body", None),
)
elif original_exception.status_code == 401:
exception_mapping_worked = True
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index a3d9a57a49..18af639918 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -39,11 +39,14 @@ from litellm.litellm_core_utils.redact_messages import (
redact_message_input_output_from_custom_logger,
redact_message_input_output_from_logging,
)
+from litellm.responses.utils import ResponseAPILoggingUtils
from litellm.types.llms.openai import (
AllMessageValues,
Batch,
FineTuningJob,
HttpxBinaryResponseContent,
+ ResponseCompletedEvent,
+ ResponsesAPIResponse,
)
from litellm.types.rerank import RerankResponse
from litellm.types.router import SPECIAL_MODEL_INFO_PARAMS
@@ -851,6 +854,8 @@ class Logging(LiteLLMLoggingBaseClass):
RerankResponse,
Batch,
FineTuningJob,
+ ResponsesAPIResponse,
+ ResponseCompletedEvent,
],
cache_hit: Optional[bool] = None,
) -> Optional[float]:
@@ -1000,7 +1005,7 @@ class Logging(LiteLLMLoggingBaseClass):
standard_logging_object is None
and result is not None
and self.stream is not True
- ): # handle streaming separately
+ ):
if (
isinstance(result, ModelResponse)
or isinstance(result, ModelResponseStream)
@@ -1012,6 +1017,7 @@ class Logging(LiteLLMLoggingBaseClass):
or isinstance(result, RerankResponse)
or isinstance(result, FineTuningJob)
or isinstance(result, LiteLLMBatch)
+ or isinstance(result, ResponsesAPIResponse)
):
## HIDDEN PARAMS ##
hidden_params = getattr(result, "_hidden_params", {})
@@ -1111,7 +1117,7 @@ class Logging(LiteLLMLoggingBaseClass):
## BUILD COMPLETE STREAMED RESPONSE
complete_streaming_response: Optional[
- Union[ModelResponse, TextCompletionResponse]
+ Union[ModelResponse, TextCompletionResponse, ResponsesAPIResponse]
] = None
if "complete_streaming_response" in self.model_call_details:
return # break out of this.
@@ -1633,7 +1639,7 @@ class Logging(LiteLLMLoggingBaseClass):
if "async_complete_streaming_response" in self.model_call_details:
return # break out of this.
complete_streaming_response: Optional[
- Union[ModelResponse, TextCompletionResponse]
+ Union[ModelResponse, TextCompletionResponse, ResponsesAPIResponse]
] = self._get_assembled_streaming_response(
result=result,
start_time=start_time,
@@ -2343,16 +2349,24 @@ class Logging(LiteLLMLoggingBaseClass):
def _get_assembled_streaming_response(
self,
- result: Union[ModelResponse, TextCompletionResponse, ModelResponseStream, Any],
+ result: Union[
+ ModelResponse,
+ TextCompletionResponse,
+ ModelResponseStream,
+ ResponseCompletedEvent,
+ Any,
+ ],
start_time: datetime.datetime,
end_time: datetime.datetime,
is_async: bool,
streaming_chunks: List[Any],
- ) -> Optional[Union[ModelResponse, TextCompletionResponse]]:
+ ) -> Optional[Union[ModelResponse, TextCompletionResponse, ResponsesAPIResponse]]:
if isinstance(result, ModelResponse):
return result
elif isinstance(result, TextCompletionResponse):
return result
+ elif isinstance(result, ResponseCompletedEvent):
+ return result.response
elif isinstance(result, ModelResponseStream):
complete_streaming_response: Optional[
Union[ModelResponse, TextCompletionResponse]
@@ -3111,6 +3125,12 @@ class StandardLoggingPayloadSetup:
elif isinstance(usage, Usage):
return usage
elif isinstance(usage, dict):
+ if ResponseAPILoggingUtils._is_response_api_usage(usage):
+ return (
+ ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage(
+ usage
+ )
+ )
return Usage(**usage)
raise ValueError(f"usage is required, got={usage} of type {type(usage)}")
diff --git a/litellm/llms/azure/assistants.py b/litellm/llms/azure/assistants.py
index 00af99037b..1328eb1fea 100644
--- a/litellm/llms/azure/assistants.py
+++ b/litellm/llms/azure/assistants.py
@@ -1,4 +1,4 @@
-from typing import Coroutine, Iterable, Literal, Optional, Union
+from typing import Any, Coroutine, Dict, Iterable, Literal, Optional, Union
import httpx
from openai import AsyncAzureOpenAI, AzureOpenAI
@@ -649,7 +649,7 @@ class AzureAssistantsAPI(BaseAzureLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
@@ -692,13 +692,13 @@ class AzureAssistantsAPI(BaseAzureLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
tools: Optional[Iterable[AssistantToolParam]],
event_handler: Optional[AssistantEventHandler],
litellm_params: Optional[dict] = None,
) -> AsyncAssistantStreamManager[AsyncAssistantEventHandler]:
- data = {
+ data: Dict[str, Any] = {
"thread_id": thread_id,
"assistant_id": assistant_id,
"additional_instructions": additional_instructions,
@@ -718,13 +718,13 @@ class AzureAssistantsAPI(BaseAzureLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
tools: Optional[Iterable[AssistantToolParam]],
event_handler: Optional[AssistantEventHandler],
litellm_params: Optional[dict] = None,
) -> AssistantStreamManager[AssistantEventHandler]:
- data = {
+ data: Dict[str, Any] = {
"thread_id": thread_id,
"assistant_id": assistant_id,
"additional_instructions": additional_instructions,
@@ -746,7 +746,7 @@ class AzureAssistantsAPI(BaseAzureLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
@@ -768,7 +768,7 @@ class AzureAssistantsAPI(BaseAzureLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
@@ -791,7 +791,7 @@ class AzureAssistantsAPI(BaseAzureLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
diff --git a/litellm/llms/azure/audio_transcriptions.py b/litellm/llms/azure/audio_transcriptions.py
index 0d04a92afe..52a3d780fb 100644
--- a/litellm/llms/azure/audio_transcriptions.py
+++ b/litellm/llms/azure/audio_transcriptions.py
@@ -7,7 +7,11 @@ from pydantic import BaseModel
import litellm
from litellm.litellm_core_utils.audio_utils.utils import get_audio_file_name
from litellm.types.utils import FileTypes
-from litellm.utils import TranscriptionResponse, convert_to_model_response_object
+from litellm.utils import (
+ TranscriptionResponse,
+ convert_to_model_response_object,
+ extract_duration_from_srt_or_vtt,
+)
from .azure import AzureChatCompletion
@@ -140,6 +144,8 @@ class AzureAudioTranscription(AzureChatCompletion):
stringified_response = response.model_dump()
else:
stringified_response = TranscriptionResponse(text=response).model_dump()
+ duration = extract_duration_from_srt_or_vtt(response)
+ stringified_response["duration"] = duration
## LOGGING
logging_obj.post_call(
diff --git a/litellm/llms/azure/azure.py b/litellm/llms/azure/azure.py
index 6b42f8c68d..e0c1079a2a 100644
--- a/litellm/llms/azure/azure.py
+++ b/litellm/llms/azure/azure.py
@@ -430,10 +430,14 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM):
status_code = getattr(e, "status_code", 500)
error_headers = getattr(e, "headers", None)
error_response = getattr(e, "response", None)
+ error_body = getattr(e, "body", None)
if error_headers is None and error_response:
error_headers = getattr(error_response, "headers", None)
raise AzureOpenAIError(
- status_code=status_code, message=str(e), headers=error_headers
+ status_code=status_code,
+ message=str(e),
+ headers=error_headers,
+ body=error_body,
)
async def acompletion(
@@ -519,6 +523,7 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM):
raise AzureOpenAIError(status_code=500, message=str(e))
except Exception as e:
message = getattr(e, "message", str(e))
+ body = getattr(e, "body", None)
## LOGGING
logging_obj.post_call(
input=data["messages"],
@@ -529,7 +534,7 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM):
if hasattr(e, "status_code"):
raise e
else:
- raise AzureOpenAIError(status_code=500, message=message)
+ raise AzureOpenAIError(status_code=500, message=message, body=body)
def streaming(
self,
@@ -656,10 +661,14 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM):
error_headers = getattr(e, "headers", None)
error_response = getattr(e, "response", None)
message = getattr(e, "message", str(e))
+ error_body = getattr(e, "body", None)
if error_headers is None and error_response:
error_headers = getattr(error_response, "headers", None)
raise AzureOpenAIError(
- status_code=status_code, message=message, headers=error_headers
+ status_code=status_code,
+ message=message,
+ headers=error_headers,
+ body=error_body,
)
async def aembedding(
diff --git a/litellm/llms/azure/common_utils.py b/litellm/llms/azure/common_utils.py
index b055f49a7e..909fcd88a5 100644
--- a/litellm/llms/azure/common_utils.py
+++ b/litellm/llms/azure/common_utils.py
@@ -25,6 +25,7 @@ class AzureOpenAIError(BaseLLMException):
request: Optional[httpx.Request] = None,
response: Optional[httpx.Response] = None,
headers: Optional[Union[httpx.Headers, dict]] = None,
+ body: Optional[dict] = None,
):
super().__init__(
status_code=status_code,
@@ -32,6 +33,7 @@ class AzureOpenAIError(BaseLLMException):
request=request,
response=response,
headers=headers,
+ body=body,
)
diff --git a/litellm/llms/azure_ai/chat/transformation.py b/litellm/llms/azure_ai/chat/transformation.py
index 46a1a6bf9c..2ef5285ac6 100644
--- a/litellm/llms/azure_ai/chat/transformation.py
+++ b/litellm/llms/azure_ai/chat/transformation.py
@@ -16,10 +16,23 @@ from litellm.llms.openai.openai import OpenAIConfig
from litellm.secret_managers.main import get_secret_str
from litellm.types.llms.openai import AllMessageValues
from litellm.types.utils import ModelResponse, ProviderField
-from litellm.utils import _add_path_to_api_base
+from litellm.utils import _add_path_to_api_base, supports_tool_choice
class AzureAIStudioConfig(OpenAIConfig):
+ def get_supported_openai_params(self, model: str) -> List:
+ model_supports_tool_choice = True # azure ai supports this by default
+ if not supports_tool_choice(model=f"azure_ai/{model}"):
+ model_supports_tool_choice = False
+ supported_params = super().get_supported_openai_params(model)
+ if not model_supports_tool_choice:
+ filtered_supported_params = []
+ for param in supported_params:
+ if param != "tool_choice":
+ filtered_supported_params.append(param)
+ return filtered_supported_params
+ return supported_params
+
def validate_environment(
self,
headers: dict,
diff --git a/litellm/llms/base_llm/chat/transformation.py b/litellm/llms/base_llm/chat/transformation.py
index d05b79dd7f..8327a10464 100644
--- a/litellm/llms/base_llm/chat/transformation.py
+++ b/litellm/llms/base_llm/chat/transformation.py
@@ -51,6 +51,7 @@ class BaseLLMException(Exception):
headers: Optional[Union[dict, httpx.Headers]] = None,
request: Optional[httpx.Request] = None,
response: Optional[httpx.Response] = None,
+ body: Optional[dict] = None,
):
self.status_code = status_code
self.message: str = message
@@ -67,6 +68,7 @@ class BaseLLMException(Exception):
self.response = httpx.Response(
status_code=status_code, request=self.request
)
+ self.body = body
super().__init__(
self.message
) # Call the base class constructor with the parameters it needs
diff --git a/litellm/llms/base_llm/responses/transformation.py b/litellm/llms/base_llm/responses/transformation.py
new file mode 100644
index 0000000000..c41d63842b
--- /dev/null
+++ b/litellm/llms/base_llm/responses/transformation.py
@@ -0,0 +1,133 @@
+import types
+from abc import ABC, abstractmethod
+from typing import TYPE_CHECKING, Any, Dict, Optional, Union
+
+import httpx
+
+from litellm.types.llms.openai import (
+ ResponseInputParam,
+ ResponsesAPIOptionalRequestParams,
+ ResponsesAPIRequestParams,
+ ResponsesAPIResponse,
+ ResponsesAPIStreamingResponse,
+)
+from litellm.types.router import GenericLiteLLMParams
+
+if TYPE_CHECKING:
+ from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
+
+ from ..chat.transformation import BaseLLMException as _BaseLLMException
+
+ LiteLLMLoggingObj = _LiteLLMLoggingObj
+ BaseLLMException = _BaseLLMException
+else:
+ LiteLLMLoggingObj = Any
+ BaseLLMException = Any
+
+
+class BaseResponsesAPIConfig(ABC):
+ def __init__(self):
+ pass
+
+ @classmethod
+ def get_config(cls):
+ return {
+ k: v
+ for k, v in cls.__dict__.items()
+ if not k.startswith("__")
+ and not k.startswith("_abc")
+ and not isinstance(
+ v,
+ (
+ types.FunctionType,
+ types.BuiltinFunctionType,
+ classmethod,
+ staticmethod,
+ ),
+ )
+ and v is not None
+ }
+
+ @abstractmethod
+ def get_supported_openai_params(self, model: str) -> list:
+ pass
+
+ @abstractmethod
+ def map_openai_params(
+ self,
+ response_api_optional_params: ResponsesAPIOptionalRequestParams,
+ model: str,
+ drop_params: bool,
+ ) -> Dict:
+
+ pass
+
+ @abstractmethod
+ def validate_environment(
+ self,
+ headers: dict,
+ model: str,
+ api_key: Optional[str] = None,
+ ) -> dict:
+ return {}
+
+ @abstractmethod
+ def get_complete_url(
+ self,
+ api_base: Optional[str],
+ model: str,
+ stream: Optional[bool] = None,
+ ) -> str:
+ """
+ OPTIONAL
+
+ Get the complete url for the request
+
+ Some providers need `model` in `api_base`
+ """
+ if api_base is None:
+ raise ValueError("api_base is required")
+ return api_base
+
+ @abstractmethod
+ def transform_responses_api_request(
+ self,
+ model: str,
+ input: Union[str, ResponseInputParam],
+ response_api_optional_request_params: Dict,
+ litellm_params: GenericLiteLLMParams,
+ headers: dict,
+ ) -> ResponsesAPIRequestParams:
+ pass
+
+ @abstractmethod
+ def transform_response_api_response(
+ self,
+ model: str,
+ raw_response: httpx.Response,
+ logging_obj: LiteLLMLoggingObj,
+ ) -> ResponsesAPIResponse:
+ pass
+
+ @abstractmethod
+ def transform_streaming_response(
+ self,
+ model: str,
+ parsed_chunk: dict,
+ logging_obj: LiteLLMLoggingObj,
+ ) -> ResponsesAPIStreamingResponse:
+ """
+ Transform a parsed streaming response chunk into a ResponsesAPIStreamingResponse
+ """
+ pass
+
+ def get_error_class(
+ self, error_message: str, status_code: int, headers: Union[dict, httpx.Headers]
+ ) -> BaseLLMException:
+ from ..chat.transformation import BaseLLMException
+
+ raise BaseLLMException(
+ status_code=status_code,
+ message=error_message,
+ headers=headers,
+ )
diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py
index 27289164f7..44e5b40380 100644
--- a/litellm/llms/bedrock/chat/invoke_handler.py
+++ b/litellm/llms/bedrock/chat/invoke_handler.py
@@ -1231,7 +1231,9 @@ class AWSEventStreamDecoder:
if len(self.content_blocks) == 0:
return False
- if "text" in self.content_blocks[0]:
+ if (
+ "toolUse" not in self.content_blocks[0]
+ ): # be explicit - only do this if tool use block, as this is to prevent json decoding errors
return False
for block in self.content_blocks:
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py
index a316eb7ea6..5414429d4c 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py
@@ -129,7 +129,6 @@ class AmazonInvokeConfig(BaseConfig, BaseAWSLLM):
## CREDENTIALS ##
# pop aws_secret_access_key, aws_access_key_id, aws_session_token, aws_region_name from kwargs, since completion calls fail with them
- extra_headers = optional_params.get("extra_headers", None)
aws_secret_access_key = optional_params.get("aws_secret_access_key", None)
aws_access_key_id = optional_params.get("aws_access_key_id", None)
aws_session_token = optional_params.get("aws_session_token", None)
@@ -155,9 +154,10 @@ class AmazonInvokeConfig(BaseConfig, BaseAWSLLM):
)
sigv4 = SigV4Auth(credentials, "bedrock", aws_region_name)
- headers = {"Content-Type": "application/json"}
- if extra_headers is not None:
- headers = {"Content-Type": "application/json", **extra_headers}
+ if headers is not None:
+ headers = {"Content-Type": "application/json", **headers}
+ else:
+ headers = {"Content-Type": "application/json"}
request = AWSRequest(
method="POST",
@@ -166,12 +166,13 @@ class AmazonInvokeConfig(BaseConfig, BaseAWSLLM):
headers=headers,
)
sigv4.add_auth(request)
- if (
- extra_headers is not None and "Authorization" in extra_headers
- ): # prevent sigv4 from overwriting the auth header
- request.headers["Authorization"] = extra_headers["Authorization"]
- return dict(request.headers)
+ request_headers_dict = dict(request.headers)
+ if (
+ headers is not None and "Authorization" in headers
+ ): # prevent sigv4 from overwriting the auth header
+ request_headers_dict["Authorization"] = headers["Authorization"]
+ return request_headers_dict
def transform_request(
self,
@@ -443,7 +444,7 @@ class AmazonInvokeConfig(BaseConfig, BaseAWSLLM):
api_key: Optional[str] = None,
api_base: Optional[str] = None,
) -> dict:
- return {}
+ return headers
def get_error_class(
self, error_message: str, status_code: int, headers: Union[dict, httpx.Headers]
diff --git a/litellm/llms/bedrock/image/amazon_nova_canvas_transformation.py b/litellm/llms/bedrock/image/amazon_nova_canvas_transformation.py
new file mode 100644
index 0000000000..de46edb923
--- /dev/null
+++ b/litellm/llms/bedrock/image/amazon_nova_canvas_transformation.py
@@ -0,0 +1,106 @@
+import types
+from typing import List, Optional
+
+from openai.types.image import Image
+
+from litellm.types.llms.bedrock import (
+ AmazonNovaCanvasTextToImageRequest, AmazonNovaCanvasTextToImageResponse,
+ AmazonNovaCanvasTextToImageParams, AmazonNovaCanvasRequestBase,
+)
+from litellm.types.utils import ImageResponse
+
+
+class AmazonNovaCanvasConfig:
+ """
+ Reference: https://us-east-1.console.aws.amazon.com/bedrock/home?region=us-east-1#/model-catalog/serverless/amazon.nova-canvas-v1:0
+
+ """
+
+ @classmethod
+ def get_config(cls):
+ return {
+ k: v
+ for k, v in cls.__dict__.items()
+ if not k.startswith("__")
+ and not isinstance(
+ v,
+ (
+ types.FunctionType,
+ types.BuiltinFunctionType,
+ classmethod,
+ staticmethod,
+ ),
+ )
+ and v is not None
+ }
+
+ @classmethod
+ def get_supported_openai_params(cls, model: Optional[str] = None) -> List:
+ """
+ """
+ return ["n", "size", "quality"]
+
+ @classmethod
+ def _is_nova_model(cls, model: Optional[str] = None) -> bool:
+ """
+ Returns True if the model is a Nova Canvas model
+
+ Nova models follow this pattern:
+
+ """
+ if model:
+ if "amazon.nova-canvas" in model:
+ return True
+ return False
+
+ @classmethod
+ def transform_request_body(
+ cls, text: str, optional_params: dict
+ ) -> AmazonNovaCanvasRequestBase:
+ """
+ Transform the request body for Amazon Nova Canvas model
+ """
+ task_type = optional_params.pop("taskType", "TEXT_IMAGE")
+ image_generation_config = optional_params.pop("imageGenerationConfig", {})
+ image_generation_config = {**image_generation_config, **optional_params}
+ if task_type == "TEXT_IMAGE":
+ text_to_image_params = image_generation_config.pop("textToImageParams", {})
+ text_to_image_params = {"text" :text, **text_to_image_params}
+ text_to_image_params = AmazonNovaCanvasTextToImageParams(**text_to_image_params)
+ return AmazonNovaCanvasTextToImageRequest(textToImageParams=text_to_image_params, taskType=task_type,
+ imageGenerationConfig=image_generation_config)
+ raise NotImplementedError(f"Task type {task_type} is not supported")
+
+ @classmethod
+ def map_openai_params(cls, non_default_params: dict, optional_params: dict) -> dict:
+ """
+ Map the OpenAI params to the Bedrock params
+ """
+ _size = non_default_params.get("size")
+ if _size is not None:
+ width, height = _size.split("x")
+ optional_params["width"], optional_params["height"] = int(width), int(height)
+ if non_default_params.get("n") is not None:
+ optional_params["numberOfImages"] = non_default_params.get("n")
+ if non_default_params.get("quality") is not None:
+ if non_default_params.get("quality") in ("hd", "premium"):
+ optional_params["quality"] = "premium"
+ if non_default_params.get("quality") == "standard":
+ optional_params["quality"] = "standard"
+ return optional_params
+
+ @classmethod
+ def transform_response_dict_to_openai_response(
+ cls, model_response: ImageResponse, response_dict: dict
+ ) -> ImageResponse:
+ """
+ Transform the response dict to the OpenAI response
+ """
+
+ nova_response = AmazonNovaCanvasTextToImageResponse(**response_dict)
+ openai_images: List[Image] = []
+ for _img in nova_response.get("images", []):
+ openai_images.append(Image(b64_json=_img))
+
+ model_response.data = openai_images
+ return model_response
diff --git a/litellm/llms/bedrock/image/image_handler.py b/litellm/llms/bedrock/image/image_handler.py
index 59a80b2222..8f7762e547 100644
--- a/litellm/llms/bedrock/image/image_handler.py
+++ b/litellm/llms/bedrock/image/image_handler.py
@@ -266,6 +266,8 @@ class BedrockImageGeneration(BaseAWSLLM):
"text_prompts": [{"text": prompt, "weight": 1}],
**inference_params,
}
+ elif provider == "amazon":
+ return dict(litellm.AmazonNovaCanvasConfig.transform_request_body(text=prompt, optional_params=optional_params))
else:
raise BedrockError(
status_code=422, message=f"Unsupported model={model}, passed in"
@@ -301,6 +303,7 @@ class BedrockImageGeneration(BaseAWSLLM):
config_class = (
litellm.AmazonStability3Config
if litellm.AmazonStability3Config._is_stability_3_model(model=model)
+ else litellm.AmazonNovaCanvasConfig if litellm.AmazonNovaCanvasConfig._is_nova_model(model=model)
else litellm.AmazonStabilityConfig
)
config_class.transform_response_dict_to_openai_response(
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 0459854c4e..6f8fd347c1 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -1,6 +1,6 @@
import io
import json
-from typing import TYPE_CHECKING, Any, Optional, Tuple, Union
+from typing import TYPE_CHECKING, Any, Coroutine, Dict, Optional, Tuple, Union
import httpx # type: ignore
@@ -11,13 +11,21 @@ import litellm.types.utils
from litellm.llms.base_llm.chat.transformation import BaseConfig
from litellm.llms.base_llm.embedding.transformation import BaseEmbeddingConfig
from litellm.llms.base_llm.rerank.transformation import BaseRerankConfig
+from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
from litellm.llms.custom_httpx.http_handler import (
AsyncHTTPHandler,
HTTPHandler,
_get_httpx_client,
get_async_httpx_client,
)
+from litellm.responses.streaming_iterator import (
+ BaseResponsesAPIStreamingIterator,
+ ResponsesAPIStreamingIterator,
+ SyncResponsesAPIStreamingIterator,
+)
+from litellm.types.llms.openai import ResponseInputParam, ResponsesAPIResponse
from litellm.types.rerank import OptionalRerankParams, RerankResponse
+from litellm.types.router import GenericLiteLLMParams
from litellm.types.utils import EmbeddingResponse, FileTypes, TranscriptionResponse
from litellm.utils import CustomStreamWrapper, ModelResponse, ProviderConfigManager
@@ -873,7 +881,9 @@ class BaseLLMHTTPHandler:
elif isinstance(audio_file, bytes):
# Assume it's already binary data
binary_data = audio_file
- elif isinstance(audio_file, io.BufferedReader) or isinstance(audio_file, io.BytesIO):
+ elif isinstance(audio_file, io.BufferedReader) or isinstance(
+ audio_file, io.BytesIO
+ ):
# Handle file-like objects
binary_data = audio_file.read()
@@ -950,8 +960,235 @@ class BaseLLMHTTPHandler:
return returned_response
return model_response
+ def response_api_handler(
+ self,
+ model: str,
+ input: Union[str, ResponseInputParam],
+ responses_api_provider_config: BaseResponsesAPIConfig,
+ response_api_optional_request_params: Dict,
+ custom_llm_provider: str,
+ litellm_params: GenericLiteLLMParams,
+ logging_obj: LiteLLMLoggingObj,
+ extra_headers: Optional[Dict[str, Any]] = None,
+ extra_body: Optional[Dict[str, Any]] = None,
+ timeout: Optional[Union[float, httpx.Timeout]] = None,
+ client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+ _is_async: bool = False,
+ ) -> Union[
+ ResponsesAPIResponse,
+ BaseResponsesAPIStreamingIterator,
+ Coroutine[
+ Any, Any, Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]
+ ],
+ ]:
+ """
+ Handles responses API requests.
+ When _is_async=True, returns a coroutine instead of making the call directly.
+ """
+ if _is_async:
+ # Return the async coroutine if called with _is_async=True
+ return self.async_response_api_handler(
+ model=model,
+ input=input,
+ responses_api_provider_config=responses_api_provider_config,
+ response_api_optional_request_params=response_api_optional_request_params,
+ custom_llm_provider=custom_llm_provider,
+ litellm_params=litellm_params,
+ logging_obj=logging_obj,
+ extra_headers=extra_headers,
+ extra_body=extra_body,
+ timeout=timeout,
+ client=client if isinstance(client, AsyncHTTPHandler) else None,
+ )
+
+ if client is None or not isinstance(client, HTTPHandler):
+ sync_httpx_client = _get_httpx_client(
+ params={"ssl_verify": litellm_params.get("ssl_verify", None)}
+ )
+ else:
+ sync_httpx_client = client
+
+ headers = responses_api_provider_config.validate_environment(
+ api_key=litellm_params.api_key,
+ headers=response_api_optional_request_params.get("extra_headers", {}) or {},
+ model=model,
+ )
+
+ if extra_headers:
+ headers.update(extra_headers)
+
+ api_base = responses_api_provider_config.get_complete_url(
+ api_base=litellm_params.api_base,
+ model=model,
+ )
+
+ data = responses_api_provider_config.transform_responses_api_request(
+ model=model,
+ input=input,
+ response_api_optional_request_params=response_api_optional_request_params,
+ litellm_params=litellm_params,
+ headers=headers,
+ )
+
+ ## LOGGING
+ logging_obj.pre_call(
+ input=input,
+ api_key="",
+ additional_args={
+ "complete_input_dict": data,
+ "api_base": api_base,
+ "headers": headers,
+ },
+ )
+
+ # Check if streaming is requested
+ stream = response_api_optional_request_params.get("stream", False)
+
+ try:
+ if stream:
+ # For streaming, use stream=True in the request
+ response = sync_httpx_client.post(
+ url=api_base,
+ headers=headers,
+ data=json.dumps(data),
+ timeout=timeout
+ or response_api_optional_request_params.get("timeout"),
+ stream=True,
+ )
+
+ return SyncResponsesAPIStreamingIterator(
+ response=response,
+ model=model,
+ logging_obj=logging_obj,
+ responses_api_provider_config=responses_api_provider_config,
+ )
+ else:
+ # For non-streaming requests
+ response = sync_httpx_client.post(
+ url=api_base,
+ headers=headers,
+ data=json.dumps(data),
+ timeout=timeout
+ or response_api_optional_request_params.get("timeout"),
+ )
+ except Exception as e:
+ raise self._handle_error(
+ e=e,
+ provider_config=responses_api_provider_config,
+ )
+
+ return responses_api_provider_config.transform_response_api_response(
+ model=model,
+ raw_response=response,
+ logging_obj=logging_obj,
+ )
+
+ async def async_response_api_handler(
+ self,
+ model: str,
+ input: Union[str, ResponseInputParam],
+ responses_api_provider_config: BaseResponsesAPIConfig,
+ response_api_optional_request_params: Dict,
+ custom_llm_provider: str,
+ litellm_params: GenericLiteLLMParams,
+ logging_obj: LiteLLMLoggingObj,
+ extra_headers: Optional[Dict[str, Any]] = None,
+ extra_body: Optional[Dict[str, Any]] = None,
+ timeout: Optional[Union[float, httpx.Timeout]] = None,
+ client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None,
+ ) -> Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]:
+ """
+ Async version of the responses API handler.
+ Uses async HTTP client to make requests.
+ """
+ if client is None or not isinstance(client, AsyncHTTPHandler):
+ async_httpx_client = get_async_httpx_client(
+ llm_provider=litellm.LlmProviders(custom_llm_provider),
+ params={"ssl_verify": litellm_params.get("ssl_verify", None)},
+ )
+ else:
+ async_httpx_client = client
+
+ headers = responses_api_provider_config.validate_environment(
+ api_key=litellm_params.api_key,
+ headers=response_api_optional_request_params.get("extra_headers", {}) or {},
+ model=model,
+ )
+
+ if extra_headers:
+ headers.update(extra_headers)
+
+ api_base = responses_api_provider_config.get_complete_url(
+ api_base=litellm_params.api_base,
+ model=model,
+ )
+
+ data = responses_api_provider_config.transform_responses_api_request(
+ model=model,
+ input=input,
+ response_api_optional_request_params=response_api_optional_request_params,
+ litellm_params=litellm_params,
+ headers=headers,
+ )
+
+ ## LOGGING
+ logging_obj.pre_call(
+ input=input,
+ api_key="",
+ additional_args={
+ "complete_input_dict": data,
+ "api_base": api_base,
+ "headers": headers,
+ },
+ )
+
+ # Check if streaming is requested
+ stream = response_api_optional_request_params.get("stream", False)
+
+ try:
+ if stream:
+ # For streaming, we need to use stream=True in the request
+ response = await async_httpx_client.post(
+ url=api_base,
+ headers=headers,
+ data=json.dumps(data),
+ timeout=timeout
+ or response_api_optional_request_params.get("timeout"),
+ stream=True,
+ )
+
+ # Return the streaming iterator
+ return ResponsesAPIStreamingIterator(
+ response=response,
+ model=model,
+ logging_obj=logging_obj,
+ responses_api_provider_config=responses_api_provider_config,
+ )
+ else:
+ # For non-streaming, proceed as before
+ response = await async_httpx_client.post(
+ url=api_base,
+ headers=headers,
+ data=json.dumps(data),
+ timeout=timeout
+ or response_api_optional_request_params.get("timeout"),
+ )
+ except Exception as e:
+ raise self._handle_error(
+ e=e,
+ provider_config=responses_api_provider_config,
+ )
+
+ return responses_api_provider_config.transform_response_api_response(
+ model=model,
+ raw_response=response,
+ logging_obj=logging_obj,
+ )
+
def _handle_error(
- self, e: Exception, provider_config: Union[BaseConfig, BaseRerankConfig]
+ self,
+ e: Exception,
+ provider_config: Union[BaseConfig, BaseRerankConfig, BaseResponsesAPIConfig],
):
status_code = getattr(e, "status_code", 500)
error_headers = getattr(e, "headers", None)
diff --git a/litellm/llms/openai/common_utils.py b/litellm/llms/openai/common_utils.py
index 98a55b4bd3..a8412f867b 100644
--- a/litellm/llms/openai/common_utils.py
+++ b/litellm/llms/openai/common_utils.py
@@ -19,6 +19,7 @@ class OpenAIError(BaseLLMException):
request: Optional[httpx.Request] = None,
response: Optional[httpx.Response] = None,
headers: Optional[Union[dict, httpx.Headers]] = None,
+ body: Optional[dict] = None,
):
self.status_code = status_code
self.message = message
@@ -39,6 +40,7 @@ class OpenAIError(BaseLLMException):
headers=self.headers,
request=self.request,
response=self.response,
+ body=body,
)
diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py
index 3fddca53e7..880a043d08 100644
--- a/litellm/llms/openai/openai.py
+++ b/litellm/llms/openai/openai.py
@@ -732,10 +732,14 @@ class OpenAIChatCompletion(BaseLLM):
error_headers = getattr(e, "headers", None)
error_text = getattr(e, "text", str(e))
error_response = getattr(e, "response", None)
+ error_body = getattr(e, "body", None)
if error_headers is None and error_response:
error_headers = getattr(error_response, "headers", None)
raise OpenAIError(
- status_code=status_code, message=error_text, headers=error_headers
+ status_code=status_code,
+ message=error_text,
+ headers=error_headers,
+ body=error_body,
)
async def acompletion(
@@ -828,13 +832,17 @@ class OpenAIChatCompletion(BaseLLM):
except Exception as e:
exception_response = getattr(e, "response", None)
status_code = getattr(e, "status_code", 500)
+ exception_body = getattr(e, "body", None)
error_headers = getattr(e, "headers", None)
if error_headers is None and exception_response:
error_headers = getattr(exception_response, "headers", None)
message = getattr(e, "message", str(e))
raise OpenAIError(
- status_code=status_code, message=message, headers=error_headers
+ status_code=status_code,
+ message=message,
+ headers=error_headers,
+ body=exception_body,
)
def streaming(
@@ -973,6 +981,7 @@ class OpenAIChatCompletion(BaseLLM):
error_headers = getattr(e, "headers", None)
status_code = getattr(e, "status_code", 500)
error_response = getattr(e, "response", None)
+ exception_body = getattr(e, "body", None)
if error_headers is None and error_response:
error_headers = getattr(error_response, "headers", None)
if response is not None and hasattr(response, "text"):
@@ -980,6 +989,7 @@ class OpenAIChatCompletion(BaseLLM):
status_code=status_code,
message=f"{str(e)}\n\nOriginal Response: {response.text}", # type: ignore
headers=error_headers,
+ body=exception_body,
)
else:
if type(e).__name__ == "ReadTimeout":
@@ -987,16 +997,21 @@ class OpenAIChatCompletion(BaseLLM):
status_code=408,
message=f"{type(e).__name__}",
headers=error_headers,
+ body=exception_body,
)
elif hasattr(e, "status_code"):
raise OpenAIError(
status_code=getattr(e, "status_code", 500),
message=str(e),
headers=error_headers,
+ body=exception_body,
)
else:
raise OpenAIError(
- status_code=500, message=f"{str(e)}", headers=error_headers
+ status_code=500,
+ message=f"{str(e)}",
+ headers=error_headers,
+ body=exception_body,
)
def get_stream_options(
@@ -2635,7 +2650,7 @@ class OpenAIAssistantsAPI(BaseLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
@@ -2674,12 +2689,12 @@ class OpenAIAssistantsAPI(BaseLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
tools: Optional[Iterable[AssistantToolParam]],
event_handler: Optional[AssistantEventHandler],
) -> AsyncAssistantStreamManager[AsyncAssistantEventHandler]:
- data = {
+ data: Dict[str, Any] = {
"thread_id": thread_id,
"assistant_id": assistant_id,
"additional_instructions": additional_instructions,
@@ -2699,12 +2714,12 @@ class OpenAIAssistantsAPI(BaseLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
tools: Optional[Iterable[AssistantToolParam]],
event_handler: Optional[AssistantEventHandler],
) -> AssistantStreamManager[AssistantEventHandler]:
- data = {
+ data: Dict[str, Any] = {
"thread_id": thread_id,
"assistant_id": assistant_id,
"additional_instructions": additional_instructions,
@@ -2726,7 +2741,7 @@ class OpenAIAssistantsAPI(BaseLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
@@ -2748,7 +2763,7 @@ class OpenAIAssistantsAPI(BaseLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
@@ -2771,7 +2786,7 @@ class OpenAIAssistantsAPI(BaseLLM):
assistant_id: str,
additional_instructions: Optional[str],
instructions: Optional[str],
- metadata: Optional[object],
+ metadata: Optional[Dict],
model: Optional[str],
stream: Optional[bool],
tools: Optional[Iterable[AssistantToolParam]],
diff --git a/litellm/llms/openai/responses/transformation.py b/litellm/llms/openai/responses/transformation.py
new file mode 100644
index 0000000000..ce4052dc19
--- /dev/null
+++ b/litellm/llms/openai/responses/transformation.py
@@ -0,0 +1,190 @@
+from typing import TYPE_CHECKING, Any, Dict, Optional, Union, cast
+
+import httpx
+
+import litellm
+from litellm._logging import verbose_logger
+from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.llms.openai import *
+from litellm.types.router import GenericLiteLLMParams
+
+from ..common_utils import OpenAIError
+
+if TYPE_CHECKING:
+ from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
+
+ LiteLLMLoggingObj = _LiteLLMLoggingObj
+else:
+ LiteLLMLoggingObj = Any
+
+
+class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
+ def get_supported_openai_params(self, model: str) -> list:
+ """
+ All OpenAI Responses API params are supported
+ """
+ return [
+ "input",
+ "model",
+ "include",
+ "instructions",
+ "max_output_tokens",
+ "metadata",
+ "parallel_tool_calls",
+ "previous_response_id",
+ "reasoning",
+ "store",
+ "stream",
+ "temperature",
+ "text",
+ "tool_choice",
+ "tools",
+ "top_p",
+ "truncation",
+ "user",
+ "extra_headers",
+ "extra_query",
+ "extra_body",
+ "timeout",
+ ]
+
+ def map_openai_params(
+ self,
+ response_api_optional_params: ResponsesAPIOptionalRequestParams,
+ model: str,
+ drop_params: bool,
+ ) -> Dict:
+ """No mapping applied since inputs are in OpenAI spec already"""
+ return dict(response_api_optional_params)
+
+ def transform_responses_api_request(
+ self,
+ model: str,
+ input: Union[str, ResponseInputParam],
+ response_api_optional_request_params: Dict,
+ litellm_params: GenericLiteLLMParams,
+ headers: dict,
+ ) -> ResponsesAPIRequestParams:
+ """No transform applied since inputs are in OpenAI spec already"""
+ return ResponsesAPIRequestParams(
+ model=model, input=input, **response_api_optional_request_params
+ )
+
+ def transform_response_api_response(
+ self,
+ model: str,
+ raw_response: httpx.Response,
+ logging_obj: LiteLLMLoggingObj,
+ ) -> ResponsesAPIResponse:
+ """No transform applied since outputs are in OpenAI spec already"""
+ try:
+ raw_response_json = raw_response.json()
+ except Exception:
+ raise OpenAIError(
+ message=raw_response.text, status_code=raw_response.status_code
+ )
+ return ResponsesAPIResponse(**raw_response_json)
+
+ def validate_environment(
+ self,
+ headers: dict,
+ model: str,
+ api_key: Optional[str] = None,
+ ) -> dict:
+ api_key = (
+ api_key
+ or litellm.api_key
+ or litellm.openai_key
+ or get_secret_str("OPENAI_API_KEY")
+ )
+ headers.update(
+ {
+ "Authorization": f"Bearer {api_key}",
+ }
+ )
+ return headers
+
+ def get_complete_url(
+ self,
+ api_base: Optional[str],
+ model: str,
+ stream: Optional[bool] = None,
+ ) -> str:
+ """
+ Get the endpoint for OpenAI responses API
+ """
+ api_base = (
+ api_base
+ or litellm.api_base
+ or get_secret_str("OPENAI_API_BASE")
+ or "https://api.openai.com/v1"
+ )
+
+ # Remove trailing slashes
+ api_base = api_base.rstrip("/")
+
+ return f"{api_base}/responses"
+
+ def transform_streaming_response(
+ self,
+ model: str,
+ parsed_chunk: dict,
+ logging_obj: LiteLLMLoggingObj,
+ ) -> ResponsesAPIStreamingResponse:
+ """
+ Transform a parsed streaming response chunk into a ResponsesAPIStreamingResponse
+ """
+ # Convert the dictionary to a properly typed ResponsesAPIStreamingResponse
+ verbose_logger.debug("Raw OpenAI Chunk=%s", parsed_chunk)
+ event_type = str(parsed_chunk.get("type"))
+ event_pydantic_model = OpenAIResponsesAPIConfig.get_event_model_class(
+ event_type=event_type
+ )
+ return event_pydantic_model(**parsed_chunk)
+
+ @staticmethod
+ def get_event_model_class(event_type: str) -> Any:
+ """
+ Returns the appropriate event model class based on the event type.
+
+ Args:
+ event_type (str): The type of event from the response chunk
+
+ Returns:
+ Any: The corresponding event model class
+
+ Raises:
+ ValueError: If the event type is unknown
+ """
+ event_models = {
+ ResponsesAPIStreamEvents.RESPONSE_CREATED: ResponseCreatedEvent,
+ ResponsesAPIStreamEvents.RESPONSE_IN_PROGRESS: ResponseInProgressEvent,
+ ResponsesAPIStreamEvents.RESPONSE_COMPLETED: ResponseCompletedEvent,
+ ResponsesAPIStreamEvents.RESPONSE_FAILED: ResponseFailedEvent,
+ ResponsesAPIStreamEvents.RESPONSE_INCOMPLETE: ResponseIncompleteEvent,
+ ResponsesAPIStreamEvents.OUTPUT_ITEM_ADDED: OutputItemAddedEvent,
+ ResponsesAPIStreamEvents.OUTPUT_ITEM_DONE: OutputItemDoneEvent,
+ ResponsesAPIStreamEvents.CONTENT_PART_ADDED: ContentPartAddedEvent,
+ ResponsesAPIStreamEvents.CONTENT_PART_DONE: ContentPartDoneEvent,
+ ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA: OutputTextDeltaEvent,
+ ResponsesAPIStreamEvents.OUTPUT_TEXT_ANNOTATION_ADDED: OutputTextAnnotationAddedEvent,
+ ResponsesAPIStreamEvents.OUTPUT_TEXT_DONE: OutputTextDoneEvent,
+ ResponsesAPIStreamEvents.REFUSAL_DELTA: RefusalDeltaEvent,
+ ResponsesAPIStreamEvents.REFUSAL_DONE: RefusalDoneEvent,
+ ResponsesAPIStreamEvents.FUNCTION_CALL_ARGUMENTS_DELTA: FunctionCallArgumentsDeltaEvent,
+ ResponsesAPIStreamEvents.FUNCTION_CALL_ARGUMENTS_DONE: FunctionCallArgumentsDoneEvent,
+ ResponsesAPIStreamEvents.FILE_SEARCH_CALL_IN_PROGRESS: FileSearchCallInProgressEvent,
+ ResponsesAPIStreamEvents.FILE_SEARCH_CALL_SEARCHING: FileSearchCallSearchingEvent,
+ ResponsesAPIStreamEvents.FILE_SEARCH_CALL_COMPLETED: FileSearchCallCompletedEvent,
+ ResponsesAPIStreamEvents.WEB_SEARCH_CALL_IN_PROGRESS: WebSearchCallInProgressEvent,
+ ResponsesAPIStreamEvents.WEB_SEARCH_CALL_SEARCHING: WebSearchCallSearchingEvent,
+ ResponsesAPIStreamEvents.WEB_SEARCH_CALL_COMPLETED: WebSearchCallCompletedEvent,
+ ResponsesAPIStreamEvents.ERROR: ErrorEvent,
+ }
+
+ model_class = event_models.get(cast(ResponsesAPIStreamEvents, event_type))
+ if not model_class:
+ raise ValueError(f"Unknown event type: {event_type}")
+
+ return model_class
diff --git a/litellm/main.py b/litellm/main.py
index a73a132fe4..00174ca435 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -3910,42 +3910,19 @@ async def atext_completion(
ctx = contextvars.copy_context()
func_with_context = partial(ctx.run, func)
- _, custom_llm_provider, _, _ = get_llm_provider(
- model=model, api_base=kwargs.get("api_base", None)
- )
-
- if (
- custom_llm_provider == "openai"
- or custom_llm_provider == "azure"
- or custom_llm_provider == "azure_text"
- or custom_llm_provider == "custom_openai"
- or custom_llm_provider == "anyscale"
- or custom_llm_provider == "mistral"
- or custom_llm_provider == "openrouter"
- or custom_llm_provider == "deepinfra"
- or custom_llm_provider == "perplexity"
- or custom_llm_provider == "groq"
- or custom_llm_provider == "nvidia_nim"
- or custom_llm_provider == "cerebras"
- or custom_llm_provider == "sambanova"
- or custom_llm_provider == "ai21_chat"
- or custom_llm_provider == "ai21"
- or custom_llm_provider == "volcengine"
- or custom_llm_provider == "text-completion-codestral"
- or custom_llm_provider == "deepseek"
- or custom_llm_provider == "text-completion-openai"
- or custom_llm_provider == "huggingface"
- or custom_llm_provider == "ollama"
- or custom_llm_provider == "vertex_ai"
- or custom_llm_provider in litellm.openai_compatible_providers
- ): # currently implemented aiohttp calls for just azure and openai, soon all.
- # Await normally
- response = await loop.run_in_executor(None, func_with_context)
- if asyncio.iscoroutine(response):
- response = await response
+ init_response = await loop.run_in_executor(None, func_with_context)
+ if isinstance(init_response, dict) or isinstance(
+ init_response, TextCompletionResponse
+ ): ## CACHING SCENARIO
+ if isinstance(init_response, dict):
+ response = TextCompletionResponse(**init_response)
+ else:
+ response = init_response
+ elif asyncio.iscoroutine(init_response):
+ response = await init_response
else:
- # Call the synchronous function using run_in_executor
- response = await loop.run_in_executor(None, func_with_context)
+ response = init_response # type: ignore
+
if (
kwargs.get("stream", False) is True
or isinstance(response, TextCompletionStreamWrapper)
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 2e740a3ca3..3c6942a582 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -6,7 +6,7 @@
"input_cost_per_token": 0.0000,
"output_cost_per_token": 0.000,
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+ },
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@@ -4511,6 +4594,12 @@
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+ "litellm_provider": "vertex_ai-image-models",
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@@ -6492,7 +6581,7 @@
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@@ -6547,6 +6636,12 @@
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@@ -7477,6 +7572,18 @@
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