diff --git a/.circleci/config.yml b/.circleci/config.yml
index a89fedc7511..796ac8ce597 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -83,8 +83,8 @@ jobs:
pip install "google-generativeai==0.3.2"
pip install "google-cloud-aiplatform==1.43.0"
pip install pyarrow
- pip install "boto3==1.34.34"
- pip install "aioboto3==12.3.0"
+ pip install "boto3==1.36.0"
+ pip install "aioboto3==13.4.0"
pip install langchain
pip install lunary==0.2.5
pip install "azure-identity==1.16.1"
@@ -208,8 +208,8 @@ jobs:
pip install "google-generativeai==0.3.2"
pip install "google-cloud-aiplatform==1.43.0"
pip install pyarrow
- pip install "boto3==1.34.34"
- pip install "aioboto3==12.3.0"
+ pip install "boto3==1.36.0"
+ pip install "aioboto3==13.4.0"
pip install langchain
pip install lunary==0.2.5
pip install "azure-identity==1.16.1"
@@ -315,8 +315,8 @@ jobs:
pip install "google-generativeai==0.3.2"
pip install "google-cloud-aiplatform==1.43.0"
pip install pyarrow
- pip install "boto3==1.34.34"
- pip install "aioboto3==12.3.0"
+ pip install "boto3==1.36.0"
+ pip install "aioboto3==13.4.0"
pip install langchain
pip install lunary==0.2.5
pip install "azure-identity==1.16.1"
@@ -590,8 +590,8 @@ jobs:
pip install "google-generativeai==0.3.2"
pip install "google-cloud-aiplatform==1.43.0"
pip install pyarrow
- pip install "boto3==1.34.34"
- pip install "aioboto3==12.3.0"
+ pip install "boto3==1.36.0"
+ pip install "aioboto3==13.4.0"
pip install langchain
pip install lunary==0.2.5
pip install "azure-identity==1.16.1"
@@ -816,7 +816,7 @@ jobs:
pip install "pytest-asyncio==0.21.1"
pip install "respx==0.22.0"
pip install "pydantic==2.10.2"
- pip install "boto3==1.34.34"
+ pip install "boto3==1.36.0"
# Run pytest and generate JUnit XML report
- run:
name: Run tests
@@ -1238,7 +1238,7 @@ jobs:
pip install aiohttp
pip install openai
pip install click
- pip install "boto3==1.34.34"
+ pip install "boto3==1.36.0"
pip install jinja2
pip install "tokenizers==0.20.0"
pip install "uvloop==0.21.0"
@@ -1507,8 +1507,8 @@ jobs:
pip install "google-generativeai==0.3.2"
pip install "google-cloud-aiplatform==1.43.0"
pip install pyarrow
- pip install "boto3==1.34.34"
- pip install "aioboto3==12.3.0"
+ pip install "boto3==1.36.0"
+ pip install "aioboto3==13.4.0"
pip install langchain
pip install "langfuse>=2.0.0"
pip install "logfire==0.29.0"
@@ -1663,8 +1663,8 @@ jobs:
pip install "google-generativeai==0.3.2"
pip install "google-cloud-aiplatform==1.43.0"
pip install pyarrow
- pip install "boto3==1.34.34"
- pip install "aioboto3==12.3.0"
+ pip install "boto3==1.36.0"
+ pip install "aioboto3==13.4.0"
pip install langchain
pip install "langchain_mcp_adapters==0.0.5"
pip install "langfuse>=2.0.0"
@@ -1804,8 +1804,8 @@ jobs:
pip install "google-generativeai==0.3.2"
pip install "google-cloud-aiplatform==1.43.0"
pip install pyarrow
- pip install "boto3==1.34.34"
- pip install "aioboto3==12.3.0"
+ pip install "boto3==1.36.0"
+ pip install "aioboto3==13.4.0"
pip install langchain
pip install "langfuse>=2.0.0"
pip install "logfire==0.29.0"
@@ -2406,7 +2406,7 @@ jobs:
pip install "pytest==7.3.1"
pip install "pytest-mock==3.12.0"
pip install "pytest-asyncio==0.21.1"
- pip install "boto3==1.34.34"
+ pip install "boto3==1.36.0"
pip install mypy
pip install pyarrow
pip install numpydoc
diff --git a/.github/workflows/test-litellm.yml b/.github/workflows/test-litellm.yml
index 4ec3dcbb4cf..7e67aee8d73 100644
--- a/.github/workflows/test-litellm.yml
+++ b/.github/workflows/test-litellm.yml
@@ -7,7 +7,7 @@ on:
jobs:
test:
runs-on: ubuntu-latest
- timeout-minutes: 20
+ timeout-minutes: 25
steps:
- uses: actions/checkout@v4
diff --git a/.gitignore b/.gitignore
index f8d028ff47b..a58dae81ead 100644
--- a/.gitignore
+++ b/.gitignore
@@ -86,6 +86,7 @@ litellm/proxy/db/migrations/0_init/migration.sql
litellm/proxy/db/migrations/*
litellm/proxy/migrations/*config.yaml
litellm/proxy/migrations/*
+litellm/proxy/to_delete_loadtest_work/*
config.yaml
tests/litellm/litellm_core_utils/llm_cost_calc/log.txt
tests/test_custom_dir/*
diff --git a/README.md b/README.md
index 47878747a60..45f0bbe1395 100644
--- a/README.md
+++ b/README.md
@@ -374,6 +374,8 @@ We welcome contributions to LiteLLM! Whether you're fixing bugs, adding features
## Quick Start for Contributors
+This requires poetry to be installed.
+
```bash
git clone https://github.com/BerriAI/litellm.git
cd litellm
@@ -381,6 +383,7 @@ make install-dev # Install development dependencies
make format # Format your code
make lint # Run all linting checks
make test-unit # Run unit tests
+make format-check # Check formatting only
```
For detailed contributing guidelines, see [CONTRIBUTING.md](CONTRIBUTING.md).
@@ -396,11 +399,6 @@ Our automated checks include:
- **Circular import detection**
- **Import safety checks**
-Run all checks locally:
-```bash
-make lint # Run all linting (matches CI)
-make format-check # Check formatting only
-```
All these checks must pass before your PR can be merged.
@@ -442,7 +440,7 @@ All these checks must pass before your PR can be merged.
1. (In root) create virtual environment `python -m venv .venv`
2. Activate virtual environment `source .venv/bin/activate`
3. Install dependencies `pip install -e ".[all]"`
-4. Start proxy backend `uvicorn litellm.proxy.proxy_server:app --host localhost --port 4000 --reload`
+4. Start proxy backend `python3 /path/to/litellm/proxy_cli.py`
### Frontend
1. Navigate to `ui/litellm-dashboard`
diff --git a/docs/my-website/docs/providers/azure_ai_img.md b/docs/my-website/docs/providers/azure_ai_img.md
new file mode 100644
index 00000000000..8e2f5226866
--- /dev/null
+++ b/docs/my-website/docs/providers/azure_ai_img.md
@@ -0,0 +1,266 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Azure AI Image Generation
+
+Azure AI provides powerful image generation capabilities using FLUX models from Black Forest Labs to create high-quality images from text descriptions.
+
+## Overview
+
+| Property | Details |
+|----------|---------|
+| Description | Azure AI Image Generation uses FLUX models to generate high-quality images from text descriptions. |
+| Provider Route on LiteLLM | `azure_ai/` |
+| Provider Doc | [Azure AI FLUX Models ↗](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/black-forest-labs-flux-1-kontext-pro-and-flux1-1-pro-now-available-in-azure-ai-f/4434659) |
+| Supported Operations | [`/images/generations`](#image-generation) |
+
+## Setup
+
+### API Key & Base URL
+
+```python showLineNumbers
+# Set your Azure AI API credentials
+import os
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint" # e.g., https://your-endpoint.eastus2.inference.ai.azure.com/
+```
+
+Get your API key and endpoint from [Azure AI Studio](https://ai.azure.com/).
+
+## Supported Models
+
+| Model Name | Description | Cost per Image |
+|------------|-------------|----------------|
+| `azure_ai/FLUX-1.1-pro` | Latest FLUX 1.1 Pro model for high-quality image generation | $0.04 |
+| `azure_ai/FLUX.1-Kontext-pro` | FLUX 1 Kontext Pro model with enhanced context understanding | $0.04 |
+
+## Image Generation
+
+### Usage - LiteLLM Python SDK
+
+
+
+
+```python showLineNumbers title="Basic Image Generation"
+import litellm
+import os
+
+# Set your API credentials
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint"
+
+# Generate a single image
+response = litellm.image_generation(
+ model="azure_ai/FLUX.1-Kontext-pro",
+ prompt="A cute baby sea otter swimming in crystal clear water",
+ api_base=os.environ["AZURE_AI_API_BASE"],
+ api_key=os.environ["AZURE_AI_API_KEY"]
+)
+
+print(response.data[0].url)
+```
+
+
+
+
+
+```python showLineNumbers title="FLUX 1.1 Pro Image Generation"
+import litellm
+import os
+
+# Set your API credentials
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint"
+
+# Generate image with FLUX 1.1 Pro
+response = litellm.image_generation(
+ model="azure_ai/FLUX-1.1-pro",
+ prompt="A futuristic cityscape at night with neon lights and flying cars",
+ api_base=os.environ["AZURE_AI_API_BASE"],
+ api_key=os.environ["AZURE_AI_API_KEY"]
+)
+
+print(response.data[0].url)
+```
+
+
+
+
+
+```python showLineNumbers title="Async Image Generation"
+import litellm
+import asyncio
+import os
+
+async def generate_image():
+ # Set your API credentials
+ os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+ os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint"
+
+ # Generate image asynchronously
+ response = await litellm.aimage_generation(
+ model="azure_ai/FLUX.1-Kontext-pro",
+ prompt="A beautiful sunset over mountains with vibrant colors",
+ api_base=os.environ["AZURE_AI_API_BASE"],
+ api_key=os.environ["AZURE_AI_API_KEY"],
+ n=1,
+ )
+
+ print(response.data[0].url)
+ return response
+
+# Run the async function
+asyncio.run(generate_image())
+```
+
+
+
+
+
+```python showLineNumbers title="Advanced Image Generation with Parameters"
+import litellm
+import os
+
+# Set your API credentials
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint"
+
+# Generate image with additional parameters
+response = litellm.image_generation(
+ model="azure_ai/FLUX-1.1-pro",
+ prompt="A majestic dragon soaring over a medieval castle at dawn",
+ api_base=os.environ["AZURE_AI_API_BASE"],
+ api_key=os.environ["AZURE_AI_API_KEY"],
+ n=1,
+ size="1024x1024",
+ quality="standard"
+)
+
+for image in response.data:
+ print(f"Generated image URL: {image.url}")
+```
+
+
+
+
+### Usage - LiteLLM Proxy Server
+
+#### 1. Configure your config.yaml
+
+```yaml showLineNumbers title="Azure AI Image Generation Configuration"
+model_list:
+ - model_name: azure-flux-kontext
+ litellm_params:
+ model: azure_ai/FLUX.1-Kontext-pro
+ api_key: os.environ/AZURE_AI_API_KEY
+ api_base: os.environ/AZURE_AI_API_BASE
+ model_info:
+ mode: image_generation
+
+ - model_name: azure-flux-11-pro
+ litellm_params:
+ model: azure_ai/FLUX-1.1-pro
+ api_key: os.environ/AZURE_AI_API_KEY
+ api_base: os.environ/AZURE_AI_API_BASE
+ model_info:
+ mode: image_generation
+
+general_settings:
+ master_key: sk-1234
+```
+
+#### 2. Start LiteLLM Proxy Server
+
+```bash showLineNumbers title="Start LiteLLM Proxy Server"
+litellm --config /path/to/config.yaml
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+#### 3. Make requests with OpenAI Python SDK
+
+
+
+
+```python showLineNumbers title="Azure AI Image Generation via Proxy - OpenAI SDK"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+ base_url="http://localhost:4000", # Your proxy URL
+ api_key="sk-1234" # Your proxy API key
+)
+
+# Generate image with FLUX Kontext Pro
+response = client.images.generate(
+ model="azure-flux-kontext",
+ prompt="A serene Japanese garden with cherry blossoms and a peaceful pond",
+ n=1,
+ size="1024x1024"
+)
+
+print(response.data[0].url)
+```
+
+
+
+
+
+```python showLineNumbers title="Azure AI Image Generation via Proxy - LiteLLM SDK"
+import litellm
+
+# Configure LiteLLM to use your proxy
+response = litellm.image_generation(
+ model="litellm_proxy/azure-flux-11-pro",
+ prompt="A cyberpunk warrior in a neon-lit alleyway",
+ api_base="http://localhost:4000",
+ api_key="sk-1234"
+)
+
+print(response.data[0].url)
+```
+
+
+
+
+
+```bash showLineNumbers title="Azure AI Image Generation via Proxy - cURL"
+curl --location 'http://localhost:4000/v1/images/generations' \
+--header 'Content-Type: application/json' \
+--header 'Authorization: Bearer sk-1234' \
+--data '{
+ "model": "azure-flux-kontext",
+ "prompt": "A cozy coffee shop interior with warm lighting and rustic wooden furniture",
+ "n": 1,
+ "size": "1024x1024"
+}'
+```
+
+
+
+
+## Supported Parameters
+
+Azure AI Image Generation supports the following OpenAI-compatible parameters:
+
+| Parameter | Type | Description | Default | Example |
+|-----------|------|-------------|---------|---------|
+| `prompt` | string | Text description of the image to generate | Required | `"A sunset over the ocean"` |
+| `model` | string | The FLUX model to use for generation | Required | `"azure_ai/FLUX.1-Kontext-pro"` |
+| `n` | integer | Number of images to generate (1-4) | `1` | `2` |
+| `size` | string | Image dimensions | `"1024x1024"` | `"512x512"`, `"1024x1024"` |
+| `api_base` | string | Your Azure AI endpoint URL | Required | `"https://your-endpoint.eastus2.inference.ai.azure.com/"` |
+| `api_key` | string | Your Azure AI API key | Required | Environment variable or direct value |
+
+## Getting Started
+
+1. Create an account at [Azure AI Studio](https://ai.azure.com/)
+2. Deploy a FLUX model in your Azure AI Studio workspace
+3. Get your API key and endpoint from the deployment details
+4. Set your `AZURE_AI_API_KEY` and `AZURE_AI_API_BASE` environment variables
+5. Start generating images using LiteLLM
+
+## Additional Resources
+
+- [Azure AI Studio Documentation](https://docs.microsoft.com/en-us/azure/ai-services/)
+- [FLUX Models Announcement](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/black-forest-labs-flux-1-kontext-pro-and-flux1-1-pro-now-available-in-azure-ai-f/4434659)
diff --git a/docs/my-website/docs/providers/bedrock.md b/docs/my-website/docs/providers/bedrock.md
index 9797d678ebb..1356ec1744e 100644
--- a/docs/my-website/docs/providers/bedrock.md
+++ b/docs/my-website/docs/providers/bedrock.md
@@ -584,6 +584,150 @@ Same as [Anthropic API response](../providers/anthropic#usage---thinking--reason
Same as [Anthropic API response](../providers/anthropic#usage---thinking--reasoning_content).
+## Usage - Anthropic Beta Features
+
+LiteLLM supports Anthropic's beta features on AWS Bedrock through the `anthropic-beta` header. This enables access to experimental features like:
+
+- **1M Context Window** - Up to 1 million tokens of context (Claude Sonnet 4)
+- **Computer Use Tools** - AI that can interact with computer interfaces
+- **Token-Efficient Tools** - More efficient tool usage patterns
+- **Extended Output** - Up to 128K output tokens
+- **Enhanced Thinking** - Advanced reasoning capabilities
+
+### Supported Beta Features
+
+| Beta Feature | Header Value | Compatible Models | Description |
+|--------------|-------------|------------------|-------------|
+| 1M Context Window | `context-1m-2025-08-07` | Claude Sonnet 4 | Enable 1 million token context window |
+| Computer Use (Latest) | `computer-use-2025-01-24` | Claude 3.7 Sonnet | Latest computer use tools |
+| Computer Use (Legacy) | `computer-use-2024-10-22` | Claude 3.5 Sonnet v2 | Computer use tools for Claude 3.5 |
+| Token-Efficient Tools | `token-efficient-tools-2025-02-19` | Claude 3.7 Sonnet | More efficient tool usage |
+| Interleaved Thinking | `interleaved-thinking-2025-05-14` | Claude 4 models | Enhanced thinking capabilities |
+| Extended Output | `output-128k-2025-02-19` | Claude 3.7 Sonnet | Up to 128K output tokens |
+| Developer Thinking | `dev-full-thinking-2025-05-14` | Claude 4 models | Raw thinking mode for developers |
+
+
+
+
+**Single Beta Feature**
+
+```python
+from litellm import completion
+import os
+
+# set env
+os.environ["AWS_ACCESS_KEY_ID"] = ""
+os.environ["AWS_SECRET_ACCESS_KEY"] = ""
+os.environ["AWS_REGION_NAME"] = ""
+
+# Use 1M context window with Claude Sonnet 4
+response = completion(
+ model="bedrock/anthropic.claude-sonnet-4-20250115-v1:0",
+ messages=[{"role": "user", "content": "Hello! Testing 1M context window."}],
+ max_tokens=100,
+ extra_headers={
+ "anthropic-beta": "context-1m-2025-08-07" # 👈 Enable 1M context
+ }
+)
+```
+
+**Multiple Beta Features**
+
+```python
+from litellm import completion
+
+# Combine multiple beta features (comma-separated)
+response = completion(
+ model="bedrock/converse/anthropic.claude-3-5-sonnet-20241022-v2:0",
+ messages=[{"role": "user", "content": "Testing multiple beta features"}],
+ max_tokens=100,
+ extra_headers={
+ "anthropic-beta": "computer-use-2024-10-22,context-1m-2025-08-07"
+ }
+)
+```
+
+**Computer Use Tools with Beta Features**
+
+```python
+from litellm import completion
+
+# Computer use tools automatically add computer-use-2024-10-22
+# You can add additional beta features
+response = completion(
+ model="bedrock/converse/anthropic.claude-3-5-sonnet-20241022-v2:0",
+ messages=[{"role": "user", "content": "Take a screenshot"}],
+ tools=[{
+ "type": "computer_20241022",
+ "name": "computer",
+ "display_width_px": 1920,
+ "display_height_px": 1080
+ }],
+ extra_headers={
+ "anthropic-beta": "context-1m-2025-08-07" # Additional beta feature
+ }
+)
+```
+
+
+
+
+**Set on YAML Config**
+
+```yaml
+model_list:
+ - model_name: claude-sonnet-4-1m
+ litellm_params:
+ model: bedrock/anthropic.claude-sonnet-4-20250115-v1:0
+ extra_headers:
+ anthropic-beta: "context-1m-2025-08-07" # 👈 Enable 1M context
+
+ - model_name: claude-computer-use
+ litellm_params:
+ model: bedrock/converse/anthropic.claude-3-5-sonnet-20241022-v2:0
+ extra_headers:
+ anthropic-beta: "computer-use-2024-10-22,context-1m-2025-08-07"
+
+general_settings:
+ forward_client_headers_to_llm_api: true # 👈 Required for client-side header forwarding
+```
+
+**Set on Request**
+
+```python
+import openai
+
+client = openai.OpenAI(
+ api_key="anything",
+ base_url="http://0.0.0.0:4000"
+)
+
+response = client.chat.completions.create(
+ model="claude-sonnet-4-1m",
+ messages=[{
+ "role": "user",
+ "content": "Testing 1M context window"
+ }],
+ extra_headers={
+ "anthropic-beta": "context-1m-2025-08-07"
+ }
+)
+```
+
+:::info
+**For client-side header forwarding**: When using the proxy and sending `anthropic-beta` headers from the client (like the OpenAI SDK), you need to enable `forward_client_headers_to_llm_api: true` in your proxy's `general_settings`. This tells the proxy to extract headers from HTTP requests and forward them to the underlying LLM provider.
+:::
+
+
+
+
+:::info
+
+Beta features may require special access or permissions in your AWS account. Some features are only available in specific AWS regions. Check the [AWS Bedrock documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-request-response.html) for availability and access requirements.
+
+:::
+
+
## Usage - Structured Output / JSON mode
diff --git a/docs/my-website/docs/providers/vllm.md b/docs/my-website/docs/providers/vllm.md
index d8b201956e2..5472f0602f4 100644
--- a/docs/my-website/docs/providers/vllm.md
+++ b/docs/my-website/docs/providers/vllm.md
@@ -104,6 +104,52 @@ Here's how to call an OpenAI-Compatible Endpoint with the LiteLLM Proxy Server
+ ## Reasoning Effort
+
+
+
+
+ ```python
+ from litellm import completion
+
+ response = completion(
+ model="hosted_vllm/gpt-oss-120b",
+ messages=[{"role": "user", "content": "whats 2 + 2"}],
+ reasoning_effort="high",
+ api_base="https://hosted-vllm-api.co",
+ )
+ print(response)
+ ```
+
+
+
+ 1. Setup config.yaml
+
+ ```yaml
+ model_list:
+ - model_name: gpt-oss-120b
+ litellm_params:
+ model: hosted_vllm/gpt-oss-120b
+ api_base: https://hosted-vllm-api.co
+ ```
+
+ 2. Start the proxy
+
+ ```bash
+ litellm --config /path/to/config.yaml
+ ```
+
+ 3. Test it!
+
+ ```bash
+ curl http://0.0.0.0:4000/v1/chat/completions \
+ -H "Content-Type: application/json" \
+ -d '{"model": "gpt-oss-120b", "messages": [{"role": "user", "content": "whats 2 + 2"}], "reasoning_effort": "high"}'
+ ```
+
+
+
+
## Embeddings
diff --git a/docs/my-website/docs/proxy/deploy.md b/docs/my-website/docs/proxy/deploy.md
index ddd88bb2904..701fc492232 100644
--- a/docs/my-website/docs/proxy/deploy.md
+++ b/docs/my-website/docs/proxy/deploy.md
@@ -127,6 +127,8 @@ CMD ["--port", "4000", "--config", "config.yaml", "--detailed_debug"]
Follow these instructions to build a docker container from the litellm pip package. If your company has a strict requirement around security / building images you can follow these steps.
+**Note:** You'll need to copy the `schema.prisma` file from the [litellm repository](https://github.com/BerriAI/litellm/blob/main/schema.prisma) to your build directory alongside the Dockerfile and requirements.txt.
+
Dockerfile
```shell
@@ -149,6 +151,12 @@ COPY requirements.txt .
RUN --mount=type=cache,target=${HOME}/.cache/pip \
${HOME}/venv/bin/pip install -r requirements.txt
+# Copy Prisma schema file
+COPY schema.prisma .
+
+# Generate prisma client
+RUN prisma generate
+
EXPOSE 4000/tcp
ENTRYPOINT ["litellm"]
diff --git a/docs/my-website/docs/response_api.md b/docs/my-website/docs/response_api.md
index e64f922ac80..c0bb003c096 100644
--- a/docs/my-website/docs/response_api.md
+++ b/docs/my-website/docs/response_api.md
@@ -803,11 +803,18 @@ LiteLLM Proxy supports session management for non-OpenAI models. This allows you
1. Enable storing request / response content in the database
-Set `store_prompts_in_spend_logs: true` in your proxy config.yaml. When this is enabled, LiteLLM will store the request and response content in the database.
+Set `store_prompts_in_cold_storage: true` in your proxy config.yaml. When this is enabled, LiteLLM will store the request and response content in the s3 bucket you specify.
```yaml
+litellm_settings:
+ callbacks: ["s3_v2"]
+ s3_callback_params: # learn more https://docs.litellm.ai/docs/proxy/logging#s3-buckets
+ s3_bucket_name: litellm-logs # AWS Bucket Name for S3
+ s3_region_name: us-west-2
+
general_settings:
- store_prompts_in_spend_logs: true
+ cold_storage_custom_logger: s3_v2
+ store_prompts_in_cold_storage: true
```
2. Make request 1 with no `previous_response_id` (new session)
diff --git a/docs/my-website/img/release_notes/faster_caching_calls.png b/docs/my-website/img/release_notes/faster_caching_calls.png
new file mode 100644
index 00000000000..fb7409aec28
Binary files /dev/null and b/docs/my-website/img/release_notes/faster_caching_calls.png differ
diff --git a/docs/my-website/img/release_notes/responses_api_session_mgt_images.jpg b/docs/my-website/img/release_notes/responses_api_session_mgt_images.jpg
new file mode 100644
index 00000000000..852d2fdd6d0
Binary files /dev/null and b/docs/my-website/img/release_notes/responses_api_session_mgt_images.jpg differ
diff --git a/docs/my-website/release_notes/v1.75.5-stable/index.md b/docs/my-website/release_notes/v1.75.5-stable/index.md
index de3945cef6e..8eedccce9ea 100644
--- a/docs/my-website/release_notes/v1.75.5-stable/index.md
+++ b/docs/my-website/release_notes/v1.75.5-stable/index.md
@@ -1,5 +1,5 @@
---
-title: "[PRE-RELEASE]v1.75.5-stable"
+title: "v1.75.5-stable - Redis latency improvements"
slug: "v1-75-5"
date: 2025-08-10T10:00:00
authors:
@@ -43,8 +43,49 @@ pip install litellm==1.75.5.post1
---
+## Key Highlights
+
+- **Redis - Latency Improvements** - Reduces P99 latency by 50% with Redis enabled.
+- **Responses API Session Management** - Support for managing responses API sessions with images.
+- **Oracle Cloud Infrastructure** - New LLM provider for calling models on Oracle Cloud Infrastructure.
+- **Digital Ocean's Gradient AI** - New LLM provider for calling models on Digital Ocean's Gradient AI platform.
+
+
+### Risk of Upgrade
+
+If you build the proxy from the pip package, you should hold off on upgrading. This version makes `prisma migrate deploy` our default for managing the DB. This is safer, as it doesn't reset the DB, but it requires a manual `prisma generate` step.
+
+Users of our Docker image, are **not** affected by this change.
+
---
+## Redis Latency Improvements
+
+
+
+
+
+This release adds in-memory caching for Redis requests, enabling faster response times in high-traffic. Now, LiteLLM instances will check their in-memory cache for a cache hit, before checking Redis. This reduces caching-related latency from 100ms for LLM API calls to sub-1ms, on cache hits.
+
+---
+
+## Responses API Session Management w/ Images
+
+
+
+
+
+LiteLLM now supports session management for Responses API requests with images. This is great for use-cases like chatbots, that are using the Responses API to track the state of a conversation. LiteLLM session management works across **ALL** LLM API's (including Anthropic, Bedrock, OpenAI, etc). LiteLLM session management works by storing the request and response content in an s3 bucket, you can specify.
+
+---
+
+
## New Models / Updated Models
#### New Model Support
diff --git a/docs/my-website/release_notes/v1.75.8/index.md b/docs/my-website/release_notes/v1.75.8/index.md
new file mode 100644
index 00000000000..2e90f26c3ad
--- /dev/null
+++ b/docs/my-website/release_notes/v1.75.8/index.md
@@ -0,0 +1,231 @@
+---
+title: "[PRE-RELEASE]v1.75.8"
+slug: "v1-75-8"
+date: 2025-08-16T10:00:00
+authors:
+ - name: Krrish Dholakia
+ title: CEO, LiteLLM
+ url: https://www.linkedin.com/in/krish-d/
+ image_url: https://pbs.twimg.com/profile_images/1298587542745358340/DZv3Oj-h_400x400.jpg
+ - name: Ishaan Jaffer
+ title: CTO, LiteLLM
+ url: https://www.linkedin.com/in/reffajnaahsi/
+ image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg
+
+hide_table_of_contents: false
+---
+
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+## Deploy this version
+
+
+
+
+``` showLineNumbers title="docker run litellm"
+docker run \
+-e STORE_MODEL_IN_DB=True \
+-p 4000:4000 \
+ghcr.io/berriai/litellm:v1.75.8
+```
+
+
+
+
+``` showLineNumbers title="pip install litellm"
+pip install litellm==1.75.8
+```
+
+
+
+
+---
+
+## Key Highlights
+
+- **Team Member Rate Limits** - Individual rate limiting for team members with JWT authentication support.
+- **Performance Improvements** - New experimental HTTP handler flag for 100+ RPS improvement on OpenAI calls.
+- **GPT-5 Model Family Support** - Full support for OpenAI's GPT-5 models with `reasoning_effort` parameter and Azure OpenAI integration.
+- **Azure AI Flux Image Generation** - Support for Azure AI's Flux image generation models.
+
+---
+
+## New Models / Updated Models
+
+#### New Model Support
+
+| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features |
+| ----------- | -------------------------------------- | -------------- | ------------------- | -------------------- | -------- |
+| Azure AI | `azure_ai/FLUX-1.1-pro` | - | - | $40/image | Image generation |
+| Azure AI | `azure_ai/FLUX.1-Kontext-pro` | - | - | $40/image | Image generation |
+| Vertex AI | `vertex_ai/deepseek-ai/deepseek-r1-0528-maas` | 65k | $1.35 | $5.4 | Chat completions + reasoning |
+| OpenRouter | `openrouter/deepseek/deepseek-chat-v3-0324` | 65k | $0.14 | $0.28 | Chat completions |
+
+
+#### Features
+
+- **[OpenAI](../../docs/providers/openai)**
+ - Added `reasoning_effort` parameter support for GPT-5 model family - [PR #13475](https://github.com/BerriAI/litellm/pull/13475), [Get Started](../../docs/providers/openai#openai-chat-completion-models)
+ - Support for `reasoning` parameter in Responses API - [PR #13475](https://github.com/BerriAI/litellm/pull/13475), [Get Started](../../docs/response_api)
+- **[Azure OpenAI](../../docs/providers/azure/azure)**
+ - GPT-5 support with max_tokens and `reasoning` parameter - [PR #13510](https://github.com/BerriAI/litellm/pull/13510), [Get Started](../../docs/providers/azure/azure#gpt-5-models)
+- **[AWS Bedrock](../../docs/providers/bedrock)**
+ - Streaming support for bedrock gpt-oss model family - [PR #13346](https://github.com/BerriAI/litellm/pull/13346), [Get Started](../../docs/providers/bedrock#openai-gpt-oss)
+ - `/messages` endpoint compatibility with `bedrock/converse/` - [PR #13627](https://github.com/BerriAI/litellm/pull/13627)
+ - Cache point support for assistant and tool messages - [PR #13640](https://github.com/BerriAI/litellm/pull/13640)
+- **[Azure AI](../../docs/providers/azure)**
+ - New Azure AI Flux Image Generation provider - [PR #13592](https://github.com/BerriAI/litellm/pull/13592), [Get Started](../../docs/providers/azure_ai_img)
+ - Fixed Content-Type header for image generation - [PR #13584](https://github.com/BerriAI/litellm/pull/13584)
+- **[CometAPI](../../docs/providers/comet)**
+ - New provider support with chat completions and streaming - [PR #13458](https://github.com/BerriAI/litellm/pull/13458)
+- **[SambaNova](../../docs/providers/sambanova)**
+ - Added embedding model support - [PR #13308](https://github.com/BerriAI/litellm/pull/13308), [Get Started](../../docs/providers/sambanova#sambanova---embeddings)
+- **[Vertex AI](../../docs/providers/vertex)**
+ - Added `/countTokens` endpoint support for Gemini CLI integration - [PR #13545](https://github.com/BerriAI/litellm/pull/13545)
+ - Token counter support for VertexAI models - [PR #13558](https://github.com/BerriAI/litellm/pull/13558)
+- **[hosted_vllm](../../docs/providers/vllm)**
+ - Added `reasoning_effort` parameter support - [PR #13620](https://github.com/BerriAI/litellm/pull/13620), [Get Started](../../docs/providers/vllm#reasoning-effort)
+
+#### Bugs
+
+- **[OCI](../../docs/providers/oci)**
+ - Fixed streaming issues - [PR #13437](https://github.com/BerriAI/litellm/pull/13437)
+- **[Ollama](../../docs/providers/ollama)**
+ - Fixed GPT-OSS streaming with 'thinking' field - [PR #13375](https://github.com/BerriAI/litellm/pull/13375)
+- **[VolcEngine](../../docs/providers/volcengine)**
+ - Fixed thinking disabled parameter handling - [PR #13598](https://github.com/BerriAI/litellm/pull/13598)
+- **[Streaming](../../docs/completion/stream)**
+ - Consistent 'finish_reason' chunk indexing - [PR #13560](https://github.com/BerriAI/litellm/pull/13560)
+---
+
+## LLM API Endpoints
+
+#### Features
+
+- **[/messages](../../docs/anthropic/messages)**
+ - Tool use arguments properly returned for non-anthropic models - [PR #13638](https://github.com/BerriAI/litellm/pull/13638)
+
+#### Bugs
+
+- **[Real-time API](../../docs/realtime)**
+ - Fixed endpoint for no intent scenarios - [PR #13476](https://github.com/BerriAI/litellm/pull/13476)
+- **[Responses API](../../docs/response_api)**
+ - Fixed `stream=True` + `background=True` with Responses API - [PR #13654](https://github.com/BerriAI/litellm/pull/13654)
+
+---
+
+## [MCP Gateway](../../docs/mcp)
+
+#### Features
+
+- **Access Control & Configuration**
+ - Enhanced MCPServerManager with access groups and description support - [PR #13549](https://github.com/BerriAI/litellm/pull/13549)
+
+#### Bugs
+
+- **Authentication**
+ - Fixed MCP gateway key authentication - [PR #13630](https://github.com/BerriAI/litellm/pull/13630)
+
+[Read More](../../docs/mcp)
+
+---
+
+## Management Endpoints / UI
+
+#### Features
+
+- **Team Management**
+ - Team Member Rate Limits implementation - [PR #13601](https://github.com/BerriAI/litellm/pull/13601)
+ - JWT authentication support for team member rate limits - [PR #13601](https://github.com/BerriAI/litellm/pull/13601)
+ - Show team member TPM/RPM limits in UI - [PR #13662](https://github.com/BerriAI/litellm/pull/13662)
+ - Allow editing team member RPM/TPM limits - [PR #13669](https://github.com/BerriAI/litellm/pull/13669)
+ - Allow unsetting TPM and RPM in Teams Settings - [PR #13430](https://github.com/BerriAI/litellm/pull/13430)
+ - Team Member Permissions Page access column changes - [PR #13145](https://github.com/BerriAI/litellm/pull/13145)
+- **Key Management**
+ - Display errors from backend on the UI Keys page - [PR #13435](https://github.com/BerriAI/litellm/pull/13435)
+ - Added confirmation modal before deleting keys - [PR #13655](https://github.com/BerriAI/litellm/pull/13655)
+ - Support for `user` parameter in LiteLLM SDK to Proxy communication - [PR #13555](https://github.com/BerriAI/litellm/pull/13555)
+- **UI Improvements**
+ - Fixed internal users table overflow - [PR #12736](https://github.com/BerriAI/litellm/pull/12736)
+ - Enhanced chart readability with short-form notation for large numbers - [PR #12370](https://github.com/BerriAI/litellm/pull/12370)
+ - Fixed image overflow in LiteLLM model display - [PR #13639](https://github.com/BerriAI/litellm/pull/13639)
+ - Removed ambiguous network response errors - [PR #13582](https://github.com/BerriAI/litellm/pull/13582)
+- **Credentials**
+ - Added CredentialDeleteModal component and integration with CredentialsPanel - [PR #13550](https://github.com/BerriAI/litellm/pull/13550)
+- **Admin & Permissions**
+ - Allow routes for admin viewer - [PR #13588](https://github.com/BerriAI/litellm/pull/13588)
+
+#### Bugs
+
+- **SCIM Integration**
+ - Fixed SCIM Team Memberships metadata handling - [PR #13553](https://github.com/BerriAI/litellm/pull/13553)
+- **Authentication**
+ - Fixed incorrect key info endpoint - [PR #13633](https://github.com/BerriAI/litellm/pull/13633)
+
+---
+
+## Logging / Guardrail Integrations
+
+#### Features
+
+- **[Langfuse OTEL](../../docs/proxy/logging#langfuse)**
+ - Added key/team logging for Langfuse OTEL Logger - [PR #13512](https://github.com/BerriAI/litellm/pull/13512)
+ - Fixed LangfuseOtelSpanAttributes constants to match expected values - [PR #13659](https://github.com/BerriAI/litellm/pull/13659)
+- **[MLflow](../../docs/proxy/logging#mlflow)**
+ - Updated MLflow logger usage span attributes - [PR #13561](https://github.com/BerriAI/litellm/pull/13561)
+
+#### Bugs
+
+- **Security**
+ - Hide sensitive data in `/model/info` - azure entra client_secret - [PR #13577](https://github.com/BerriAI/litellm/pull/13577)
+ - Fixed trivy/secrets false positives - [PR #13631](https://github.com/BerriAI/litellm/pull/13631)
+
+---
+
+## Performance / Loadbalancing / Reliability improvements
+
+#### Features
+
+- **HTTP Performance**
+ - New 'EXPERIMENTAL_OPENAI_BASE_LLM_HTTP_HANDLER' flag for +100 RPS improvement on OpenAI calls - [PR #13625](https://github.com/BerriAI/litellm/pull/13625)
+- **Database Monitoring**
+ - Added DB metrics to Prometheus - [PR #13626](https://github.com/BerriAI/litellm/pull/13626)
+- **Error Handling**
+ - Added safe divide by 0 protection to prevent crashes - [PR #13624](https://github.com/BerriAI/litellm/pull/13624)
+
+#### Bugs
+
+- **Dependencies**
+ - Updated boto3 to 1.36.0 and aioboto3 to 13.4.0 - [PR #13665](https://github.com/BerriAI/litellm/pull/13665)
+
+---
+
+## General Proxy Improvements
+
+#### Features
+
+- **Database**
+ - Removed redundant `use_prisma_migrate` flag - now default - [PR #13555](https://github.com/BerriAI/litellm/pull/13555)
+- **LLM Translation**
+ - Added model ID check - [PR #13507](https://github.com/BerriAI/litellm/pull/13507)
+ - Refactored Anthropic configurations and added support for `anthropic_beta` headers - [PR #13590](https://github.com/BerriAI/litellm/pull/13590)
+
+
+---
+
+## New Contributors
+* @TensorNull made their first contribution in [PR #13458](https://github.com/BerriAI/litellm/pull/13458)
+* @MajorD00m made their first contribution in [PR #13577](https://github.com/BerriAI/litellm/pull/13577)
+* @VerunicaM made their first contribution in [PR #13584](https://github.com/BerriAI/litellm/pull/13584)
+* @huangyafei made their first contribution in [PR #13607](https://github.com/BerriAI/litellm/pull/13607)
+* @TomeHirata made their first contribution in [PR #13561](https://github.com/BerriAI/litellm/pull/13561)
+* @willfinnigan made their first contribution in [PR #13659](https://github.com/BerriAI/litellm/pull/13659)
+* @dcbark01 made their first contribution in [PR #13633](https://github.com/BerriAI/litellm/pull/13633)
+* @javacruft made their first contribution in [PR #13631](https://github.com/BerriAI/litellm/pull/13631)
+
+---
+
+## **[Full Changelog](https://github.com/BerriAI/litellm/compare/v1.75.5-stable.rc-draft...v1.75.8-nightly)**
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 419afcd5466..f81ecda3916 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -372,7 +372,14 @@ const sidebars = {
"providers/azure/azure_embedding",
]
},
- "providers/azure_ai",
+ {
+ type: "category",
+ label: "Azure AI",
+ items: [
+ "providers/azure_ai",
+ "providers/azure_ai_img",
+ ]
+ },
{
type: "category",
label: "Vertex AI",
diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.2.17-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.2.17-py3-none-any.whl
new file mode 100644
index 00000000000..71160d51a7e
Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.2.17-py3-none-any.whl differ
diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.2.17.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.2.17.tar.gz
new file mode 100644
index 00000000000..7bab2b9c8b6
Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.2.17.tar.gz differ
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 86307e08238..b1de9c566a7 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
[tool.poetry]
name = "litellm-proxy-extras"
-version = "0.2.16"
+version = "0.2.17"
description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
authors = ["BerriAI"]
readme = "README.md"
@@ -22,7 +22,7 @@ requires = ["poetry-core"]
build-backend = "poetry.core.masonry.api"
[tool.commitizen]
-version = "0.2.16"
+version = "0.2.17"
version_files = [
"pyproject.toml:version",
"../requirements.txt:litellm-proxy-extras==",
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 06d71ff4328..765c4fcc4df 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -486,6 +486,7 @@ vertex_code_text_models: List = []
vertex_embedding_models: List = []
vertex_anthropic_models: List = []
vertex_llama3_models: List = []
+vertex_deepseek_models: List = []
vertex_ai_ai21_models: List = []
vertex_mistral_models: List = []
ai21_models: List = []
@@ -618,6 +619,9 @@ def add_known_models():
elif value.get("litellm_provider") == "vertex_ai-llama_models":
key = key.replace("vertex_ai/", "")
vertex_llama3_models.append(key)
+ elif value.get("litellm_provider") == "vertex_ai-deepseek_models":
+ key = key.replace("vertex_ai/", "")
+ vertex_deepseek_models.append(key)
elif value.get("litellm_provider") == "vertex_ai-mistral_models":
key = key.replace("vertex_ai/", "")
vertex_mistral_models.append(key)
@@ -850,7 +854,8 @@ models_by_provider: dict = {
+ vertex_text_models
+ vertex_anthropic_models
+ vertex_vision_models
- + vertex_language_models,
+ + vertex_language_models
+ + vertex_deepseek_models,
"ai21": ai21_models,
"bedrock": bedrock_models + bedrock_converse_models,
"petals": petals_models,
@@ -1041,7 +1046,7 @@ from .llms.anthropic.experimental_pass_through.messages.transformation import (
AnthropicMessagesConfig,
)
from .llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import (
- AmazonAnthropicClaude3MessagesConfig,
+ AmazonAnthropicClaudeMessagesConfig,
)
from .llms.together_ai.chat import TogetherAIConfig
from .llms.together_ai.completion.transformation import TogetherAITextCompletionConfig
@@ -1101,7 +1106,7 @@ from .llms.bedrock.chat.invoke_transformations.anthropic_claude2_transformation
AmazonAnthropicConfig,
)
from .llms.bedrock.chat.invoke_transformations.anthropic_claude3_transformation import (
- AmazonAnthropicClaude3Config,
+ AmazonAnthropicClaudeConfig,
)
from .llms.bedrock.chat.invoke_transformations.amazon_cohere_transformation import (
AmazonCohereConfig,
diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 9956a9d314a..6c6a09cd73e 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -32,9 +32,6 @@ from litellm.llms.azure.cost_calculation import (
from litellm.llms.bedrock.cost_calculation import (
cost_per_token as bedrock_cost_per_token,
)
-from litellm.llms.bedrock.image.cost_calculator import (
- cost_calculator as bedrock_image_cost_calculator,
-)
from litellm.llms.databricks.cost_calculator import (
cost_per_token as databricks_cost_per_token,
)
@@ -60,9 +57,6 @@ from litellm.llms.vertex_ai.cost_calculator import (
cost_per_token as google_cost_per_token,
)
from litellm.llms.vertex_ai.cost_calculator import cost_router as google_cost_router
-from litellm.llms.vertex_ai.image_generation.cost_calculator import (
- cost_calculator as vertex_ai_image_cost_calculator,
-)
from litellm.responses.utils import ResponseAPILoggingUtils
from litellm.types.llms.openai import (
HttpxBinaryResponseContent,
@@ -768,50 +762,15 @@ def completion_cost( # noqa: PLR0915
)
if CostCalculatorUtils._call_type_has_image_response(call_type):
### IMAGE GENERATION COST CALCULATION ###
- if custom_llm_provider == "vertex_ai":
- if isinstance(completion_response, ImageResponse):
- return vertex_ai_image_cost_calculator(
- model=model,
- image_response=completion_response,
- )
- elif custom_llm_provider == "bedrock":
- if isinstance(completion_response, ImageResponse):
- return bedrock_image_cost_calculator(
- model=model,
- size=size,
- image_response=completion_response,
- optional_params=optional_params,
- )
- raise TypeError(
- "completion_response must be of type ImageResponse for bedrock image cost calculation"
- )
- elif custom_llm_provider == litellm.LlmProviders.RECRAFT.value:
- from litellm.llms.recraft.cost_calculator import (
- cost_calculator as recraft_image_cost_calculator,
- )
-
- return recraft_image_cost_calculator(
- model=model,
- image_response=completion_response,
- )
- elif custom_llm_provider == litellm.LlmProviders.GEMINI.value:
- from litellm.llms.gemini.image_generation.cost_calculator import (
- cost_calculator as gemini_image_cost_calculator,
- )
-
- return gemini_image_cost_calculator(
- model=model,
- image_response=completion_response,
- )
- else:
- return default_image_cost_calculator(
- model=model,
- quality=quality,
- custom_llm_provider=custom_llm_provider,
- n=n,
- size=size,
- optional_params=optional_params,
- )
+ return CostCalculatorUtils.route_image_generation_cost_calculator(
+ model=model,
+ custom_llm_provider=custom_llm_provider,
+ completion_response=completion_response,
+ quality=quality,
+ n=n,
+ size=size,
+ optional_params=optional_params,
+ )
elif (
call_type == CallTypes.speech.value
or call_type == CallTypes.aspeech.value
diff --git a/litellm/images/main.py b/litellm/images/main.py
index b808388d83e..ca14fabd1f9 100644
--- a/litellm/images/main.py
+++ b/litellm/images/main.py
@@ -311,7 +311,7 @@ def image_generation( # noqa: PLR0915
) or get_secret_str("AZURE_AD_TOKEN")
default_headers = {
- "Content-Type": "application/json;",
+ "Content-Type": "application/json",
"api-key": api_key,
}
for k, v in default_headers.items():
@@ -335,6 +335,38 @@ def image_generation( # noqa: PLR0915
headers=headers,
litellm_params=litellm_params_dict,
)
+ elif custom_llm_provider == "azure_ai":
+ from litellm.llms.azure_ai.common_utils import AzureFoundryModelInfo
+ api_base = AzureFoundryModelInfo.get_api_base(api_base)
+ api_key = AzureFoundryModelInfo.get_api_key(api_key)
+ if extra_headers is not None:
+ optional_params["extra_headers"] = extra_headers
+
+ default_headers = {
+ "Content-Type": "application/json",
+ "api-key": api_key,
+ }
+ for k, v in default_headers.items():
+ if k not in headers:
+ headers[k] = v
+
+ model_response = azure_chat_completions.image_generation(
+ model=model,
+ prompt=prompt,
+ timeout=timeout,
+ api_key=api_key,
+ api_base=api_base,
+ azure_ad_token=None,
+ azure_ad_token_provider=azure_ad_token_provider,
+ logging_obj=litellm_logging_obj,
+ optional_params=optional_params,
+ model_response=model_response,
+ api_version=api_version,
+ aimg_generation=aimg_generation,
+ client=client,
+ headers=headers,
+ litellm_params=litellm_params_dict,
+ )
elif (
custom_llm_provider == "openai"
or custom_llm_provider in litellm.openai_compatible_providers
diff --git a/litellm/integrations/mlflow.py b/litellm/integrations/mlflow.py
index ea9051db4de..634d0c1fdc9 100644
--- a/litellm/integrations/mlflow.py
+++ b/litellm/integrations/mlflow.py
@@ -189,9 +189,9 @@ class MlflowLogger(CustomLogger):
{
"api_base": standard_obj.get("api_base"),
"cache_hit": standard_obj.get("cache_hit"),
- "usage": {
- "completion_tokens": standard_obj.get("completion_tokens"),
- "prompt_tokens": standard_obj.get("prompt_tokens"),
+ "mlflow.chat.tokenUsage": {
+ "input_tokens": standard_obj.get("prompt_tokens"),
+ "output_tokens": standard_obj.get("completion_tokens"),
"total_tokens": standard_obj.get("total_tokens"),
},
"raw_llm_response": standard_obj.get("response"),
diff --git a/litellm/litellm_core_utils/core_helpers.py b/litellm/litellm_core_utils/core_helpers.py
index 13a2e554f12..4aeb9d4d640 100644
--- a/litellm/litellm_core_utils/core_helpers.py
+++ b/litellm/litellm_core_utils/core_helpers.py
@@ -37,6 +37,27 @@ def safe_divide_seconds(
return float(seconds / denominator)
+def safe_divide(
+ numerator: Union[int, float],
+ denominator: Union[int, float],
+ default: Union[int, float] = 0
+) -> Union[int, float]:
+ """
+ Safely divide two numbers, returning a default value if denominator is zero.
+
+ Args:
+ numerator: The number to divide
+ denominator: The number to divide by
+ default: Value to return if denominator is zero (defaults to 0)
+
+ Returns:
+ The result of numerator/denominator, or default if denominator is zero
+ """
+ if denominator == 0:
+ return default
+ return numerator / denominator
+
+
def map_finish_reason(
finish_reason: str,
): # openai supports 5 stop sequences - 'stop', 'length', 'function_call', 'content_filter', 'null'
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index 8e4aa43c9ce..385df83c904 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -811,7 +811,7 @@ class Logging(LiteLLMLoggingBaseClass):
str(e)
)
)
- if self.logger_fn and callable(self.logger_fn):
+ if getattr(self, "logger_fn", None) and callable(self.logger_fn):
try:
self.logger_fn(
self.model_call_details
@@ -999,7 +999,7 @@ class Logging(LiteLLMLoggingBaseClass):
)
)
)
- if self.logger_fn and callable(self.logger_fn):
+ if getattr(self, "logger_fn", None) and callable(self.logger_fn):
try:
self.logger_fn(
self.model_call_details
@@ -3919,10 +3919,12 @@ class StandardLoggingPayloadSetup:
# Generate cold storage object key if cold storage is configured
if start_time is not None and response_id is not None:
- cold_storage_object_key = StandardLoggingPayloadSetup._generate_cold_storage_object_key(
- start_time=start_time,
- response_id=response_id,
- team_alias=clean_metadata.get("user_api_key_team_alias"),
+ cold_storage_object_key = (
+ StandardLoggingPayloadSetup._generate_cold_storage_object_key(
+ start_time=start_time,
+ response_id=response_id,
+ team_alias=clean_metadata.get("user_api_key_team_alias"),
+ )
)
if cold_storage_object_key:
clean_metadata["cold_storage_object_key"] = cold_storage_object_key
@@ -4093,12 +4095,12 @@ class StandardLoggingPayloadSetup:
) -> Optional[str]:
"""
Generate cold storage object key in the same format as S3Logger.
-
+
Args:
start_time: The start time of the request
- response_id: The response ID
+ response_id: The response ID
team_alias: Optional team alias for team-based prefixing
-
+
Returns:
Optional[str]: The generated object key or None if cold storage not configured
"""
@@ -4112,26 +4114,23 @@ class StandardLoggingPayloadSetup:
ColdStorageHandler._get_configured_cold_storage_custom_logger()
)
except Exception as e:
- verbose_logger.debug(
- f"Cold storage custom logger unavailable: {e}"
- )
+ verbose_logger.debug(f"Cold storage custom logger unavailable: {e}")
return None
if configured_cold_storage_logger is None:
return None
-
+
try:
# Generate file name in same format as litellm.utils.get_logging_id
s3_file_name = f"time-{start_time.strftime('%H-%M-%S-%f')}_{response_id}"
-
s3_object_key = get_s3_object_key(
- s3_path="", # Use empty path as default
- team_alias_prefix="", # Don't split by team alias for cold storage
+ s3_path="", # Use empty path as default
+ team_alias_prefix="", # Don't split by team alias for cold storage
start_time=start_time,
s3_file_name=s3_file_name,
)
-
+
return s3_object_key
except Exception:
# If any error occurs in generating the key, return None
diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py
index 737e3f7f982..4b6cffd06c9 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/utils.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py
@@ -1,11 +1,17 @@
# What is this?
## Helper utilities for cost_per_token()
-from typing import Literal, Optional, Tuple, cast
+from typing import Any, Literal, Optional, Tuple, cast
import litellm
from litellm._logging import verbose_logger
-from litellm.types.utils import CallTypes, ModelInfo, PassthroughCallTypes, Usage
+from litellm.types.utils import (
+ CallTypes,
+ ImageResponse,
+ ModelInfo,
+ PassthroughCallTypes,
+ Usage,
+)
from litellm.utils import get_model_info
@@ -377,3 +383,84 @@ class CostCalculatorUtils:
]:
return True
return False
+
+ @staticmethod
+ def route_image_generation_cost_calculator(
+ model: str,
+ completion_response: Any,
+ custom_llm_provider: Optional[str] = None,
+ quality: Optional[str] = None,
+ n: Optional[int] = None,
+ size: Optional[str] = None,
+ optional_params: Optional[dict] = None,
+ ) -> float:
+ """
+ Route the image generation cost calculator based on the custom_llm_provider
+ """
+ from litellm.cost_calculator import default_image_cost_calculator
+ from litellm.llms.azure_ai.image_generation.cost_calculator import (
+ cost_calculator as azure_ai_image_cost_calculator,
+ )
+ from litellm.llms.bedrock.image.cost_calculator import (
+ cost_calculator as bedrock_image_cost_calculator,
+ )
+ from litellm.llms.gemini.image_generation.cost_calculator import (
+ cost_calculator as gemini_image_cost_calculator,
+ )
+ from litellm.llms.recraft.cost_calculator import (
+ cost_calculator as recraft_image_cost_calculator,
+ )
+ from litellm.llms.vertex_ai.image_generation.cost_calculator import (
+ cost_calculator as vertex_ai_image_cost_calculator,
+ )
+
+ if custom_llm_provider == litellm.LlmProviders.VERTEX_AI.value:
+ if isinstance(completion_response, ImageResponse):
+ return vertex_ai_image_cost_calculator(
+ model=model,
+ image_response=completion_response,
+ )
+ elif custom_llm_provider == litellm.LlmProviders.BEDROCK.value:
+ if isinstance(completion_response, ImageResponse):
+ return bedrock_image_cost_calculator(
+ model=model,
+ size=size,
+ image_response=completion_response,
+ optional_params=optional_params,
+ )
+ raise TypeError(
+ "completion_response must be of type ImageResponse for bedrock image cost calculation"
+ )
+ elif custom_llm_provider == litellm.LlmProviders.RECRAFT.value:
+ from litellm.llms.recraft.cost_calculator import (
+ cost_calculator as recraft_image_cost_calculator,
+ )
+
+ return recraft_image_cost_calculator(
+ model=model,
+ image_response=completion_response,
+ )
+ elif custom_llm_provider == litellm.LlmProviders.GEMINI.value:
+ from litellm.llms.gemini.image_generation.cost_calculator import (
+ cost_calculator as gemini_image_cost_calculator,
+ )
+
+ return gemini_image_cost_calculator(
+ model=model,
+ image_response=completion_response,
+ )
+ elif custom_llm_provider == litellm.LlmProviders.AZURE_AI.value:
+ return azure_ai_image_cost_calculator(
+ model=model,
+ image_response=completion_response,
+ )
+ else:
+ return default_image_cost_calculator(
+ model=model,
+ quality=quality,
+ custom_llm_provider=custom_llm_provider,
+ n=n,
+ size=size,
+ optional_params=optional_params,
+ )
+ return 0.0
diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index 26388dc2362..0d8c3bacbf5 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -17,6 +17,7 @@ from litellm.llms.custom_httpx.http_handler import HTTPHandler, get_async_httpx_
from litellm.types.files import get_file_extension_from_mime_type
from litellm.types.llms.anthropic import *
from litellm.types.llms.bedrock import MessageBlock as BedrockMessageBlock
+from litellm.types.llms.bedrock import CachePointBlock
from litellm.types.llms.custom_http import httpxSpecialProvider
from litellm.types.llms.ollama import OllamaVisionModelObject
from litellm.types.llms.openai import (
@@ -2685,6 +2686,11 @@ def _convert_to_bedrock_tool_call_invoke(
)
bedrock_content_block = BedrockContentBlock(toolUse=bedrock_tool)
_parts_list.append(bedrock_content_block)
+
+ # Check for cache_control and add a separate cachePoint block
+ if tool.get("cache_control", None) is not None:
+ cache_point_block = BedrockContentBlock(cachePoint=CachePointBlock(type="default"))
+ _parts_list.append(cache_point_block)
return _parts_list
except Exception as e:
raise Exception(
@@ -2745,6 +2751,7 @@ def _convert_to_bedrock_tool_call_result(
for content in content_list:
if content["type"] == "text":
content_str += content["text"]
+
message.get("name", "")
id = str(message.get("tool_call_id", str(uuid.uuid4())))
@@ -2753,6 +2760,7 @@ def _convert_to_bedrock_tool_call_result(
content=[tool_result_content_block],
toolUseId=id,
)
+
content_block = BedrockContentBlock(toolResult=tool_result)
return content_block
@@ -3516,8 +3524,30 @@ def _bedrock_converse_messages_pt( # noqa: PLR0915
tool_content: List[BedrockContentBlock] = []
while msg_i < len(messages) and messages[msg_i]["role"] == "tool":
tool_call_result = _convert_to_bedrock_tool_call_result(messages[msg_i])
-
+ current_message = messages[msg_i]
+
+ # Add the tool result first
tool_content.append(tool_call_result)
+
+ # Check if we need to add a separate cachePoint block
+ has_cache_control = False
+
+ # Check for message-level cache_control
+ if current_message.get("cache_control", None) is not None:
+ has_cache_control = True
+ # Check for content-level cache_control in list content
+ elif isinstance(current_message.get("content"), list):
+ for content_element in current_message["content"]:
+ if (isinstance(content_element, dict) and
+ content_element.get("cache_control", None) is not None):
+ has_cache_control = True
+ break
+
+ # Add a separate cachePoint block if cache_control is present
+ if has_cache_control:
+ cache_point_block = BedrockContentBlock(cachePoint=CachePointBlock(type="default"))
+ tool_content.append(cache_point_block)
+
msg_i += 1
if tool_content:
# if last message was a 'user' message, then add a blank assistant message (bedrock requires alternating roles)
@@ -3589,9 +3619,28 @@ def _bedrock_converse_messages_pt( # noqa: PLR0915
image_url=image_url
)
assistants_parts.append(assistants_part)
+ # Add cache point block for assistant content elements
+ _cache_point_block = (
+ litellm.AmazonConverseConfig()._get_cache_point_block(
+ message_block=cast(
+ OpenAIMessageContentListBlock, element
+ ),
+ block_type="content_block",
+ )
+ )
+ if _cache_point_block is not None:
+ assistants_parts.append(_cache_point_block)
assistant_content.extend(assistants_parts)
elif _assistant_content is not None and isinstance(_assistant_content, str):
assistant_content.append(BedrockContentBlock(text=_assistant_content))
+ # Add cache point block for assistant string content
+ _cache_point_block = (
+ litellm.AmazonConverseConfig()._get_cache_point_block(
+ assistant_message_block, block_type="content_block"
+ )
+ )
+ if _cache_point_block is not None:
+ assistant_content.append(_cache_point_block)
_tool_calls = assistant_message_block.get("tool_calls", [])
if _tool_calls:
assistant_content.extend(
diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py
index 1b6036fef86..b9433239271 100644
--- a/litellm/litellm_core_utils/streaming_handler.py
+++ b/litellm/litellm_core_utils/streaming_handler.py
@@ -1747,6 +1747,11 @@ class CustomStreamWrapper:
if is_empty:
continue
print_verbose(f"final returned processed chunk: {processed_chunk}")
+
+ # add usage as hidden param
+ if self.sent_last_chunk is True and self.stream_options is None:
+ usage = calculate_total_usage(chunks=self.chunks)
+ processed_chunk._hidden_params["usage"] = usage
return processed_chunk
raise StopAsyncIteration
else: # temporary patch for non-aiohttp async calls
@@ -1790,6 +1795,7 @@ class CustomStreamWrapper:
messages=self.messages,
logging_obj=self.logging_obj,
)
+
response = self.model_response_creator()
if complete_streaming_response is not None:
setattr(
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
index 990d613ecf0..d38e7adc231 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
@@ -489,7 +489,7 @@ class LiteLLMAnthropicMessagesAdapter:
text: str = ""
partial_json: Optional[str] = None
for choice in choices:
- if choice.delta.content is not None:
+ if choice.delta.content is not None and len(choice.delta.content) > 0:
text += choice.delta.content
elif choice.delta.tool_calls is not None:
partial_json = ""
@@ -499,7 +499,6 @@ class LiteLLMAnthropicMessagesAdapter:
and tool.function.arguments is not None
):
partial_json += tool.function.arguments
-
if partial_json is not None:
return "input_json_delta", ContentJsonBlockDelta(
type="input_json_delta", partial_json=partial_json
diff --git a/litellm/llms/azure_ai/common_utils.py b/litellm/llms/azure_ai/common_utils.py
new file mode 100644
index 00000000000..dcc9335e42d
--- /dev/null
+++ b/litellm/llms/azure_ai/common_utils.py
@@ -0,0 +1,56 @@
+from typing import List, Optional
+
+import litellm
+from litellm.llms.base_llm.base_utils import BaseLLMModelInfo
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.llms.openai import AllMessageValues
+
+
+class AzureFoundryModelInfo(BaseLLMModelInfo):
+ @staticmethod
+ def get_api_base(api_base: Optional[str] = None) -> Optional[str]:
+ return (
+ api_base
+ or litellm.api_base
+ or get_secret_str("AZURE_AI_API_BASE")
+ )
+
+ @staticmethod
+ def get_api_key(api_key: Optional[str] = None) -> Optional[str]:
+ return (
+ api_key
+ or litellm.api_key
+ or litellm.openai_key
+ or get_secret_str("AZURE_AI_API_KEY")
+ )
+
+ @property
+ def api_version(self, api_version: Optional[str] = None) -> Optional[str]:
+ api_version = (
+ api_version
+ or litellm.api_version
+ or get_secret_str("AZURE_API_VERSION")
+ )
+ return api_version
+
+ #########################################################
+ # Not implemented methods
+ #########################################################
+
+
+ @staticmethod
+ def get_base_model(model: str) -> Optional[str]:
+ raise NotImplementedError("Azure Foundry does not support base model")
+
+ def validate_environment(
+ self,
+ headers: dict,
+ model: str,
+ messages: List[AllMessageValues],
+ optional_params: dict,
+ litellm_params: dict,
+ api_key: Optional[str] = None,
+ api_base: Optional[str] = None,
+ ) -> dict:
+ """Azure Foundry sends api key in query params"""
+ raise NotImplementedError("Azure Foundry does not support environment validation")
diff --git a/litellm/llms/azure_ai/image_generation/__init__.py b/litellm/llms/azure_ai/image_generation/__init__.py
new file mode 100644
index 00000000000..cebab3de16e
--- /dev/null
+++ b/litellm/llms/azure_ai/image_generation/__init__.py
@@ -0,0 +1,33 @@
+from litellm._logging import verbose_logger
+from litellm.llms.base_llm.image_generation.transformation import (
+ BaseImageGenerationConfig,
+)
+
+from .dall_e_2_transformation import AzureFoundryDallE2ImageGenerationConfig
+from .dall_e_3_transformation import AzureFoundryDallE3ImageGenerationConfig
+from .flux_transformation import AzureFoundryFluxImageGenerationConfig
+from .gpt_transformation import AzureFoundryGPTImageGenerationConfig
+
+__all__ = [
+ "AzureFoundryFluxImageGenerationConfig",
+ "AzureFoundryGPTImageGenerationConfig",
+ "AzureFoundryDallE2ImageGenerationConfig",
+ "AzureFoundryDallE3ImageGenerationConfig",
+]
+
+
+def get_azure_ai_image_generation_config(model: str) -> BaseImageGenerationConfig:
+ model = model.lower()
+ model = model.replace("-", "")
+ model = model.replace("_", "")
+ if model == "" or "dalle2" in model: # empty model is dall-e-2
+ return AzureFoundryDallE2ImageGenerationConfig()
+ elif "dalle3" in model:
+ return AzureFoundryDallE3ImageGenerationConfig()
+ elif "flux" in model:
+ return AzureFoundryFluxImageGenerationConfig()
+ else:
+ verbose_logger.debug(
+ f"Using AzureGPTImageGenerationConfig for model: {model}. This follows the gpt-image-1 model format."
+ )
+ return AzureFoundryGPTImageGenerationConfig()
diff --git a/litellm/llms/azure_ai/image_generation/cost_calculator.py b/litellm/llms/azure_ai/image_generation/cost_calculator.py
new file mode 100644
index 00000000000..2fc7c554a34
--- /dev/null
+++ b/litellm/llms/azure_ai/image_generation/cost_calculator.py
@@ -0,0 +1,25 @@
+from typing import Any
+
+import litellm
+from litellm.types.utils import ImageResponse
+
+
+def cost_calculator(
+ model: str,
+ image_response: Any,
+) -> float:
+ """
+ Recraft image generation cost calculator
+ """
+ _model_info = litellm.get_model_info(
+ model=model,
+ custom_llm_provider=litellm.LlmProviders.AZURE_AI.value,
+ )
+ output_cost_per_image: float = _model_info.get("output_cost_per_image") or 0.0
+ num_images: int = 0
+ if isinstance(image_response, ImageResponse):
+ if image_response.data:
+ num_images = len(image_response.data)
+ return output_cost_per_image * num_images
+ else:
+ raise ValueError(f"image_response must be of type ImageResponse got type={type(image_response)}")
diff --git a/litellm/llms/azure_ai/image_generation/dall_e_2_transformation.py b/litellm/llms/azure_ai/image_generation/dall_e_2_transformation.py
new file mode 100644
index 00000000000..1ef93366f71
--- /dev/null
+++ b/litellm/llms/azure_ai/image_generation/dall_e_2_transformation.py
@@ -0,0 +1,9 @@
+from litellm.llms.openai.image_generation import DallE2ImageGenerationConfig
+
+
+class AzureFoundryDallE2ImageGenerationConfig(DallE2ImageGenerationConfig):
+ """
+ Azure dall-e-2 image generation config
+ """
+
+ pass
diff --git a/litellm/llms/azure_ai/image_generation/dall_e_3_transformation.py b/litellm/llms/azure_ai/image_generation/dall_e_3_transformation.py
new file mode 100644
index 00000000000..4688a5c3caa
--- /dev/null
+++ b/litellm/llms/azure_ai/image_generation/dall_e_3_transformation.py
@@ -0,0 +1,9 @@
+from litellm.llms.openai.image_generation import DallE3ImageGenerationConfig
+
+
+class AzureFoundryDallE3ImageGenerationConfig(DallE3ImageGenerationConfig):
+ """
+ Azure dall-e-3 image generation config
+ """
+
+ pass
diff --git a/litellm/llms/azure_ai/image_generation/flux_transformation.py b/litellm/llms/azure_ai/image_generation/flux_transformation.py
new file mode 100644
index 00000000000..5325f32ef63
--- /dev/null
+++ b/litellm/llms/azure_ai/image_generation/flux_transformation.py
@@ -0,0 +1,14 @@
+from litellm.llms.openai.image_generation import GPTImageGenerationConfig
+
+
+class AzureFoundryFluxImageGenerationConfig(GPTImageGenerationConfig):
+ """
+ Azure Foundry flux image generation config
+
+ From manual testing it follows the gpt-image-1 image generation config
+
+ (Azure Foundry does not have any docs on supported params at the time of writing)
+
+ From our test suite - following GPTImageGenerationConfig is working for this model
+ """
+ pass
diff --git a/litellm/llms/azure_ai/image_generation/gpt_transformation.py b/litellm/llms/azure_ai/image_generation/gpt_transformation.py
new file mode 100644
index 00000000000..3eead307463
--- /dev/null
+++ b/litellm/llms/azure_ai/image_generation/gpt_transformation.py
@@ -0,0 +1,9 @@
+from litellm.llms.openai.image_generation import GPTImageGenerationConfig
+
+
+class AzureFoundryGPTImageGenerationConfig(GPTImageGenerationConfig):
+ """
+ Azure gpt-image-1 image generation config
+ """
+
+ pass
diff --git a/litellm/llms/bedrock/chat/converse_handler.py b/litellm/llms/bedrock/chat/converse_handler.py
index cd351ca16a7..15a5002f0e4 100644
--- a/litellm/llms/bedrock/chat/converse_handler.py
+++ b/litellm/llms/bedrock/chat/converse_handler.py
@@ -119,6 +119,7 @@ class BedrockConverseLLM(BaseAWSLLM):
messages=messages,
optional_params=optional_params,
litellm_params=litellm_params,
+ headers=headers,
)
data = json.dumps(request_data)
@@ -185,8 +186,10 @@ class BedrockConverseLLM(BaseAWSLLM):
messages=messages,
optional_params=optional_params,
litellm_params=litellm_params,
+ headers=headers,
)
data = json.dumps(request_data)
+
prepped = self.get_request_headers(
credentials=credentials,
aws_region_name=litellm_params.get("aws_region_name") or "us-west-2",
@@ -390,8 +393,10 @@ class BedrockConverseLLM(BaseAWSLLM):
messages=messages,
optional_params=optional_params,
litellm_params=litellm_params,
+ headers=extra_headers,
)
data = json.dumps(_data)
+
prepped = self.get_request_headers(
credentials=credentials,
aws_region_name=aws_region_name,
diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index 84762e0b99a..b93ca94bed4 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -25,6 +25,7 @@ from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMExcepti
from litellm.types.llms.bedrock import *
from litellm.types.llms.openai import (
AllMessageValues,
+ ChatCompletionAssistantMessage,
ChatCompletionRedactedThinkingBlock,
ChatCompletionResponseMessage,
ChatCompletionSystemMessage,
@@ -47,7 +48,7 @@ from litellm.types.utils import (
)
from litellm.utils import add_dummy_tool, has_tool_call_blocks, supports_reasoning
-from ..common_utils import BedrockError, BedrockModelInfo, get_bedrock_tool_name
+from ..common_utils import BedrockError, BedrockModelInfo, get_bedrock_tool_name, get_anthropic_beta_from_headers
# Computer use tool prefixes supported by Bedrock
BEDROCK_COMPUTER_USE_TOOLS = [
@@ -505,6 +506,7 @@ class AmazonConverseConfig(BaseConfig):
OpenAIMessageContentListBlock,
ChatCompletionUserMessage,
ChatCompletionSystemMessage,
+ ChatCompletionAssistantMessage,
],
block_type: Literal["system"],
) -> Optional[SystemContentBlock]:
@@ -517,6 +519,7 @@ class AmazonConverseConfig(BaseConfig):
OpenAIMessageContentListBlock,
ChatCompletionUserMessage,
ChatCompletionSystemMessage,
+ ChatCompletionAssistantMessage,
],
block_type: Literal["content_block"],
) -> Optional[ContentBlock]:
@@ -528,6 +531,7 @@ class AmazonConverseConfig(BaseConfig):
OpenAIMessageContentListBlock,
ChatCompletionUserMessage,
ChatCompletionSystemMessage,
+ ChatCompletionAssistantMessage,
],
block_type: Literal["system", "content_block"],
) -> Optional[Union[SystemContentBlock, ContentBlock]]:
@@ -593,12 +597,14 @@ class AmazonConverseConfig(BaseConfig):
return {}
+
def _transform_request_helper(
self,
model: str,
system_content_blocks: List[SystemContentBlock],
optional_params: dict,
messages: Optional[List[AllMessageValues]] = None,
+ headers: Optional[dict] = None,
) -> CommonRequestObject:
## VALIDATE REQUEST
"""
@@ -651,6 +657,12 @@ class AmazonConverseConfig(BaseConfig):
# Initialize bedrock_tools
bedrock_tools: List[ToolBlock] = []
+ # Collect anthropic_beta values from user headers
+ anthropic_beta_list = []
+ if headers:
+ user_betas = get_anthropic_beta_from_headers(headers)
+ anthropic_beta_list.extend(user_betas)
+
# Only separate tools if computer use tools are actually present
if original_tools and self.is_computer_use_tool_used(original_tools, model):
# Separate computer use tools from regular function tools
@@ -663,7 +675,7 @@ class AmazonConverseConfig(BaseConfig):
# Add computer use tools and anthropic_beta if needed (only when computer use tools are present)
if computer_use_tools:
- additional_request_params["anthropic_beta"] = ["computer-use-2024-10-22"]
+ anthropic_beta_list.append("computer-use-2024-10-22")
# Transform computer use tools to proper Bedrock format
transformed_computer_tools = self._transform_computer_use_tools(computer_use_tools)
additional_request_params["tools"] = transformed_computer_tools
@@ -671,6 +683,17 @@ class AmazonConverseConfig(BaseConfig):
# No computer use tools, process all tools as regular tools
bedrock_tools = _bedrock_tools_pt(original_tools)
+ # Set anthropic_beta in additional_request_params if we have any beta features
+ if anthropic_beta_list:
+ # Remove duplicates while preserving order
+ unique_betas = []
+ seen = set()
+ for beta in anthropic_beta_list:
+ if beta not in seen:
+ unique_betas.append(beta)
+ seen.add(beta)
+ additional_request_params["anthropic_beta"] = unique_betas
+
bedrock_tool_config: Optional[ToolConfigBlock] = None
if len(bedrock_tools) > 0:
tool_choice_values: ToolChoiceValuesBlock = inference_params.pop(
@@ -708,6 +731,7 @@ class AmazonConverseConfig(BaseConfig):
messages: List[AllMessageValues],
optional_params: dict,
litellm_params: dict,
+ headers: Optional[dict] = None,
) -> RequestObject:
messages, system_content_blocks = self._transform_system_message(messages)
## TRANSFORMATION ##
@@ -717,6 +741,7 @@ class AmazonConverseConfig(BaseConfig):
system_content_blocks=system_content_blocks,
optional_params=optional_params,
messages=messages,
+ headers=headers,
)
bedrock_messages = (
@@ -747,6 +772,7 @@ class AmazonConverseConfig(BaseConfig):
messages=messages,
optional_params=optional_params,
litellm_params=litellm_params,
+ headers=headers,
),
)
@@ -756,6 +782,7 @@ class AmazonConverseConfig(BaseConfig):
messages: List[AllMessageValues],
optional_params: dict,
litellm_params: dict,
+ headers: Optional[dict] = None,
) -> RequestObject:
messages, system_content_blocks = self._transform_system_message(messages)
@@ -764,6 +791,7 @@ class AmazonConverseConfig(BaseConfig):
system_content_blocks=system_content_blocks,
optional_params=optional_params,
messages=messages,
+ headers=headers,
)
## TRANSFORMATION ##
diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py
index b8dac7c3cd7..42cdb34fc1a 100644
--- a/litellm/llms/bedrock/chat/invoke_handler.py
+++ b/litellm/llms/bedrock/chat/invoke_handler.py
@@ -831,7 +831,7 @@ class BedrockLLM(BaseAWSLLM):
model=model, messages=messages, custom_llm_provider="anthropic_xml"
) # type: ignore
## LOAD CONFIG
- config = litellm.AmazonAnthropicClaude3Config.get_config()
+ config = litellm.AmazonAnthropicClaudeConfig.get_config()
for k, v in config.items():
if (
k not in inference_params
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
index 738490aa7bb..9b13d3df08e 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
@@ -6,6 +6,7 @@ from litellm.llms.anthropic.chat.transformation import AnthropicConfig
from litellm.llms.bedrock.chat.invoke_transformations.base_invoke_transformation import (
AmazonInvokeConfig,
)
+from litellm.llms.bedrock.common_utils import get_anthropic_beta_from_headers
from litellm.types.llms.openai import AllMessageValues
from litellm.types.utils import ModelResponse
@@ -17,13 +18,22 @@ else:
LiteLLMLoggingObj = Any
-class AmazonAnthropicClaude3Config(AmazonInvokeConfig, AnthropicConfig):
+class AmazonAnthropicClaudeConfig(AmazonInvokeConfig, AnthropicConfig):
"""
Reference:
https://us-west-2.console.aws.amazon.com/bedrock/home?region=us-west-2#/providers?model=claude
https://docs.anthropic.com/claude/docs/models-overview#model-comparison
+ https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-request-response.html
- Supported Params for the Amazon / Anthropic Claude 3 models:
+ Supported Params for the Amazon / Anthropic Claude models (Claude 3, Claude 4, etc.):
+ Supports anthropic_beta parameter for beta features like:
+ - computer-use-2025-01-24 (Claude 3.7 Sonnet)
+ - computer-use-2024-10-22 (Claude 3.5 Sonnet v2)
+ - token-efficient-tools-2025-02-19 (Claude 3.7 Sonnet)
+ - interleaved-thinking-2025-05-14 (Claude 4 models)
+ - output-128k-2025-02-19 (Claude 3.7 Sonnet)
+ - dev-full-thinking-2025-05-14 (Claude 4 models)
+ - context-1m-2025-08-07 (Claude Sonnet 4)
"""
anthropic_version: str = "bedrock-2023-05-31"
@@ -50,6 +60,7 @@ class AmazonAnthropicClaude3Config(AmazonInvokeConfig, AnthropicConfig):
drop_params,
)
+
def transform_request(
self,
model: str,
@@ -72,6 +83,11 @@ class AmazonAnthropicClaude3Config(AmazonInvokeConfig, AnthropicConfig):
if "anthropic_version" not in _anthropic_request:
_anthropic_request["anthropic_version"] = self.anthropic_version
+ # Handle anthropic_beta from user headers
+ anthropic_beta_list = get_anthropic_beta_from_headers(headers)
+ if anthropic_beta_list:
+ _anthropic_request["anthropic_beta"] = anthropic_beta_list
+
return _anthropic_request
def transform_response(
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 16f146206b1..08a0690716b 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/base_invoke_transformation.py
@@ -190,13 +190,15 @@ class AmazonInvokeConfig(BaseConfig, BaseAWSLLM):
] = True # cohere requires stream = True in inference params
request_data = {"prompt": prompt, **inference_params}
elif provider == "anthropic":
- return litellm.AmazonAnthropicClaude3Config().transform_request(
+ transformed_request = litellm.AmazonAnthropicClaudeConfig().transform_request(
model=model,
messages=messages,
optional_params=optional_params,
litellm_params=litellm_params,
headers=headers,
)
+
+ return transformed_request
elif provider == "nova":
return litellm.AmazonInvokeNovaConfig().transform_request(
model=model,
@@ -293,7 +295,7 @@ class AmazonInvokeConfig(BaseConfig, BaseAWSLLM):
completion_response["generations"][0]["finish_reason"]
)
elif provider == "anthropic":
- return litellm.AmazonAnthropicClaude3Config().transform_response(
+ return litellm.AmazonAnthropicClaudeConfig().transform_response(
model=model,
raw_response=raw_response,
model_response=model_response,
diff --git a/litellm/llms/bedrock/common_utils.py b/litellm/llms/bedrock/common_utils.py
index 2a8fdc148bd..c76fc0a80c3 100644
--- a/litellm/llms/bedrock/common_utils.py
+++ b/litellm/llms/bedrock/common_utils.py
@@ -4,11 +4,14 @@ Common utilities used across bedrock chat/embedding/image generation
import json
import os
-from typing import TYPE_CHECKING, List, Literal, Optional, Union
+from typing import TYPE_CHECKING, Dict, List, Literal, Optional, Union
import httpx
import litellm
+from litellm.llms.base_llm.anthropic_messages.transformation import (
+ BaseAnthropicMessagesConfig,
+)
from litellm.llms.base_llm.base_utils import BaseLLMModelInfo
from litellm.llms.base_llm.chat.transformation import BaseLLMException
from litellm.secret_managers.main import get_secret
@@ -443,23 +446,82 @@ class BedrockModelInfo(BaseLLMModelInfo):
"""
Get the bedrock route for the given model.
"""
+ route_mappings: Dict[str, Literal["invoke", "converse_like", "converse", "agent"]] = {
+ "invoke/": "invoke",
+ "converse_like/": "converse_like",
+ "converse/": "converse",
+ "agent/": "agent"
+ }
+
+ # Check explicit routes first
+ for prefix, route_type in route_mappings.items():
+ if prefix in model:
+ return route_type
+
base_model = BedrockModelInfo.get_base_model(model)
alt_model = BedrockModelInfo.get_non_litellm_routing_model_name(model=model)
- if "invoke/" in model:
- return "invoke"
- elif "converse_like" in model:
- return "converse_like"
- elif "converse/" in model:
- return "converse"
- elif "agent/" in model:
- return "agent"
- elif (
+ if (
base_model in litellm.bedrock_converse_models
or alt_model in litellm.bedrock_converse_models
):
return "converse"
return "invoke"
+
+ @staticmethod
+ def _explicit_converse_route(model: str) -> bool:
+ """
+ Check if the model is an explicit converse route.
+ """
+ return "converse/" in model
+
+ @staticmethod
+ def _explicit_invoke_route(model: str) -> bool:
+ """
+ Check if the model is an explicit invoke route.
+ """
+ return "invoke/" in model
+
+ @staticmethod
+ def _explicit_agent_route(model: str) -> bool:
+ """
+ Check if the model is an explicit agent route.
+ """
+ return "agent/" in model
+
+ @staticmethod
+ def _explicit_converse_like_route(model: str) -> bool:
+ """
+ Check if the model is an explicit converse like route.
+ """
+ return "converse_like/" in model
+
+ @staticmethod
+ def get_bedrock_provider_config_for_messages_api(model: str) -> Optional[BaseAnthropicMessagesConfig]:
+ """
+ Get the bedrock provider config for the given model.
+
+ Only route to AmazonAnthropicClaude3MessagesConfig() for BaseMessagesConfig
+
+ All other routes should return None since they will go through litellm.completion
+ """
+
+ #########################################################
+ # Converse routes should go through litellm.completion()
+ if BedrockModelInfo._explicit_converse_route(model):
+ return None
+
+ #########################################################
+ # This goes through litellm.AmazonAnthropicClaude3MessagesConfig()
+ # Since bedrock Invoke supports Native Anthropic Messages API
+ #########################################################
+ if "claude" in model:
+ return litellm.AmazonAnthropicClaudeMessagesConfig()
+
+ #########################################################
+ # These routes will go through litellm.completion()
+ #########################################################
+ return None
class BedrockEventStreamDecoderBase:
"""
@@ -524,3 +586,25 @@ class BedrockEventStreamDecoderBase:
return None
return chunk.decode() # type: ignore[no-any-return]
+
+
+def get_anthropic_beta_from_headers(headers: dict) -> List[str]:
+ """
+ Extract anthropic-beta header values and convert them to a list.
+ Supports comma-separated values from user headers.
+
+ Used by both converse and invoke transformations for consistent handling
+ of anthropic-beta headers that should be passed to AWS Bedrock.
+
+ Args:
+ headers (dict): Request headers dictionary
+
+ Returns:
+ List[str]: List of anthropic beta feature strings, empty list if no header
+ """
+ anthropic_beta_header = headers.get("anthropic-beta")
+ if not anthropic_beta_header:
+ return []
+
+ # Split comma-separated values and strip whitespace
+ return [beta.strip() for beta in anthropic_beta_header.split(",")]
diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index 09c6673cc5d..4fa8517a090 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -12,6 +12,7 @@ from litellm.llms.bedrock.chat.invoke_handler import AWSEventStreamDecoder
from litellm.llms.bedrock.chat.invoke_transformations.base_invoke_transformation import (
AmazonInvokeConfig,
)
+from litellm.llms.bedrock.common_utils import get_anthropic_beta_from_headers
from litellm.types.router import GenericLiteLLMParams
from litellm.types.utils import GenericStreamingChunk
from litellm.types.utils import GenericStreamingChunk as GChunk
@@ -25,12 +26,13 @@ else:
LiteLLMLoggingObj = Any
-class AmazonAnthropicClaude3MessagesConfig(
+class AmazonAnthropicClaudeMessagesConfig(
AnthropicMessagesConfig,
AmazonInvokeConfig,
):
"""
Call Claude model family in the /v1/messages API spec
+ Supports anthropic_beta parameter for beta features.
"""
DEFAULT_BEDROCK_ANTHROPIC_API_VERSION = "bedrock-2023-05-31"
@@ -127,6 +129,12 @@ class AmazonAnthropicClaude3MessagesConfig(
# 3. `model` is not allowed in request body for bedrock invoke
if "model" in anthropic_messages_request:
anthropic_messages_request.pop("model", None)
+
+ # 4. Handle anthropic_beta from user headers
+ anthropic_beta_list = get_anthropic_beta_from_headers(headers)
+ if anthropic_beta_list:
+ anthropic_messages_request["anthropic_beta"] = anthropic_beta_list
+
return anthropic_messages_request
def get_async_streaming_response_iterator(
diff --git a/litellm/llms/hosted_vllm/chat/transformation.py b/litellm/llms/hosted_vllm/chat/transformation.py
index 529354f80eb..1d21490ea31 100644
--- a/litellm/llms/hosted_vllm/chat/transformation.py
+++ b/litellm/llms/hosted_vllm/chat/transformation.py
@@ -21,6 +21,11 @@ from ...openai.chat.gpt_transformation import OpenAIGPTConfig
class HostedVLLMChatConfig(OpenAIGPTConfig):
+ def get_supported_openai_params(self, model: str) -> List[str]:
+ params = super().get_supported_openai_params(model)
+ params.append("reasoning_effort")
+ return params
+
def map_openai_params(
self,
non_default_params: dict,
diff --git a/litellm/llms/ollama/completion/transformation.py b/litellm/llms/ollama/completion/transformation.py
index aa1da616d89..3565f090b04 100644
--- a/litellm/llms/ollama/completion/transformation.py
+++ b/litellm/llms/ollama/completion/transformation.py
@@ -24,6 +24,8 @@ from litellm.types.utils import (
ModelResponse,
ModelResponseStream,
ProviderField,
+ StreamingChoices,
+ Delta,
)
from ..common_utils import OllamaError, _convert_image
@@ -423,7 +425,7 @@ class OllamaTextCompletionResponseIterator(BaseModelResponseIterator):
) -> Union[GenericStreamingChunk, ModelResponseStream]:
return self.chunk_parser(json.loads(str_line))
- def chunk_parser(self, chunk: dict) -> GenericStreamingChunk:
+ def chunk_parser(self, chunk: dict) -> Union[GenericStreamingChunk, ModelResponseStream]:
try:
if "error" in chunk:
raise Exception(f"Ollama Error - {chunk}")
@@ -459,6 +461,17 @@ class OllamaTextCompletionResponseIterator(BaseModelResponseIterator):
finish_reason="stop",
usage=None,
)
+ elif "thinking" in chunk and not chunk["response"]:
+ # Return reasoning content as ModelResponseStream so UIs can render it
+ thinking_content = chunk.get("thinking") or ""
+ return ModelResponseStream(
+ choices=[
+ StreamingChoices(
+ index=0,
+ delta=Delta(reasoning_content=thinking_content),
+ )
+ ]
+ )
else:
raise Exception(f"Unable to parse ollama chunk - {chunk}")
except Exception as e:
diff --git a/litellm/llms/openai/realtime/handler.py b/litellm/llms/openai/realtime/handler.py
index aca32e1404a..e0c85d18178 100644
--- a/litellm/llms/openai/realtime/handler.py
+++ b/litellm/llms/openai/realtime/handler.py
@@ -1,5 +1,5 @@
"""
-This file contains the calling Azure OpenAI's `/openai/realtime` endpoint.
+This file contains the calling OpenAI's `/v1/realtime` endpoint.
This requires websockets, and is currently only supported on LiteLLM Proxy.
"""
@@ -15,7 +15,7 @@ from litellm.types.realtime import RealtimeQueryParams
class OpenAIRealtime(OpenAIChatCompletion):
def _construct_url(self, api_base: str, query_params: RealtimeQueryParams) -> str:
"""
- Construct the backend websocket URL with all query parameters (excluding 'model' if present).
+ Construct the backend websocket URL with all query parameters (including 'model').
"""
from httpx import URL
@@ -24,10 +24,9 @@ class OpenAIRealtime(OpenAIChatCompletion):
url = URL(api_base)
# Set the correct path
url = url.copy_with(path="/v1/realtime")
- # Build query dict excluding 'model'
- query_dict = {k: v for k, v in query_params.items() if k != "model"}
- if query_dict:
- url = url.copy_with(params=query_dict)
+ # Include all query parameters including 'model'
+ if query_params:
+ url = url.copy_with(params=query_params)
return str(url)
async def async_realtime(
@@ -43,11 +42,10 @@ class OpenAIRealtime(OpenAIChatCompletion):
):
import websockets
from websockets.asyncio.client import ClientConnection
-
if api_base is None:
- raise ValueError("api_base is required for Azure OpenAI calls")
+ api_base = "https://api.openai.com/"
if api_key is None:
- raise ValueError("api_key is required for Azure OpenAI calls")
+ raise ValueError("api_key is required for OpenAI realtime calls")
# Use all query params if provided, else fallback to just model
if query_params is None:
diff --git a/litellm/llms/volcengine.py b/litellm/llms/volcengine.py
index 58d2371af53..c878aaf933c 100644
--- a/litellm/llms/volcengine.py
+++ b/litellm/llms/volcengine.py
@@ -81,8 +81,18 @@ class VolcEngineConfig(OpenAILikeChatConfig):
)
if "thinking" in optional_params:
- optional_params.setdefault("extra_body", {})["thinking"] = (
- optional_params.pop("thinking")
- )
+ thinking_value = optional_params.pop("thinking")
+
+ # Handle disabled thinking case - don't add to extra_body if disabled
+ if (
+ thinking_value is not None
+ and isinstance(thinking_value, dict)
+ and thinking_value.get("type") == "disabled"
+ ):
+ # Skip adding thinking parameter when it's disabled
+ pass
+ else:
+ # Add thinking parameter to extra_body for all other cases
+ optional_params.setdefault("extra_body", {})["thinking"] = thinking_value
return optional_params
diff --git a/litellm/main.py b/litellm/main.py
index 339d9e14406..4a8f82e114d 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -77,7 +77,7 @@ from litellm.llms.base_llm import BaseConfig, BaseImageGenerationConfig
from litellm.llms.bedrock.common_utils import BedrockModelInfo
from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
from litellm.realtime_api.main import _realtime_health_check
-from litellm.secret_managers.main import get_secret_str
+from litellm.secret_managers.main import get_secret_bool, get_secret_str
from litellm.types.router import GenericLiteLLMParams
from litellm.types.utils import RawRequestTypedDict
from litellm.utils import (
@@ -1592,18 +1592,10 @@ def completion( # type: ignore # noqa: PLR0915
raise e
elif custom_llm_provider == "azure_ai":
- api_base = (
- api_base # for deepinfra/perplexity/anyscale/groq/friendliai we check in get_llm_provider and pass in the api base from there
- or litellm.api_base
- or get_secret("AZURE_AI_API_BASE")
- )
+ from litellm.llms.azure_ai.common_utils import AzureFoundryModelInfo
+ api_base = AzureFoundryModelInfo.get_api_base(api_base)
# set API KEY
- api_key = (
- api_key
- or litellm.api_key # for deepinfra/perplexity/anyscale/friendliai we check in get_llm_provider and pass in the api key from there
- or litellm.openai_key
- or get_secret("AZURE_AI_API_KEY")
- )
+ api_key = AzureFoundryModelInfo.get_api_key(api_key)
headers = headers or litellm.headers
@@ -1981,26 +1973,49 @@ def completion( # type: ignore # noqa: PLR0915
optional_params[k] = v
## COMPLETION CALL
+ use_base_llm_http_handler = get_secret_bool(
+ "EXPERIMENTAL_OPENAI_BASE_LLM_HTTP_HANDLER"
+ )
try:
- response = openai_chat_completions.completion(
- model=model,
- messages=messages,
- headers=headers,
- model_response=model_response,
- print_verbose=print_verbose,
- api_key=api_key,
- api_base=api_base,
- acompletion=acompletion,
- logging_obj=logging,
- optional_params=optional_params,
- litellm_params=litellm_params,
- logger_fn=logger_fn,
- timeout=timeout, # type: ignore
- custom_prompt_dict=custom_prompt_dict,
- client=client, # pass AsyncOpenAI, OpenAI client
- organization=organization,
- custom_llm_provider=custom_llm_provider,
- )
+ if use_base_llm_http_handler:
+ response = base_llm_http_handler.completion(
+ model=model,
+ messages=messages,
+ api_base=api_base,
+ custom_llm_provider=custom_llm_provider,
+ model_response=model_response,
+ encoding=encoding,
+ logging_obj=logging,
+ optional_params=optional_params,
+ timeout=timeout,
+ litellm_params=litellm_params,
+ acompletion=acompletion,
+ stream=stream,
+ api_key=api_key,
+ headers=headers,
+ client=client,
+ provider_config=provider_config,
+ )
+ else:
+ response = openai_chat_completions.completion(
+ model=model,
+ messages=messages,
+ headers=headers,
+ model_response=model_response,
+ print_verbose=print_verbose,
+ api_key=api_key,
+ api_base=api_base,
+ acompletion=acompletion,
+ logging_obj=logging,
+ optional_params=optional_params,
+ litellm_params=litellm_params,
+ logger_fn=logger_fn,
+ timeout=timeout, # type: ignore
+ custom_prompt_dict=custom_prompt_dict,
+ client=client, # pass AsyncOpenAI, OpenAI client
+ organization=organization,
+ custom_llm_provider=custom_llm_provider,
+ )
except Exception as e:
## LOGGING - log the original exception returned
logging.post_call(
@@ -2981,7 +2996,7 @@ def completion( # type: ignore # noqa: PLR0915
logger_fn=logger_fn,
encoding=encoding,
logging_obj=logging,
- extra_headers=extra_headers,
+ extra_headers=headers, # Use merged headers instead of original extra_headers
timeout=timeout,
acompletion=acompletion,
client=client,
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 1001aca9c09..96680538888 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -4790,6 +4790,24 @@
],
"source": "https://azuremarketplace.microsoft.com/pt-br/marketplace/apps/cohere.cohere-embed-4-offer?tab=PlansAndPrice"
},
+ "azure_ai/FLUX-1.1-pro": {
+ "output_cost_per_image": 0.04,
+ "litellm_provider": "azure_ai",
+ "mode": "image_generation",
+ "supported_endpoints": [
+ "/v1/images/generations"
+ ],
+ "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/black-forest-labs-flux-1-kontext-pro-and-flux1-1-pro-now-available-in-azure-ai-f/4434659"
+ },
+ "azure_ai/FLUX.1-Kontext-pro": {
+ "output_cost_per_image": 0.04,
+ "litellm_provider": "azure_ai",
+ "mode": "image_generation",
+ "supported_endpoints": [
+ "/v1/images/generations"
+ ],
+ "source": "https://azuremarketplace.microsoft.com/pt-br/marketplace/apps/cohere.cohere-embed-4-offer?tab=PlansAndPrice"
+ },
"babbage-002": {
"max_tokens": 16384,
"max_input_tokens": 16384,
@@ -9686,6 +9704,21 @@
"supports_assistant_prefill": true,
"supports_tool_choice": true
},
+ "vertex_ai/deepseek-ai/deepseek-r1-0528-maas": {
+ "max_tokens": 8192,
+ "max_input_tokens": 65336,
+ "max_output_tokens": 8192,
+ "input_cost_per_token": 1.35e-06,
+ "output_cost_per_token": 5.4e-06,
+ "litellm_provider": "vertex_ai-deepseek_models",
+ "mode": "chat",
+ "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#partner-models",
+ "supports_function_calling": true,
+ "supports_assistant_prefill": true,
+ "supports_reasoning": true,
+ "supports_tool_choice": true,
+ "supports_prompt_caching": true
+ },
"vertex_ai/meta/llama3-405b-instruct-maas": {
"max_tokens": 32000,
"max_input_tokens": 32000,
@@ -11190,6 +11223,17 @@
"mode": "chat",
"supports_tool_choice": true
},
+ "openrouter/deepseek/deepseek-chat-v3-0324": {
+ "max_tokens": 8192,
+ "max_input_tokens": 65536,
+ "max_output_tokens": 8192,
+ "input_cost_per_token": 1.4e-07,
+ "output_cost_per_token": 2.8e-07,
+ "litellm_provider": "openrouter",
+ "supports_prompt_caching": true,
+ "mode": "chat",
+ "supports_tool_choice": true
+ },
"openrouter/deepseek/deepseek-coder": {
"max_tokens": 8192,
"max_input_tokens": 66000,
diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index 7469848e2f2..a075de13fb1 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -236,12 +236,17 @@ class MCPRequestHandler:
)
#########################################################
- # If team has mcp_servers, then key must have a subset of the team's mcp_servers
+ # If team has mcp_servers, handle inheritance and intersection logic
#########################################################
if len(allowed_mcp_servers_for_team) > 0:
- for _mcp_server in allowed_mcp_servers_for_key:
- if _mcp_server in allowed_mcp_servers_for_team:
- allowed_mcp_servers.append(_mcp_server)
+ if len(allowed_mcp_servers_for_key) > 0:
+ # Key has its own MCP permissions - use intersection with team permissions
+ for _mcp_server in allowed_mcp_servers_for_key:
+ if _mcp_server in allowed_mcp_servers_for_team:
+ allowed_mcp_servers.append(_mcp_server)
+ else:
+ # Key has no MCP permissions - inherit from team
+ allowed_mcp_servers = allowed_mcp_servers_for_team
else:
allowed_mcp_servers = allowed_mcp_servers_for_key
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 15891b53f4e..34a0d604f39 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -295,6 +295,7 @@ class MCPServerManager:
command=getattr(mcp_server, "command", None),
args=getattr(mcp_server, "args", None) or [],
env=env_dict,
+ access_groups=getattr(mcp_server, "mcp_access_groups", None),
)
self.registry[mcp_server.server_id] = new_server
verbose_logger.debug(f"Added MCP Server: {name_for_prefix}")
@@ -1050,7 +1051,9 @@ class MCPServerManager:
auth_type=_server_config.auth_type,
created_at=datetime.datetime.now(),
updated_at=datetime.datetime.now(),
+ description=_server_config.mcp_info.get("description") if _server_config.mcp_info else None,
mcp_info=_server_config.mcp_info,
+ mcp_access_groups=_server_config.access_groups or [],
# Stdio-specific fields
command=getattr(_server_config, "command", None),
args=getattr(_server_config, "args", None) or [],
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/154-686bf7931b450e3d.js b/litellm/proxy/_experimental/out/_next/static/chunks/154-686bf7931b450e3d.js
new file mode 100644
index 00000000000..914bf3b3004
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/154-686bf7931b450e3d.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/162-f2925685093720a4.js b/litellm/proxy/_experimental/out/_next/static/chunks/162-8e70dcd28bbbec09.js
similarity index 60%
rename from litellm/proxy/_experimental/out/_next/static/chunks/162-f2925685093720a4.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/162-8e70dcd28bbbec09.js
index 61e8b1eebad..2e634539d56 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/162-f2925685093720a4.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/162-8e70dcd28bbbec09.js
@@ -1 +1 @@
-"use strict";(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[162],{36724:function(e,t,n){n.d(t,{Dx:function(){return i.Z},Zb:function(){return s.Z},xv:function(){return r.Z},zx:function(){return a.Z}});var a=n(20831),s=n(12514),r=n(84264),i=n(96761)},19130:function(e,t,n){n.d(t,{RM:function(){return s.Z},SC:function(){return l.Z},iA:function(){return a.Z},pj:function(){return r.Z},ss:function(){return i.Z},xs:function(){return o.Z}});var a=n(21626),s=n(97214),r=n(28241),i=n(58834),o=n(69552),l=n(71876)},88658:function(e,t,n){n.d(t,{L:function(){return s}});var a=n(49817);let s=e=>{let t;let{apiKeySource:n,accessToken:s,apiKey:r,inputMessage:i,chatHistory:o,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,endpointType:m,selectedModel:p,selectedSdk:u}=e,g="session"===n?s:r,x=window.location.origin,h=i||"Your prompt here",f=h.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),_=o.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),b={};l.length>0&&(b.tags=l),c.length>0&&(b.vector_stores=c),d.length>0&&(b.guardrails=d);let v=p||"your-model-name",j="azure"===u?'import openai\n\nclient = openai.AzureOpenAI(\n api_key="'.concat(g||"YOUR_LITELLM_API_KEY",'",\n azure_endpoint="').concat(x,'",\n api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n api_key="'.concat(g||"YOUR_LITELLM_API_KEY",'",\n base_url="').concat(x,'"\n)');switch(m){case a.KP.CHAT:{let e=Object.keys(b).length>0,n="";if(e){let e=JSON.stringify({metadata:b},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let a=_.length>0?_:[{role:"user",content:h}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n model="'.concat(v,'",\n messages=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.chat.completions.create(\n# model="').concat(v,'",\n# messages=[\n# {\n# "role": "user",\n# "content": [\n# {\n# "type": "text",\n# "text": "').concat(f,'"\n# },\n# {\n# "type": "image_url",\n# "image_url": {\n# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}\n# }\n# }\n# ]\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(b).length>0,n="";if(e){let e=JSON.stringify({metadata:b},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let a=_.length>0?_:[{role:"user",content:h}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n model="'.concat(v,'",\n input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.responses.create(\n# model="').concat(v,'",\n# input=[\n# {\n# "role": "user",\n# "content": [\n# {"type": "input_text", "text": "').concat(f,'"},\n# {\n# "type": "input_image",\n# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}\n# },\n# ],\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===u?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n model=\"".concat(v,'",\n prompt="').concat(i,'",\n n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n # Retrieve the generated image\n if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n image_url = json_response["data"][0]["url"]\n generated_image = requests.get(image_url).content\n with open(image_path, "wb") as image_file:\n image_file.write(generated_image)\n\n print(f"Image saved to {image_path}")\n # Display the image\n image = Image.open(image_path)\n image.show()\n else:\n print("Could not find image URL in response.")\n print("Full response:", json_response)\nexcept Exception as e:\n print(f"An error occurred: {e}")\n print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(f,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(v,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===u?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(f,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(v,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(f,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(v,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. 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+"use strict";(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[162],{36724:function(e,t,n){n.d(t,{Dx:function(){return i.Z},Zb:function(){return s.Z},xv:function(){return r.Z},zx:function(){return a.Z}});var a=n(20831),s=n(12514),r=n(84264),i=n(96761)},19130:function(e,t,n){n.d(t,{RM:function(){return s.Z},SC:function(){return l.Z},iA:function(){return a.Z},pj:function(){return r.Z},ss:function(){return i.Z},xs:function(){return o.Z}});var a=n(21626),s=n(97214),r=n(28241),i=n(58834),o=n(69552),l=n(71876)},88658:function(e,t,n){n.d(t,{L:function(){return s}});var a=n(49817);let s=e=>{let t;let{apiKeySource:n,accessToken:s,apiKey:r,inputMessage:i,chatHistory:o,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,endpointType:m,selectedModel:p,selectedSdk:u}=e,g="session"===n?s:r,x=window.location.origin,h=i||"Your prompt here",f=h.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),_=o.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),b={};l.length>0&&(b.tags=l),c.length>0&&(b.vector_stores=c),d.length>0&&(b.guardrails=d);let v=p||"your-model-name",j="azure"===u?'import openai\n\nclient = openai.AzureOpenAI(\n api_key="'.concat(g||"YOUR_LITELLM_API_KEY",'",\n azure_endpoint="').concat(x,'",\n api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n api_key="'.concat(g||"YOUR_LITELLM_API_KEY",'",\n base_url="').concat(x,'"\n)');switch(m){case a.KP.CHAT:{let e=Object.keys(b).length>0,n="";if(e){let e=JSON.stringify({metadata:b},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let a=_.length>0?_:[{role:"user",content:h}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n model="'.concat(v,'",\n messages=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.chat.completions.create(\n# model="').concat(v,'",\n# messages=[\n# {\n# "role": "user",\n# "content": [\n# {\n# "type": "text",\n# "text": "').concat(f,'"\n# },\n# {\n# "type": "image_url",\n# "image_url": {\n# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file}\n# }\n# }\n# ]\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(b).length>0,n="";if(e){let e=JSON.stringify({metadata:b},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n extra_body=".concat(e)}let a=_.length>0?_:[{role:"user",content:h}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n model="'.concat(v,'",\n input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg") # or .pdf\n# response_with_file = client.responses.create(\n# model="').concat(v,'",\n# input=[\n# {\n# "role": "user",\n# "content": [\n# {"type": "input_text", "text": "').concat(f,'"},\n# {\n# "type": "input_image",\n# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file}\n# },\n# ],\n# }\n# ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===u?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n model=\"".concat(v,'",\n prompt="').concat(i,'",\n n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n # Retrieve the generated image\n if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n image_url = json_response["data"][0]["url"]\n generated_image = requests.get(image_url).content\n with open(image_path, "wb") as image_file:\n image_file.write(generated_image)\n\n print(f"Image saved to {image_path}")\n # Display the image\n image = Image.open(image_path)\n image.show()\n else:\n print("Could not find image URL in response.")\n print("Full response:", json_response)\nexcept Exception as e:\n print(f"An error occurred: {e}")\n print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(f,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(v,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===u?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, "rb") as image_file:\n return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(f,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(v,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. Model response:")\n print("\\n".join(text_response))\n else:\n print("No image data found in response.")\n print("Full response for debugging:")\n print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n with open(image_path, \"rb\") as image_file:\n return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n # In a real implementation, this would upload the file to OpenAI\n # For this example, we'll just return a placeholder ID\n return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(f,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n model="').concat(v,'",\n input=[\n {\n "role": "user",\n "content": [\n {"type": "input_text", "text": prompt},\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image1}",\n },\n {\n "type": "input_image",\n "image_url": f"data:image/jpeg;base64,{base64_image2}",\n },\n {\n "type": "input_image",\n "file_id": file_id1,\n },\n {\n "type": "input_image",\n "file_id": file_id2,\n }\n ],\n }\n ],\n tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n output\n for output in response.output\n if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n image_base64 = image_data[0]\n image_filename = f"edited_image_{int(time.time())}.png"\n with open(image_filename, "wb") as f:\n f.write(base64.b64decode(image_base64))\n print(f"Image saved to {image_filename}")\nelse:\n # If no image is generated, there might be a text response with an explanation\n text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n if text_response:\n print("No image generated. 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