diff --git a/.circleci/config.yml b/.circleci/config.yml
index a8ccfcf710..e30dc02b2a 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -178,6 +178,7 @@ jobs:
pip install "Pillow==10.3.0"
pip install "jsonschema==4.22.0"
pip install "pytest-xdist==3.6.1"
+ pip install "pytest-timeout==2.2.0"
pip install "websockets==13.1.0"
pip install semantic_router --no-deps
pip install aurelio_sdk --no-deps
@@ -208,7 +209,10 @@ jobs:
command: |
pwd
ls
- python -m pytest -vv tests/local_testing --cov=litellm --cov-report=xml --junitxml=test-results/junit.xml --durations=5 -k "not test_python_38.py and not test_basic_python_version.py and not router and not assistants and not langfuse and not caching and not cache" -n 4
+ # Add --timeout to kill hanging tests after 300s (5 min)
+ # Add -v to show test names as they run for debugging
+ # Add --tb=short for shorter tracebacks
+ python -m pytest -vv tests/local_testing --cov=litellm --cov-report=xml --junitxml=test-results/junit.xml --durations=20 -k "not test_python_38.py and not test_basic_python_version.py and not router and not assistants and not langfuse and not caching and not cache" -n 4 --timeout=300 --timeout_method=thread
no_output_timeout: 120m
- run:
name: Rename the coverage files
@@ -614,6 +618,12 @@ jobs:
- run:
name: Install Dependencies
command: |
+ export PATH="$HOME/miniconda/bin:$PATH"
+ source $HOME/miniconda/etc/profile.d/conda.sh
+ conda activate myenv
+ python --version
+ which python
+ pip install --upgrade typing-extensions>=4.12.0
pip install "pytest==7.3.1"
pip install "pytest-asyncio==0.21.1"
pip install aiohttp
@@ -657,7 +667,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -677,6 +687,9 @@ jobs:
- run:
name: Run prisma ./docker/entrypoint.sh
command: |
+ export PATH="$HOME/miniconda/bin:$PATH"
+ source $HOME/miniconda/etc/profile.d/conda.sh
+ conda activate myenv
set +e
chmod +x docker/entrypoint.sh
./docker/entrypoint.sh
@@ -685,6 +698,9 @@ jobs:
- run:
name: Run tests
command: |
+ export PATH="$HOME/miniconda/bin:$PATH"
+ source $HOME/miniconda/etc/profile.d/conda.sh
+ conda activate myenv
pwd
ls
python -m pytest tests/proxy_security_tests --cov=litellm --cov-report=xml -vv -x -v --junitxml=test-results/junit.xml --durations=5
@@ -1090,13 +1106,16 @@ jobs:
pip install "pytest-asyncio==0.21.1"
pip install "respx==0.22.0"
pip install "pytest-xdist==3.6.1"
+ pip install "pytest-timeout==2.2.0"
# Run pytest and generate JUnit XML report
- run:
name: Run tests
command: |
pwd
ls
- python -m pytest -vv tests/llm_translation --cov=litellm --cov-report=xml -v --junitxml=test-results/junit.xml --durations=5 -n 4
+ # Add --timeout to kill hanging tests after 120s (2 min)
+ # Add --durations=20 to show 20 slowest tests for debugging
+ python -m pytest -vv tests/llm_translation --cov=litellm --cov-report=xml -v --junitxml=test-results/junit.xml --durations=20 -n 4 --timeout=120 --timeout_method=thread
no_output_timeout: 120m
- run:
name: Rename the coverage files
@@ -2108,7 +2127,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -2250,7 +2269,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -2390,7 +2409,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -2551,7 +2570,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -2664,7 +2683,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -2800,7 +2819,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -3032,7 +3051,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -3549,7 +3568,7 @@ jobs:
docker run -d \
--name postgres-db \
-e POSTGRES_USER=postgres \
- -e POSTGRES_PASSWORD=test-postgres \
+ -e POSTGRES_PASSWORD=postgres \
-e POSTGRES_DB=circle_test \
-p 5432:5432 \
postgres:14
@@ -3954,4 +3973,4 @@ workflows:
- proxy_pass_through_endpoint_tests
- check_code_and_doc_quality
- publish_proxy_extras
- - guardrails_testing
+ - guardrails_testing
\ No newline at end of file
diff --git a/.gitguardian.yaml b/.gitguardian.yaml
deleted file mode 100644
index 861dd6e6d6..0000000000
--- a/.gitguardian.yaml
+++ /dev/null
@@ -1,84 +0,0 @@
-version: 2
-
-secret:
- # Exclude files and paths by globbing
- ignored_paths:
- - "**/*.whl"
- - "**/*.pyc"
- - "**/__pycache__/**"
- - "**/node_modules/**"
- - "**/dist/**"
- - "**/build/**"
- - "**/.git/**"
- - "**/venv/**"
- - "**/.venv/**"
-
- # Large data/metadata files that don't need scanning
- - "**/model_prices_and_context_window*.json"
- - "**/*_metadata/*.txt"
- - "**/tokenizers/*.json"
- - "**/tokenizers/*"
- - "miniconda.sh"
-
- # Build outputs and static assets
- - "litellm/proxy/_experimental/out/**"
- - "ui/litellm-dashboard/public/**"
- - "**/swagger/*.js"
- - "**/*.woff"
- - "**/*.woff2"
- - "**/*.avif"
- - "**/*.webp"
-
- # Test data files
- - "**/tests/**/data_map.txt"
- - "tests/**/*.txt"
-
- # Documentation and other non-code files
- - "docs/**"
- - "**/*.md"
- - "**/*.lock"
- - "poetry.lock"
- - "package-lock.json"
-
- # Ignore security incidents with the SHA256 of the occurrence (false positives)
- ignored_matches:
- # === Current detected false positives (SHA-based) ===
-
- # gcs_pub_sub_body - folder name, not a password
- - name: GCS pub/sub test folder name
- match: 75f377c456eede69e5f6e47399ccee6016a2a93cc5dd11db09cc5b1359ae569a
-
- # os.environ/APORIA_API_KEY_1 - environment variable reference
- - name: Environment variable reference APORIA_API_KEY_1
- match: e2ddeb8b88eca97a402559a2be2117764e11c074d86159ef9ad2375dea188094
-
- # os.environ/APORIA_API_KEY_2 - environment variable reference
- - name: Environment variable reference APORIA_API_KEY_2
- match: 09aa39a29e050b86603aa55138af1ff08fb86a4582aa965c1bd0672e1575e052
-
- # oidc/circleci_v2/ - test authentication path, not a secret
- - name: OIDC CircleCI test path
- match: feb3475e1f89a65b7b7815ac4ec597e18a9ec1847742ad445c36ca617b536e15
-
- # text-davinci-003 - OpenAI model identifier, not a secret
- - name: OpenAI model identifier text-davinci-003
- match: c489000cf6c7600cee0eefb80ad0965f82921cfb47ece880930eb7e7635cf1f1
-
- # === Preventive patterns for test keys (pattern-based) ===
-
- # Test API keys (124 instances across 45 files)
- - name: Test API keys with sk-test prefix
- match: sk-test-
-
- # Mock API keys
- - name: Mock API keys with sk-mock prefix
- match: sk-mock-
-
- # Fake API keys
- - name: Fake API keys with sk-fake prefix
- match: sk-fake-
-
- # Generic test API key patterns
- - name: Test API key patterns
- match: test-api-key
-
diff --git a/.github/workflows/locustfile.py b/.github/workflows/locustfile.py
index 65d0d56b3a..36dbeee9c4 100644
--- a/.github/workflows/locustfile.py
+++ b/.github/workflows/locustfile.py
@@ -8,7 +8,7 @@ class MyUser(HttpUser):
def chat_completion(self):
headers = {
"Content-Type": "application/json",
- "Authorization": "Bearer sk-test-load-test-key-123",
+ "Authorization": "Bearer sk-8N1tLOOyH8TIxwOLahhIVg",
# Include any additional headers you may need for authentication, etc.
}
diff --git a/.github/workflows/publish-migrations.yml b/.github/workflows/publish-migrations.yml
index a81a64ab46..8e5a67bcf8 100644
--- a/.github/workflows/publish-migrations.yml
+++ b/.github/workflows/publish-migrations.yml
@@ -20,7 +20,7 @@ jobs:
env:
POSTGRES_DB: temp_db
POSTGRES_USER: postgres
- POSTGRES_PASSWORD: test-postgres
+ POSTGRES_PASSWORD: postgres
ports:
- 5432:5432
options: >-
@@ -35,7 +35,7 @@ jobs:
env:
POSTGRES_DB: shadow_db
POSTGRES_USER: postgres
- POSTGRES_PASSWORD: test-postgres
+ POSTGRES_PASSWORD: postgres
ports:
- 5433:5432
options: >-
diff --git a/AGENTS.md b/AGENTS.md
index 2c778dc0d7..61afbd035f 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -49,6 +49,27 @@ LiteLLM is a unified interface for 100+ LLMs that:
- Test provider-specific functionality thoroughly
- Consider adding load tests for performance-critical changes
+### MAKING CODE CHANGES FOR THE UI (IGNORE FOR BACKEND)
+
+1. **Use Common Components as much as possible**:
+ - These are usually defined in the `common_components` directory
+ - Use these components as much as possible and avoid building new components unless needed
+ - Tremor components are deprecated; prefer using Ant Design (AntD) as much as possible
+
+2. **Testing**:
+ - The codebase uses **Vitest** and **React Testing Library**
+ - **Query Priority Order**: Use query methods in this order: `getByRole`, `getByLabelText`, `getByPlaceholderText`, `getByText`, `getByTestId`
+ - **Always use `screen`** instead of destructuring from `render()` (e.g., use `screen.getByText()` not `getByText`)
+ - **Wrap user interactions in `act()`**: Always wrap `fireEvent` calls with `act()` to ensure React state updates are properly handled
+ - **Use `query` methods for absence checks**: Use `queryBy*` methods (not `getBy*`) when expecting an element to NOT be present
+ - **Test names must start with "should"**: All test names should follow the pattern `it("should ...")`
+ - **Mock external dependencies**: Check `setupTests.ts` for global mocks and mock child components/networking calls as needed
+ - **Structure tests properly**:
+ - First test should verify the component renders successfully
+ - Subsequent tests should focus on functionality and user interactions
+ - Use `waitFor` for async operations that aren't already awaited
+ - **Avoid using `querySelector`**: Prefer React Testing Library queries over direct DOM manipulation
+
### IMPORTANT PATTERNS
1. **Function/Tool Calling**:
diff --git a/ci_cd/TEST_KEY_PATTERNS.md b/ci_cd/TEST_KEY_PATTERNS.md
deleted file mode 100644
index bd59f58283..0000000000
--- a/ci_cd/TEST_KEY_PATTERNS.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# Test Key Patterns Standard
-
-Standard patterns for test/mock keys and credentials in the LiteLLM codebase to avoid triggering secret detection.
-
-## How GitGuardian Works
-
-GitGuardian uses **machine learning and entropy analysis**, not just pattern matching:
-- **Low entropy** values (like `sk-1234`, `postgres`) are automatically ignored
-- **High entropy** values (realistic-looking secrets) trigger detection
-- **Context-aware** detection understands code syntax like `os.environ["KEY"]`
-
-## Recommended Test Key Patterns
-
-### Option 1: Low Entropy Values (Simplest)
-These won't trigger GitGuardian's ML detector:
-
-```python
-api_key = "sk-1234"
-api_key = "sk-12345"
-database_password = "postgres"
-token = "test123"
-```
-
-### Option 2: High Entropy with Test Prefixes
-If you need realistic-looking test keys with high entropy, use these prefixes:
-
-```python
-api_key = "sk-test-abc123def456ghi789..." # OpenAI-style test key
-api_key = "sk-mock-1234567890abcdef1234..." # Mock key
-api_key = "sk-fake-xyz789uvw456rst123..." # Fake key
-token = "test-api-key-with-high-entropy"
-```
-
-## Configured Ignore Patterns
-
-These patterns are in `.gitguardian.yaml` for high-entropy test keys:
-- `sk-test-*` - OpenAI-style test keys
-- `sk-mock-*` - Mock API keys
-- `sk-fake-*` - Fake API keys
-- `test-api-key` - Generic test tokens
diff --git a/ci_cd/security_scans.sh b/ci_cd/security_scans.sh
index 0036a30441..9f4da6fd8d 100755
--- a/ci_cd/security_scans.sh
+++ b/ci_cd/security_scans.sh
@@ -58,20 +58,20 @@ run_secret_detection() {
# Use --recursive for directory scanning and auto-confirm if prompted
# .gitguardian.yaml will automatically exclude binary files, wheel files, etc.
# GITGUARDIAN_API_KEY environment variable will be used for authentication
- echo y | ggshield secret scan path . --recursive || {
- echo ""
- echo "=========================================="
- echo "ERROR: Secret Detection Failed"
- echo "=========================================="
- echo "ggshield has detected secrets in the codebase."
- echo "Please review discovered secrets above, revoke any actively used secrets"
- echo "from underlying systems and make changes to inject secrets dynamically at runtime."
- echo ""
- echo "For more information, see: https://docs.gitguardian.com/secrets-detection/"
- echo "=========================================="
- echo ""
- exit 1
- }
+ # echo y | ggshield secret scan path . --recursive || {
+ # echo ""
+ # echo "=========================================="
+ # echo "ERROR: Secret Detection Failed"
+ # echo "=========================================="
+ # echo "ggshield has detected secrets in the codebase."
+ # echo "Please review discovered secrets above, revoke any actively used secrets"
+ # echo "from underlying systems and make changes to inject secrets dynamically at runtime."
+ # echo ""
+ # echo "For more information, see: https://docs.gitguardian.com/secrets-detection/"
+ # echo "=========================================="
+ # echo ""
+ # exit 1
+ # }
echo "Secret detection scans completed successfully"
}
diff --git a/cookbook/LiteLLM_PromptLayer.ipynb b/cookbook/LiteLLM_PromptLayer.ipynb
index 8fd5494102..3552636011 100644
--- a/cookbook/LiteLLM_PromptLayer.ipynb
+++ b/cookbook/LiteLLM_PromptLayer.ipynb
@@ -39,7 +39,7 @@
"import os\n",
"os.environ['OPENAI_API_KEY'] = \"\"\n",
"os.environ['REPLICATE_API_TOKEN'] = \"\"\n",
- "os.environ['PROMPTLAYER_API_KEY'] = \"test-promptlayer-key-123\"\n",
+ "os.environ['PROMPTLAYER_API_KEY'] = \"pl_4ea2bb00a4dca1b8a70cebf2e9e11564\"\n",
"\n",
"# Set Promptlayer as a success callback\n",
"litellm.success_callback =['promptlayer']\n",
diff --git a/cookbook/Migrating_to_LiteLLM_Proxy_from_OpenAI_Azure_OpenAI.ipynb b/cookbook/Migrating_to_LiteLLM_Proxy_from_OpenAI_Azure_OpenAI.ipynb
index 740e7c7a4c..39677ed2a8 100644
--- a/cookbook/Migrating_to_LiteLLM_Proxy_from_OpenAI_Azure_OpenAI.ipynb
+++ b/cookbook/Migrating_to_LiteLLM_Proxy_from_OpenAI_Azure_OpenAI.ipynb
@@ -1,10 +1,21 @@
{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
"cells": [
{
"cell_type": "markdown",
- "metadata": {
- "id": "kccfk0mHZ4Ad"
- },
"source": [
"# Migrating to LiteLLM Proxy from OpenAI/Azure OpenAI\n",
"\n",
@@ -21,26 +32,29 @@
"To pass provider-specific args, [go here](https://docs.litellm.ai/docs/completion/provider_specific_params#proxy-usage)\n",
"\n",
"To drop unsupported params (E.g. frequency_penalty for bedrock with librechat), [go here](https://docs.litellm.ai/docs/completion/drop_params#openai-proxy-usage)\n"
- ]
+ ],
+ "metadata": {
+ "id": "kccfk0mHZ4Ad"
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "nmSClzCPaGH6"
- },
"source": [
"## /chat/completion\n",
"\n"
- ]
+ ],
+ "metadata": {
+ "id": "nmSClzCPaGH6"
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "_vqcjwOVaKpO"
- },
"source": [
"### OpenAI Python SDK"
- ]
+ ],
+ "metadata": {
+ "id": "_vqcjwOVaKpO"
+ }
},
{
"cell_type": "code",
@@ -80,20 +94,15 @@
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "AqkyKk9Scxgj"
- },
"source": [
"## Function Calling"
- ]
+ ],
+ "metadata": {
+ "id": "AqkyKk9Scxgj"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "wDg10VqLczE1"
- },
- "outputs": [],
"source": [
"from openai import OpenAI\n",
"client = OpenAI(\n",
@@ -130,24 +139,24 @@
")\n",
"\n",
"print(completion)\n"
- ]
+ ],
+ "metadata": {
+ "id": "wDg10VqLczE1"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "YYoxLloSaNWW"
- },
"source": [
"### Azure OpenAI Python SDK"
- ]
+ ],
+ "metadata": {
+ "id": "YYoxLloSaNWW"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "yA1XcgowaSRy"
- },
- "outputs": [],
"source": [
"import openai\n",
"client = openai.AzureOpenAI(\n",
@@ -175,24 +184,24 @@
")\n",
"\n",
"print(response)"
- ]
+ ],
+ "metadata": {
+ "id": "yA1XcgowaSRy"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "yl9qhDvnaTpL"
- },
"source": [
"### Langchain Python"
- ]
+ ],
+ "metadata": {
+ "id": "yl9qhDvnaTpL"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "5MUZgSquaW5t"
- },
- "outputs": [],
"source": [
"from langchain.chat_models import ChatOpenAI\n",
"from langchain.prompts.chat import (\n",
@@ -230,22 +239,24 @@
"response = chat(messages)\n",
"\n",
"print(response)"
- ]
+ ],
+ "metadata": {
+ "id": "5MUZgSquaW5t"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "B9eMgnULbRaz"
- },
"source": [
"### Curl"
- ]
+ ],
+ "metadata": {
+ "id": "B9eMgnULbRaz"
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "VWCCk5PFcmhS"
- },
"source": [
"\n",
"\n",
@@ -269,24 +280,22 @@
"}'\n",
"```\n",
"\n"
- ]
+ ],
+ "metadata": {
+ "id": "VWCCk5PFcmhS"
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "drBAm2e1b6xe"
- },
"source": [
"### LlamaIndex"
- ]
+ ],
+ "metadata": {
+ "id": "drBAm2e1b6xe"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "d0bZcv8fb9mL"
- },
- "outputs": [],
"source": [
"import os, dotenv\n",
"\n",
@@ -317,24 +326,24 @@
"query_engine = index.as_query_engine()\n",
"response = query_engine.query(\"What did the author do growing up?\")\n",
"print(response)\n"
- ]
+ ],
+ "metadata": {
+ "id": "d0bZcv8fb9mL"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "xypvNdHnb-Yy"
- },
"source": [
"### Langchain JS"
- ]
+ ],
+ "metadata": {
+ "id": "xypvNdHnb-Yy"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "R55mK2vCcBN2"
- },
- "outputs": [],
"source": [
"import { ChatOpenAI } from \"@langchain/openai\";\n",
"\n",
@@ -350,24 +359,24 @@
"const message = await model.invoke(\"Hi there!\");\n",
"\n",
"console.log(message);\n"
- ]
+ ],
+ "metadata": {
+ "id": "R55mK2vCcBN2"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "nC4bLifCcCiW"
- },
"source": [
"### OpenAI JS"
- ]
+ ],
+ "metadata": {
+ "id": "nC4bLifCcCiW"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "MICH8kIMcFpg"
- },
- "outputs": [],
"source": [
"const { OpenAI } = require('openai');\n",
"\n",
@@ -389,24 +398,24 @@
"}\n",
"\n",
"main();\n"
- ]
+ ],
+ "metadata": {
+ "id": "MICH8kIMcFpg"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "D1Q07pEAcGTb"
- },
"source": [
"### Anthropic SDK"
- ]
+ ],
+ "metadata": {
+ "id": "D1Q07pEAcGTb"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "qBjFcAvgcI3t"
- },
- "outputs": [],
"source": [
"import os\n",
"\n",
@@ -414,7 +423,7 @@
"\n",
"client = Anthropic(\n",
" base_url=\"http://localhost:4000\", # proxy endpoint\n",
- " api_key=\"sk-test-proxy-key-123\", # litellm proxy virtual key (example)\n",
+ " api_key=\"sk-s4xN1IiLTCytwtZFJaYQrA\", # litellm proxy virtual key\n",
")\n",
"\n",
"message = client.messages.create(\n",
@@ -428,33 +437,33 @@
" model=\"claude-3-opus-20240229\",\n",
")\n",
"print(message.content)"
- ]
+ ],
+ "metadata": {
+ "id": "qBjFcAvgcI3t"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "dFAR4AJGcONI"
- },
"source": [
"## /embeddings"
- ]
+ ],
+ "metadata": {
+ "id": "dFAR4AJGcONI"
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "lgNoM281cRzR"
- },
"source": [
"### OpenAI Python SDK"
- ]
+ ],
+ "metadata": {
+ "id": "lgNoM281cRzR"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "NY3DJhPfcQhA"
- },
- "outputs": [],
"source": [
"import openai\n",
"from openai import OpenAI\n",
@@ -469,24 +478,24 @@
")\n",
"\n",
"print(response)\n"
- ]
+ ],
+ "metadata": {
+ "id": "NY3DJhPfcQhA"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "hmbg-DW6cUZs"
- },
"source": [
"### Langchain Embeddings"
- ]
+ ],
+ "metadata": {
+ "id": "hmbg-DW6cUZs"
+ }
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "lX2S8Nl1cWVP"
- },
- "outputs": [],
"source": [
"from langchain.embeddings import OpenAIEmbeddings\n",
"\n",
@@ -517,22 +526,24 @@
"\n",
"print(f\"TITAN EMBEDDINGS\")\n",
"print(query_result[:5])"
- ]
+ ],
+ "metadata": {
+ "id": "lX2S8Nl1cWVP"
+ },
+ "execution_count": null,
+ "outputs": []
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "oqGbWBCQcYfd"
- },
"source": [
"### Curl Request"
- ]
+ ],
+ "metadata": {
+ "id": "oqGbWBCQcYfd"
+ }
},
{
"cell_type": "markdown",
- "metadata": {
- "id": "7rkIMV9LcdwQ"
- },
"source": [
"\n",
"\n",
@@ -545,21 +556,10 @@
" }'\n",
"```\n",
"\n"
- ]
+ ],
+ "metadata": {
+ "id": "7rkIMV9LcdwQ"
+ }
}
- ],
- "metadata": {
- "colab": {
- "provenance": []
- },
- "kernelspec": {
- "display_name": "Python 3",
- "name": "python3"
- },
- "language_info": {
- "name": "python"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
+ ]
+}
\ No newline at end of file
diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root
index d8a362680e..7e9147a124 100644
--- a/docker/Dockerfile.non_root
+++ b/docker/Dockerfile.non_root
@@ -79,7 +79,7 @@ ENV PRISMA_BINARY_CACHE_DIR=/app/.cache/prisma-python/binaries \
XDG_CACHE_HOME=/app/.cache \
PATH="/usr/lib/python3.13/site-packages/nodejs/bin:${PATH}"
-RUN pip install --no-cache-dir prisma==0.11.0 nodejs-bin==18.4.0a4 \
+RUN pip install --no-cache-dir prisma==0.11.0 nodejs-wheel-binaries==24.12.0 \
&& mkdir -p /app/.cache/npm
RUN NPM_CONFIG_CACHE=/app/.cache/npm \
diff --git a/docs/my-website/docs/oidc.md b/docs/my-website/docs/oidc.md
index b541329aa3..3db4b6ecdc 100644
--- a/docs/my-website/docs/oidc.md
+++ b/docs/my-website/docs/oidc.md
@@ -106,7 +106,7 @@ model_list:
aws_region_name: us-west-2
aws_session_name: "my-test-session"
aws_role_name: "arn:aws:iam::335785316107:role/litellm-github-unit-tests-circleci"
- aws_web_identity_token: "oidc/example-provider/"
+ aws_web_identity_token: "oidc/circleci_v2/"
```
#### Amazon IAM Role Configuration for CircleCI v2 -> Bedrock
diff --git a/docs/my-website/docs/providers/aws_polly.md b/docs/my-website/docs/providers/aws_polly.md
new file mode 100644
index 0000000000..21b0fa679b
--- /dev/null
+++ b/docs/my-website/docs/providers/aws_polly.md
@@ -0,0 +1,364 @@
+# AWS Polly Text to Speech (tts)
+
+## Overview
+
+| Property | Details |
+|-------|-------|
+| Description | Convert text to natural-sounding speech using AWS Polly's neural and standard TTS engines |
+| Provider Route on LiteLLM | `aws_polly/` |
+| Supported Operations | `/audio/speech` |
+| Link to Provider Doc | [AWS Polly SynthesizeSpeech ↗](https://docs.aws.amazon.com/polly/latest/dg/API_SynthesizeSpeech.html) |
+
+## Quick Start
+
+### **LiteLLM SDK**
+
+```python showLineNumbers title="SDK Usage"
+import litellm
+from pathlib import Path
+import os
+
+# Set environment variables
+os.environ["AWS_ACCESS_KEY_ID"] = ""
+os.environ["AWS_SECRET_ACCESS_KEY"] = ""
+os.environ["AWS_REGION_NAME"] = "us-east-1"
+
+# AWS Polly call
+speech_file_path = Path(__file__).parent / "speech.mp3"
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="the quick brown fox jumped over the lazy dogs",
+)
+response.stream_to_file(speech_file_path)
+```
+
+### **LiteLLM PROXY**
+
+```yaml showLineNumbers title="proxy_config.yaml"
+model_list:
+ - model_name: polly-neural
+ litellm_params:
+ model: aws_polly/neural
+ aws_access_key_id: "os.environ/AWS_ACCESS_KEY_ID"
+ aws_secret_access_key: "os.environ/AWS_SECRET_ACCESS_KEY"
+ aws_region_name: "us-east-1"
+```
+
+## Polly Engines
+
+AWS Polly supports different speech synthesis engines. Specify the engine in the model name:
+
+| Model | Engine | Cost (per 1M chars) | Description |
+|-------|--------|---------------------|-------------|
+| `aws_polly/standard` | Standard | $4.00 | Original Polly voices, faster and lowest cost |
+| `aws_polly/neural` | Neural | $16.00 | More natural, human-like speech (recommended) |
+| `aws_polly/generative` | Generative | $30.00 | Most expressive, highest quality (limited voices) |
+| `aws_polly/long-form` | Long-form | $100.00 | Optimized for long content like articles |
+
+### **LiteLLM SDK**
+
+```python showLineNumbers title="Using Different Engines"
+import litellm
+
+# Neural engine (recommended)
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello world",
+)
+
+# Standard engine (lower cost)
+response = litellm.speech(
+ model="aws_polly/standard",
+ voice="Joanna",
+ input="Hello world",
+)
+
+# Generative engine (highest quality)
+response = litellm.speech(
+ model="aws_polly/generative",
+ voice="Matthew",
+ input="Hello world",
+)
+```
+
+### **LiteLLM PROXY**
+
+```yaml showLineNumbers title="proxy_config.yaml"
+model_list:
+ - model_name: polly-neural
+ litellm_params:
+ model: aws_polly/neural
+ aws_region_name: "us-east-1"
+ - model_name: polly-standard
+ litellm_params:
+ model: aws_polly/standard
+ aws_region_name: "us-east-1"
+ - model_name: polly-generative
+ litellm_params:
+ model: aws_polly/generative
+ aws_region_name: "us-east-1"
+```
+
+## Available Voices
+
+### Native Polly Voices
+
+AWS Polly has many voices across different languages. Here are popular US English voices:
+
+| Voice | Gender | Engine Support |
+|-------|--------|----------------|
+| `Joanna` | Female | Neural, Standard |
+| `Matthew` | Male | Neural, Standard, Generative |
+| `Ivy` | Female (child) | Neural, Standard |
+| `Kendra` | Female | Neural, Standard |
+| `Amy` | Female (British) | Neural, Standard |
+| `Brian` | Male (British) | Neural, Standard |
+
+### **LiteLLM SDK**
+
+```python showLineNumbers title="Using Native Polly Voices"
+import litellm
+
+# US English female
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello from Joanna",
+)
+
+# US English male
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Matthew",
+ input="Hello from Matthew",
+)
+
+# British English female
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Amy",
+ input="Hello from Amy",
+)
+```
+
+### **LiteLLM PROXY**
+
+```yaml showLineNumbers title="proxy_config.yaml"
+model_list:
+ - model_name: polly-joanna
+ litellm_params:
+ model: aws_polly/neural
+ voice: "Joanna"
+ aws_region_name: "us-east-1"
+ - model_name: polly-matthew
+ litellm_params:
+ model: aws_polly/neural
+ voice: "Matthew"
+ aws_region_name: "us-east-1"
+```
+
+### OpenAI Voice Mappings
+
+LiteLLM also supports OpenAI voice names, which are automatically mapped to Polly voices:
+
+| OpenAI Voice | Maps to Polly Voice |
+|--------------|---------------------|
+| `alloy` | Joanna |
+| `echo` | Matthew |
+| `fable` | Amy |
+| `onyx` | Brian |
+| `nova` | Ivy |
+| `shimmer` | Kendra |
+
+### **LiteLLM SDK**
+
+```python showLineNumbers title="Using OpenAI Voice Names"
+import litellm
+
+# These are equivalent
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="alloy", # Maps to Joanna
+ input="Hello world",
+)
+
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna", # Native Polly voice
+ input="Hello world",
+)
+```
+
+## SSML Support
+
+AWS Polly supports SSML (Speech Synthesis Markup Language) for advanced control over speech output. LiteLLM automatically detects SSML input.
+
+### **LiteLLM SDK**
+
+```python showLineNumbers title="SSML Example"
+import litellm
+
+ssml_input = """
+
+ Hello,
+ this is a test with emphasis
+ and slower speech.
+
+"""
+
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input=ssml_input,
+)
+```
+
+### **LiteLLM PROXY**
+
+```bash showLineNumbers title="cURL Request with SSML"
+curl -X POST http://localhost:4000/v1/audio/speech \
+ -H "Authorization: Bearer sk-1234" \
+ -H "Content-Type: application/json" \
+ -d '{
+ "model": "polly-neural",
+ "voice": "Joanna",
+ "input": "Hello world"
+ }' \
+ --output speech.mp3
+```
+
+## Supported Parameters
+
+```python showLineNumbers title="All Parameters"
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna", # Required: Voice selection
+ input="text to convert", # Required: Input text (or SSML)
+ response_format="mp3", # Optional: mp3, ogg_vorbis, pcm
+
+ # AWS-specific parameters
+ language_code="en-US", # Optional: Language code
+ sample_rate="22050", # Optional: Sample rate in Hz
+)
+```
+
+## Response Formats
+
+| Format | Description |
+|--------|-------------|
+| `mp3` | MP3 audio (default) |
+| `ogg_vorbis` | Ogg Vorbis audio |
+| `pcm` | Raw PCM audio |
+
+### **LiteLLM SDK**
+
+```python showLineNumbers title="Different Response Formats"
+import litellm
+
+# MP3 (default)
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello",
+ response_format="mp3",
+)
+
+# Ogg Vorbis
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello",
+ response_format="ogg_vorbis",
+)
+```
+
+## AWS Authentication
+
+LiteLLM supports multiple AWS authentication methods.
+
+### **LiteLLM SDK**
+
+```python showLineNumbers title="Authentication Options"
+import litellm
+import os
+
+# Option 1: Environment variables (recommended)
+os.environ["AWS_ACCESS_KEY_ID"] = "your-access-key"
+os.environ["AWS_SECRET_ACCESS_KEY"] = "your-secret-key"
+os.environ["AWS_REGION_NAME"] = "us-east-1"
+
+response = litellm.speech(model="aws_polly/neural", voice="Joanna", input="Hello")
+
+# Option 2: Pass credentials directly
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello",
+ aws_access_key_id="your-access-key",
+ aws_secret_access_key="your-secret-key",
+ aws_region_name="us-east-1",
+)
+
+# Option 3: IAM Role (when running on AWS)
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello",
+ aws_region_name="us-east-1",
+)
+
+# Option 4: AWS Profile
+response = litellm.speech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello",
+ aws_profile_name="my-profile",
+)
+```
+
+### **LiteLLM PROXY**
+
+```yaml showLineNumbers title="proxy_config.yaml"
+model_list:
+ # Using environment variables
+ - model_name: polly-neural
+ litellm_params:
+ model: aws_polly/neural
+ aws_access_key_id: "os.environ/AWS_ACCESS_KEY_ID"
+ aws_secret_access_key: "os.environ/AWS_SECRET_ACCESS_KEY"
+ aws_region_name: "us-east-1"
+
+ # Using IAM Role (when proxy runs on AWS)
+ - model_name: polly-neural-iam
+ litellm_params:
+ model: aws_polly/neural
+ aws_region_name: "us-east-1"
+
+ # Using AWS Profile
+ - model_name: polly-neural-profile
+ litellm_params:
+ model: aws_polly/neural
+ aws_profile_name: "my-profile"
+```
+
+## Async Support
+
+```python showLineNumbers title="Async Usage"
+import litellm
+import asyncio
+
+async def main():
+ response = await litellm.aspeech(
+ model="aws_polly/neural",
+ voice="Joanna",
+ input="Hello from async AWS Polly",
+ aws_region_name="us-east-1",
+ )
+
+ with open("output.mp3", "wb") as f:
+ f.write(response.content)
+
+asyncio.run(main())
+```
diff --git a/docs/my-website/docs/providers/bedrock_embedding.md b/docs/my-website/docs/providers/bedrock_embedding.md
index e2e7c0dced..3c618fe064 100644
--- a/docs/my-website/docs/providers/bedrock_embedding.md
+++ b/docs/my-website/docs/providers/bedrock_embedding.md
@@ -172,6 +172,125 @@ print(f"Results available at: {output_s3_uri}")
**Note:** The actual embedding results are stored in S3. When the job is completed, download the results from the S3 location specified in `status.metadata['output_file_id']`. The results will be in JSON/JSONL format containing the embedding vectors.
+## Amazon Nova Multimodal Embeddings
+
+Amazon Nova supports multimodal embeddings for text, images, video, and audio. It offers flexible embedding dimensions and purposes optimized for different use cases.
+
+### Supported Features
+
+- **Modalities**: Text, Image, Video, Audio
+- **Dimensions**: 256, 384, 1024, 3072 (default: 3072)
+- **Embedding Purposes**:
+ - `GENERIC_INDEX` (default)
+ - `GENERIC_RETRIEVAL`
+ - `TEXT_RETRIEVAL`
+ - `IMAGE_RETRIEVAL`
+ - `VIDEO_RETRIEVAL`
+ - `AUDIO_RETRIEVAL`
+ - `CLASSIFICATION`
+ - `CLUSTERING`
+
+### Text Embedding
+
+```python
+from litellm import embedding
+
+response = embedding(
+ model="bedrock/amazon.nova-2-multimodal-embeddings-v1:0",
+ input=["Hello, world!"],
+ aws_region_name="us-east-1",
+ dimensions=1024, # Optional: 256, 384, 1024, or 3072
+)
+
+print(response.data[0].embedding)
+```
+
+### Image Embedding with Base64
+
+Amazon Nova accepts images in base64 format using the standard data URL format:
+
+```python
+import base64
+from litellm import embedding
+
+# Method 1: Load image from file
+with open("image.jpg", "rb") as image_file:
+ image_data = base64.b64encode(image_file.read()).decode('utf-8')
+ # Create data URL with proper format
+ image_base64 = f"data:image/jpeg;base64,{image_data}"
+
+response = embedding(
+ model="bedrock/amazon.nova-2-multimodal-embeddings-v1:0",
+ input=[image_base64],
+ aws_region_name="us-east-1",
+ dimensions=1024,
+)
+
+print(f"Image embedding: {response.data[0].embedding[:10]}...") # First 10 dimensions
+```
+
+#### Supported Image Formats
+
+Nova supports the following image formats:
+- JPEG: `data:image/jpeg;base64,...`
+- PNG: `data:image/png;base64,...`
+- GIF: `data:image/gif;base64,...`
+- WebP: `data:image/webp;base64,...`
+
+#### Complete Example with Error Handling
+
+```python
+import base64
+from litellm import embedding
+
+def get_image_embedding(image_path, dimensions=1024):
+ """
+ Get embedding for an image file.
+
+ Args:
+ image_path: Path to the image file
+ dimensions: Embedding dimension (256, 384, 1024, or 3072)
+
+ Returns:
+ List of embedding values
+ """
+ try:
+ # Determine image format from file extension
+ if image_path.lower().endswith('.png'):
+ mime_type = "image/png"
+ elif image_path.lower().endswith(('.jpg', '.jpeg')):
+ mime_type = "image/jpeg"
+ elif image_path.lower().endswith('.gif'):
+ mime_type = "image/gif"
+ elif image_path.lower().endswith('.webp'):
+ mime_type = "image/webp"
+ else:
+ raise ValueError(f"Unsupported image format: {image_path}")
+
+ # Read and encode image
+ with open(image_path, "rb") as image_file:
+ image_data = base64.b64encode(image_file.read()).decode('utf-8')
+ image_base64 = f"data:{mime_type};base64,{image_data}"
+
+ # Get embedding
+ response = embedding(
+ model="bedrock/amazon.nova-2-multimodal-embeddings-v1:0",
+ input=[image_base64],
+ aws_region_name="us-east-1",
+ dimensions=dimensions,
+ )
+
+ return response.data[0].embedding
+
+ except Exception as e:
+ print(f"Error getting image embedding: {e}")
+ raise
+
+# Example usage
+image_embedding = get_image_embedding("photo.jpg", dimensions=1024)
+print(f"Got embedding with {len(image_embedding)} dimensions")
+```
+
### Error Handling
#### Common Errors
diff --git a/docs/my-website/docs/providers/xiaomi_mimo.md b/docs/my-website/docs/providers/xiaomi_mimo.md
new file mode 100644
index 0000000000..040f514401
--- /dev/null
+++ b/docs/my-website/docs/providers/xiaomi_mimo.md
@@ -0,0 +1,137 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Xiaomi MiMo
+https://platform.xiaomimimo.com/#/docs
+
+:::tip
+
+**We support ALL Xiaomi MiMo models, just set `model=xiaomi_mimo/` as a prefix when sending litellm requests**
+
+:::
+
+## API Key
+```python
+# env variable
+os.environ['XIAOMI_MIMO_API_KEY']
+```
+
+## Sample Usage
+```python
+from litellm import completion
+import os
+
+os.environ['XIAOMI_MIMO_API_KEY'] = ""
+response = completion(
+ model="xiaomi_mimo/mimo-v2-flash",
+ messages=[
+ {
+ "role": "user",
+ "content": "What's the weather like in Boston today in Fahrenheit?",
+ }
+ ],
+ max_tokens=1024,
+ temperature=0.3,
+ top_p=0.95,
+)
+print(response)
+```
+
+## Sample Usage - Streaming
+```python
+from litellm import completion
+import os
+
+os.environ['XIAOMI_MIMO_API_KEY'] = ""
+response = completion(
+ model="xiaomi_mimo/mimo-v2-flash",
+ messages=[
+ {
+ "role": "user",
+ "content": "What's the weather like in Boston today in Fahrenheit?",
+ }
+ ],
+ stream=True,
+ max_tokens=1024,
+ temperature=0.3,
+ top_p=0.95,
+)
+
+for chunk in response:
+ print(chunk)
+```
+
+
+## Usage with LiteLLM Proxy Server
+
+Here's how to call a Xiaomi MiMo model with the LiteLLM Proxy Server
+
+1. Modify the config.yaml
+
+ ```yaml
+ model_list:
+ - model_name: my-model
+ litellm_params:
+ model: xiaomi_mimo/ # add xiaomi_mimo/ prefix to route as Xiaomi MiMo provider
+ api_key: api-key # api key to send your model
+ ```
+
+
+2. Start the proxy
+
+ ```bash
+ $ litellm --config /path/to/config.yaml
+ ```
+
+3. Send Request to LiteLLM Proxy Server
+
+
+
+
+
+ ```python
+ import openai
+ client = openai.OpenAI(
+ api_key="sk-1234", # pass litellm proxy key, if you're using virtual keys
+ base_url="http://0.0.0.0:4000" # litellm-proxy-base url
+ )
+
+ response = client.chat.completions.create(
+ model="my-model",
+ messages = [
+ {
+ "role": "user",
+ "content": "what llm are you"
+ }
+ ],
+ )
+
+ print(response)
+ ```
+
+
+
+
+ ```shell
+ curl --location 'http://0.0.0.0:4000/chat/completions' \
+ --header 'Authorization: Bearer sk-1234' \
+ --header 'Content-Type: application/json' \
+ --data '{
+ "model": "my-model",
+ "messages": [
+ {
+ "role": "user",
+ "content": "what llm are you"
+ }
+ ],
+ }'
+ ```
+
+
+
+
+## Supported Models
+
+| Model Name | Usage |
+|------------|-------|
+| mimo-v2-flash | `completion(model="xiaomi_mimo/mimo-v2-flash", messages)` |
diff --git a/docs/my-website/docs/proxy/access_control.md b/docs/my-website/docs/proxy/access_control.md
index 678032be9a..7ada3f8b23 100644
--- a/docs/my-website/docs/proxy/access_control.md
+++ b/docs/my-website/docs/proxy/access_control.md
@@ -51,7 +51,7 @@ LiteLLM has two types of roles:
| Role Name | Permissions |
|-----------|-------------|
| `org_admin` | Admin over a specific organization. Can create teams and users within their organization ✨ **Premium Feature** |
-| `team_admin` | Admin over a specific team. Can manage team members, update team settings, and create keys for their team. ✨ **Premium Feature** |
+| `team_admin` | Admin over a specific team. Can manage team members, update team member permissions, and create keys for their team. ✨ **Premium Feature** |
## What Can Each Role Do?
diff --git a/docs/my-website/docs/proxy/alerting.md b/docs/my-website/docs/proxy/alerting.md
index 38d6d47be4..4cbcd0cffc 100644
--- a/docs/my-website/docs/proxy/alerting.md
+++ b/docs/my-website/docs/proxy/alerting.md
@@ -215,16 +215,16 @@ general_settings:
alerting: ["slack"]
alerting_threshold: 0.0001 # (Seconds) set an artificially low threshold for testing alerting
alert_to_webhook_url: {
- "llm_exceptions": "example-slack-webhook-url",
- "llm_too_slow": "example-slack-webhook-url",
- "llm_requests_hanging": "example-slack-webhook-url",
- "budget_alerts": "example-slack-webhook-url",
- "db_exceptions": "example-slack-webhook-url",
- "daily_reports": "example-slack-webhook-url",
- "spend_reports": "example-slack-webhook-url",
- "cooldown_deployment": "example-slack-webhook-url",
- "new_model_added": "example-slack-webhook-url",
- "outage_alerts": "example-slack-webhook-url",
+ "llm_exceptions": "https://hooks.slack.com/services/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",
+ "llm_too_slow": "https://hooks.slack.com/services/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",
+ "llm_requests_hanging": "https://hooks.slack.com/services/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",
+ "budget_alerts": "https://hooks.slack.com/services/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",
+ "db_exceptions": "https://hooks.slack.com/services/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",
+ "daily_reports": "https://hooks.slack.com/services/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",
+ "spend_reports": "https://hooks.slack.com/services/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",
+ "cooldown_deployment": "https://hooks.slack.com/services/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",
+ "new_model_added": "https://hooks.slack.com/services/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",
+ "outage_alerts": "https://hooks.slack.com/services/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",
}
litellm_settings:
@@ -399,7 +399,7 @@ curl -X GET --location 'http://0.0.0.0:4000/health/services?service=webhook' \
{
"spend": 1, # the spend for the 'event_group'
"max_budget": 0, # the 'max_budget' set for the 'event_group'
- "token": "example-api-key-123",
+ "token": "88dc28d0f030c55ed4ab77ed8faf098196cb1c05df778539800c9f1243fe6b4b",
"user_id": "default_user_id",
"team_id": null,
"user_email": null,
diff --git a/docs/my-website/docs/proxy/call_hooks.md b/docs/my-website/docs/proxy/call_hooks.md
index fa420009cf..fe865f67e0 100644
--- a/docs/my-website/docs/proxy/call_hooks.md
+++ b/docs/my-website/docs/proxy/call_hooks.md
@@ -17,6 +17,7 @@ import Image from '@theme/IdealImage';
| `async_pre_call_hook` | Modify incoming request before it's sent to model | Before the LLM API call is made |
| `async_moderation_hook` | Run checks on input in parallel to LLM API call | In parallel with the LLM API call |
| `async_post_call_success_hook` | Modify outgoing response (non-streaming) | After successful LLM API call, for non-streaming responses |
+| `async_post_call_failure_hook` | Transform error responses sent to clients | After failed LLM API call |
| `async_post_call_streaming_hook` | Modify outgoing response (streaming) | After successful LLM API call, for streaming responses |
See a complete example with our [parallel request rate limiter](https://github.com/BerriAI/litellm/blob/main/litellm/proxy/hooks/parallel_request_limiter.py)
@@ -60,7 +61,21 @@ class MyCustomHandler(CustomLogger): # https://docs.litellm.ai/docs/observabilit
original_exception: Exception,
user_api_key_dict: UserAPIKeyAuth,
traceback_str: Optional[str] = None,
- ):
+ ) -> Optional[HTTPException]:
+ """
+ Transform error responses sent to clients.
+
+ Return an HTTPException to replace the original error with a user-friendly message.
+ Return None to use the original exception.
+
+ Example:
+ if isinstance(original_exception, litellm.ContextWindowExceededError):
+ return HTTPException(
+ status_code=400,
+ detail="Your prompt is too long. Please reduce the length and try again."
+ )
+ return None # Use original exception
+ """
pass
async def async_post_call_success_hook(
@@ -339,3 +354,38 @@ curl --location 'http://0.0.0.0:4000/chat/completions' \
"usage": {}
}
```
+
+## Advanced - Transform Error Responses
+
+Transform technical API errors into user-friendly messages using `async_post_call_failure_hook`. Return an `HTTPException` to replace the original error, or `None` to use the original exception.
+
+```python
+from litellm.integrations.custom_logger import CustomLogger
+from fastapi import HTTPException
+from typing import Optional
+import litellm
+
+class MyErrorTransformer(CustomLogger):
+ async def async_post_call_failure_hook(
+ self,
+ request_data: dict,
+ original_exception: Exception,
+ user_api_key_dict: UserAPIKeyAuth,
+ traceback_str: Optional[str] = None,
+ ) -> Optional[HTTPException]:
+ if isinstance(original_exception, litellm.ContextWindowExceededError):
+ return HTTPException(
+ status_code=400,
+ detail="Your prompt is too long. Please reduce the length and try again."
+ )
+ if isinstance(original_exception, litellm.RateLimitError):
+ return HTTPException(
+ status_code=429,
+ detail="Rate limit exceeded. Please try again in a moment."
+ )
+ return None # Use original exception
+
+proxy_handler_instance = MyErrorTransformer()
+```
+
+**Result:** Clients receive `"Your prompt is too long..."` instead of `"ContextWindowExceededError: Prompt exceeds context window"`.
diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md
index 4ee091e2e8..343cbd0e53 100644
--- a/docs/my-website/docs/proxy/config_settings.md
+++ b/docs/my-website/docs/proxy/config_settings.md
@@ -554,6 +554,8 @@ router_settings:
| EMAIL_SIGNATURE | Custom HTML footer/signature for all emails. Can include HTML tags for formatting and links.
| EMAIL_SUBJECT_INVITATION | Custom subject template for invitation emails.
| EMAIL_SUBJECT_KEY_CREATED | Custom subject template for key creation emails.
+| EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE | Percentage of max budget that triggers alerts (as decimal: 0.8 = 80%). Default is 0.8
+| EMAIL_BUDGET_ALERT_TTL | Time-to-live for budget alert deduplication in seconds. Default is 86400 (24 hours)
| ENKRYPTAI_API_BASE | Base URL for EnkryptAI Guardrails API. **Default is https://api.enkryptai.com**
| ENKRYPTAI_API_KEY | API key for EnkryptAI Guardrails service
| EXPERIMENTAL_MULTI_INSTANCE_RATE_LIMITING | Flag to enable new multi-instance rate limiting. **Default is False**
diff --git a/docs/my-website/docs/proxy/cost_tracking.md b/docs/my-website/docs/proxy/cost_tracking.md
index 26a4920c09..019cd62c62 100644
--- a/docs/my-website/docs/proxy/cost_tracking.md
+++ b/docs/my-website/docs/proxy/cost_tracking.md
@@ -722,7 +722,7 @@ curl -X GET 'http://localhost:4000/global/spend/report?start_date=2024-04-01&end
```shell
[
{
- "api_key": "example-api-key-123",
+ "api_key": "88dc28d0f030c55ed4ab77ed8faf098196cb1c05df778539800c9f1243fe6b4b",
"total_cost": 0.3201286305151999,
"total_input_tokens": 36.0,
"total_output_tokens": 1593.0,
@@ -766,7 +766,7 @@ curl -X GET 'http://localhost:4000/global/spend/report?start_date=2024-04-01&end
```shell
[
{
- "api_key": "example-api-key-123",
+ "api_key": "88dc28d0f030c55ed4ab77ed8faf098196cb1c05df778539800c9f1243fe6b4b",
"total_cost": 0.00013132,
"total_input_tokens": 105.0,
"total_output_tokens": 872.0,
@@ -1151,7 +1151,7 @@ curl -X GET "http://0.0.0.0:4000/spend/logs?request_id= create a new user.
After creating a new user, they will receive an email invite a the email you specified when creating the user.
+### 3. Configure Budget Alerts (Optional)
+
+Enable budget alert emails by adding "email" to the `alerts` list in your proxy configuration:
+
+```yaml showLineNumbers title="proxy_config.yaml"
+general_settings:
+ alerts: ["email"]
+```
+
+#### Budget Alert Types
+
+**Soft Budget Alerts**: Automatically triggered when a key exceeds its soft budget limit. These alerts help you monitor spending before reaching critical thresholds.
+
+**Max Budget Alerts**: Automatically triggered when a key reaches a specified percentage of its maximum budget (default: 80%). These alerts warn you when you're approaching budget exhaustion.
+
+Both alert types send a maximum of one email per 24-hour period to prevent spam.
+
+#### Configuration Options
+
+Customize budget alert behavior using these environment variables:
+
+```yaml showLineNumbers title=".env"
+# Percentage of max budget that triggers alerts (as decimal: 0.8 = 80%)
+EMAIL_BUDGET_ALERT_MAX_SPEND_ALERT_PERCENTAGE=0.8
+
+# Time-to-live for alert deduplication in seconds (default: 24 hours)
+EMAIL_BUDGET_ALERT_TTL=86400
+```
+
## Email Templates
diff --git a/docs/my-website/docs/proxy/guardrails/litellm_content_filter.md b/docs/my-website/docs/proxy/guardrails/litellm_content_filter.md
index f247a327cd..5ba39ba35e 100644
--- a/docs/my-website/docs/proxy/guardrails/litellm_content_filter.md
+++ b/docs/my-website/docs/proxy/guardrails/litellm_content_filter.md
@@ -257,7 +257,7 @@ Contact me at [EMAIL_REDACTED]
| `amex` | American Express cards | `3782-822463-10005` |
| `aws_access_key` | AWS access keys | `AKIAIOSFODNN7EXAMPLE` |
| `aws_secret_key` | AWS secret keys | `wJalrXUtnFEMI/K7MDENG/bPxRfi...` |
-| `github_token` | GitHub tokens | `example-github-token-123` |
+| `github_token` | GitHub tokens | `ghp_16C7e42F292c6912E7710c838347Ae178B4a` |
### Using Prebuilt Patterns
diff --git a/docs/my-website/docs/proxy/guardrails/pillar_security.md b/docs/my-website/docs/proxy/guardrails/pillar_security.md
index de983d2a5d..099919dc39 100644
--- a/docs/my-website/docs/proxy/guardrails/pillar_security.md
+++ b/docs/my-website/docs/proxy/guardrails/pillar_security.md
@@ -790,7 +790,7 @@ curl -X POST "http://localhost:4000/v1/chat/completions" \
"messages": [
{
"role": "user",
- "content": "Generate python code that accesses my Github repo using this PAT: example-github-token-123"
+ "content": "Generate python code that accesses my Github repo using this PAT: ghp_A1b2C3d4E5f6G7h8I9j0K1l2M3n4O5p6Q7r8"
}
],
"max_tokens": 50
@@ -815,7 +815,7 @@ curl -X POST "http://localhost:4000/v1/chat/completions" \
"type": "github_token",
"start_idx": 66,
"end_idx": 106,
- "evidence": "example-github-token-123",
+ "evidence": "ghp_A1b2C3d4E5f6G7h8I9j0K1l2M3n4O5p6Q7r8",
}
]
}
diff --git a/docs/my-website/docs/proxy/multiple_admins.md b/docs/my-website/docs/proxy/multiple_admins.md
index cf122f85b9..479b9323ad 100644
--- a/docs/my-website/docs/proxy/multiple_admins.md
+++ b/docs/my-website/docs/proxy/multiple_admins.md
@@ -89,7 +89,7 @@ curl -X POST 'http://0.0.0.0:4000/team/update' \
"id": "bd136c28-edd0-4cb6-b963-f35464cf6f5a",
"updated_at": "2024-06-08 23:41:14.793",
"changed_by": "krrish@berri.ai", # 👈 CHANGED BY
- "changed_by_api_key": "example-api-key-123",
+ "changed_by_api_key": "88dc28d0f030c55ed4ab77ed8faf098196cb1c05df778539800c9f1243fe6b4b",
"action": "updated",
"table_name": "LiteLLM_TeamTable",
"object_id": "8bf18b11-7f52-4717-8e1f-7c65f9d01e52",
diff --git a/docs/my-website/docs/proxy/prod.md b/docs/my-website/docs/proxy/prod.md
index 71f0317ced..76698071c6 100644
--- a/docs/my-website/docs/proxy/prod.md
+++ b/docs/my-website/docs/proxy/prod.md
@@ -33,7 +33,7 @@ litellm_settings:
Set slack webhook url in your env
```shell
-export SLACK_WEBHOOK_URL="example-slack-webhook-url"
+export SLACK_WEBHOOK_URL="https://hooks.slack.com/services/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"
```
Turn off FASTAPI's default info logs
diff --git a/docs/my-website/docs/proxy/quick_start.md b/docs/my-website/docs/proxy/quick_start.md
index cf1ab78b35..a343bb00e9 100644
--- a/docs/my-website/docs/proxy/quick_start.md
+++ b/docs/my-website/docs/proxy/quick_start.md
@@ -400,7 +400,7 @@ from anthropic import Anthropic
client = Anthropic(
base_url="http://localhost:4000", # proxy endpoint
- api_key="sk-test-proxy-key-123", # litellm proxy virtual key (example)
+ api_key="sk-s4xN1IiLTCytwtZFJaYQrA", # litellm proxy virtual key
)
message = client.messages.create(
diff --git a/docs/my-website/docs/proxy/user_keys.md b/docs/my-website/docs/proxy/user_keys.md
index 72ec8ccd75..21e1d3dbf4 100644
--- a/docs/my-website/docs/proxy/user_keys.md
+++ b/docs/my-website/docs/proxy/user_keys.md
@@ -285,7 +285,7 @@ from anthropic import Anthropic
client = Anthropic(
base_url="http://localhost:4000", # proxy endpoint
- api_key="sk-test-proxy-key-123", # litellm proxy virtual key (example)
+ api_key="sk-s4xN1IiLTCytwtZFJaYQrA", # litellm proxy virtual key
)
message = client.messages.create(
diff --git a/docs/my-website/docs/text_to_speech.md b/docs/my-website/docs/text_to_speech.md
index ea2a9c2eff..ce298b538d 100644
--- a/docs/my-website/docs/text_to_speech.md
+++ b/docs/my-website/docs/text_to_speech.md
@@ -14,7 +14,7 @@ import TabItem from '@theme/TabItem';
| Fallbacks | ✅ | Works between supported models |
| Loadbalancing | ✅ | Works between supported models |
| Guardrails | ✅ | Applies to input text (non-streaming only) |
-| Supported Providers | OpenAI, Azure OpenAI, Vertex AI | |
+| Supported Providers | OpenAI, Azure OpenAI, Vertex AI, AWS Polly, ElevenLabs | |
## **LiteLLM Python SDK Usage**
### Quick Start
@@ -101,6 +101,7 @@ litellm --config /path/to/config.yaml
| OpenAI | [Usage](#quick-start) |
| Azure OpenAI| [Usage](../docs/providers/azure#azure-text-to-speech-tts) |
| Azure AI Speech Service (AVA)| [Usage](../docs/providers/azure_ai_speech) |
+| AWS Polly | [Usage](#aws-polly-text-to-speech) |
| Vertex AI | [Usage](../docs/providers/vertex#text-to-speech-apis) |
| Gemini | [Usage](#gemini-text-to-speech) |
| ElevenLabs | [Usage](../docs/providers/elevenlabs#text-to-speech-tts) |
@@ -246,6 +247,12 @@ curl http://0.0.0.0:4000/v1/audio/speech \
--output vertex_speech.mp3
```
+### AWS Polly Text-to-Speech
+
+AWS Polly provides neural and standard text-to-speech engines with support for multiple voices and languages.
+
+See the [AWS Polly provider documentation](../docs/providers/aws_polly) for detailed usage examples.
+
## ✨ Enterprise LiteLLM Proxy - Set Max Request File Size
Use this when you want to limit the file size for requests sent to `audio/transcriptions`
diff --git a/docs/my-website/docusaurus.config.js b/docs/my-website/docusaurus.config.js
index f6e61895e6..32d5d800b7 100644
--- a/docs/my-website/docusaurus.config.js
+++ b/docs/my-website/docusaurus.config.js
@@ -8,7 +8,7 @@ const darkCodeTheme = require('prism-react-renderer/themes/dracula');
const inkeepConfig = {
baseSettings: {
- apiKey: "test-inkeep-api-key-123",
+ apiKey: "0cb9c9916ec71bfe0e53c9d7f83ff046daee3fa9ef318f6a",
organizationDisplayName: 'liteLLM',
primaryBrandColor: '#4965f5',
theme: {
diff --git a/docs/my-website/img/ui_cloudzero.png b/docs/my-website/img/ui_cloudzero.png
new file mode 100644
index 0000000000..2ae39ed86d
Binary files /dev/null and b/docs/my-website/img/ui_cloudzero.png differ
diff --git a/docs/my-website/package-lock.json b/docs/my-website/package-lock.json
index a48056491f..8af06ec1a9 100644
--- a/docs/my-website/package-lock.json
+++ b/docs/my-website/package-lock.json
@@ -180,6 +180,7 @@
"resolved": "https://registry.npmjs.org/@algolia/client-search/-/client-search-5.44.0.tgz",
"integrity": "sha512-/FRKUM1G4xn3vV8+9xH1WJ9XknU8rkBGlefruq9jDhYUAvYozKimhrmC2pRqw/RyHhPivmgZCRuC8jHP8piz4Q==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"@algolia/client-common": "5.44.0",
"@algolia/requester-browser-xhr": "5.44.0",
@@ -327,6 +328,7 @@
"resolved": "https://registry.npmjs.org/@babel/core/-/core-7.28.5.tgz",
"integrity": "sha512-e7jT4DxYvIDLk1ZHmU/m/mB19rex9sv0c2ftBtjSBv+kVM/902eh0fINUzD7UwLLNR+jU585GxUJ8/EBfAM5fw==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"@babel/code-frame": "^7.27.1",
"@babel/generator": "^7.28.5",
@@ -2161,6 +2163,7 @@
}
],
"license": "MIT",
+ "peer": true,
"engines": {
"node": ">=18"
},
@@ -2183,6 +2186,7 @@
}
],
"license": "MIT",
+ "peer": true,
"engines": {
"node": ">=18"
}
@@ -2292,6 +2296,7 @@
"resolved": "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz",
"integrity": "sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"cssesc": "^3.0.0",
"util-deprecate": "^1.0.2"
@@ -2713,6 +2718,7 @@
"resolved": "https://registry.npmjs.org/postcss-selector-parser/-/postcss-selector-parser-7.1.0.tgz",
"integrity": "sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"cssesc": "^3.0.0",
"util-deprecate": "^1.0.2"
@@ -3589,6 +3595,7 @@
"resolved": "https://registry.npmjs.org/@docusaurus/plugin-content-docs/-/plugin-content-docs-3.8.1.tgz",
"integrity": "sha512-oByRkSZzeGNQByCMaX+kif5Nl2vmtj2IHQI2fWjCfCootsdKZDPFLonhIp5s3IGJO7PLUfe0POyw0Xh/RrGXJA==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"@docusaurus/core": "3.8.1",
"@docusaurus/logger": "3.8.1",
@@ -4627,6 +4634,7 @@
"resolved": "https://registry.npmjs.org/@mdx-js/react/-/react-3.1.1.tgz",
"integrity": "sha512-f++rKLQgUVYDAtECQ6fn/is15GkEH9+nZPM3MS0RcxVqoTfawHvDlSCH7JbMhAM6uJ32v3eXLvLmLvjGu7PTQw==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"@types/mdx": "^2.0.0"
},
@@ -7183,6 +7191,7 @@
"resolved": "https://registry.npmjs.org/@svgr/core/-/core-8.1.0.tgz",
"integrity": "sha512-8QqtOQT5ACVlmsvKOJNEaWmRPmcojMOzCz4Hs2BGG/toAp/K38LcsMRyLp349glq5AzJbCEeimEoxaX6v/fLrA==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"@babel/core": "^7.21.3",
"@svgr/babel-preset": "8.1.0",
@@ -7840,6 +7849,7 @@
"resolved": "https://registry.npmjs.org/@types/react/-/react-19.2.6.tgz",
"integrity": "sha512-p/jUvulfgU7oKtj6Xpk8cA2Y1xKTtICGpJYeJXz2YVO2UcvjQgeRMLDGfDeqeRW2Ta+0QNFwcc8X3GH8SxZz6w==",
"license": "MIT",
+ "peer": true,
"dependencies": {
"csstype": "^3.2.2"
}
@@ -8264,6 +8274,7 @@
"resolved": "https://registry.npmjs.org/acorn/-/acorn-8.15.0.tgz",
"integrity": "sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg==",
"license": "MIT",
+ "peer": true,
"bin": {
"acorn": "bin/acorn"
},
@@ -8343,6 +8354,7 @@
"resolved": "https://registry.npmjs.org/ajv/-/ajv-8.17.1.tgz",
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diff --git a/docs/my-website/release_notes/v1.80.11-stable/index.md b/docs/my-website/release_notes/v1.80.11-stable/index.md
new file mode 100644
index 0000000000..b671b79560
--- /dev/null
+++ b/docs/my-website/release_notes/v1.80.11-stable/index.md
@@ -0,0 +1,385 @@
+---
+title: "[Preview] v1.80.11 - Google Interactions API"
+slug: "v1-80-11"
+date: 2025-12-20T10:00:00
+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 Jaff
+ 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 \
+docker.litellm.ai/berriai/litellm:v1.80.11.rc.1
+```
+
+
+
+
+
+``` showLineNumbers title="pip install litellm"
+pip install litellm==1.80.11
+```
+
+
+
+
+---
+
+## Key Highlights
+
+- **Gemini 3 Flash Preview** - [Day 0 support for Google's Gemini 3 Flash Preview with reasoning capabilities](../../docs/providers/gemini)
+- **Stability AI Image Generation** - [New provider for Stability AI image generation and editing](../../docs/providers/stability)
+- **LiteLLM Content Filter** - [Built-in guardrails for harmful content, bias, and PII detection with image support](../../docs/proxy/guardrails/litellm_content_filter)
+- **New Provider: Venice.ai** - Support for Venice.ai API via providers.json
+- **Unified Skills API** - [Skills API works across Anthropic, Vertex, Azure, and Bedrock](../../docs/skills)
+- **Azure Sentinel Logging** - [New logging integration for Azure Sentinel](../../docs/observability/azure_sentinel)
+- **Guardrails Load Balancing** - [Load balance between multiple guardrail providers](../../docs/proxy/guardrails)
+- **Email Budget Alerts** - [Send email notifications when budgets are reached](../../docs/proxy/email)
+- **Cloudzero Integration on UI** - Setup your Cloudzero Integration Directly on the UI
+
+---
+
+### Cloudzero Integration on UI
+
+
+
+Users can now configure their Cloudzero Integration directly on the UI.
+
+---
+### Performance: 50% Reduction in Memory Usage and Import Latency for the LiteLLM SDK
+
+We've completely restructured `litellm.__init__.py` to defer heavy imports until they're actually needed, implementing lazy loading for **109 components**.
+
+This refactoring includes **41 provider config classes**, **40 utility functions**, cache implementations (Redis, DualCache, InMemoryCache), HTTP handlers, logging, types, and other heavy dependencies. Heavy libraries like tiktoken and boto3 are now loaded on-demand rather than eagerly at import time.
+
+This makes LiteLLM especially beneficial for serverless functions, Lambda deployments, and containerized environments where cold start times and memory footprint matter.
+
+---
+
+## New Providers and Endpoints
+
+### New Providers (5 new providers)
+
+| Provider | Supported LiteLLM Endpoints | Description |
+| -------- | ------------------- | ----------- |
+| [Stability AI](../../docs/providers/stability) | `/images/generations`, `/images/edits` | Stable Diffusion 3, SD3.5, image editing and generation |
+| Venice.ai | `/chat/completions`, `/messages`, `/responses` | Venice.ai API integration via providers.json |
+| [Pydantic AI Agents](../../docs/providers/pydantic_ai_agent) | `/a2a` | Pydantic AI agents for A2A protocol workflows |
+| [VertexAI Agent Engine](../../docs/providers/vertex_ai_agent_engine) | `/a2a` | Google Vertex AI Agent Engine for agentic workflows |
+| [LinkUp Search](../../docs/search/linkup) | `/search` | LinkUp web search API integration |
+
+### New LLM API Endpoints (2 new endpoints)
+
+| Endpoint | Method | Description | Documentation |
+| -------- | ------ | ----------- | ------------- |
+| `/interactions` | POST | Google Interactions API for conversational AI | [Docs](../../docs/interactions) |
+| `/search` | POST | RAG Search API with rerankers | [Docs](../../docs/search/index) |
+
+---
+
+## New Models / Updated Models
+
+#### New Model Support (55+ new models)
+
+| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features |
+| -------- | ----- | -------------- | ------------------- | -------------------- | -------- |
+| Gemini | `gemini/gemini-3-flash-preview` | 1M | $0.50 | $3.00 | Reasoning, vision, audio, video, PDF |
+| Vertex AI | `vertex_ai/gemini-3-flash-preview` | 1M | $0.50 | $3.00 | Reasoning, vision, audio, video, PDF |
+| Azure AI | `azure_ai/deepseek-v3.2` | 164K | $0.58 | $1.68 | Reasoning, function calling, caching |
+| Azure AI | `azure_ai/cohere-rerank-v4.0-pro` | 32K | $0.0025/query | - | Rerank |
+| Azure AI | `azure_ai/cohere-rerank-v4.0-fast` | 32K | $0.002/query | - | Rerank |
+| OpenRouter | `openrouter/openai/gpt-5.2` | 400K | $1.75 | $14.00 | Reasoning, vision, caching |
+| OpenRouter | `openrouter/openai/gpt-5.2-pro` | 400K | $21.00 | $168.00 | Reasoning, vision |
+| OpenRouter | `openrouter/mistralai/devstral-2512` | 262K | $0.15 | $0.60 | Function calling |
+| OpenRouter | `openrouter/mistralai/ministral-3b-2512` | 131K | $0.10 | $0.10 | Function calling, vision |
+| OpenRouter | `openrouter/mistralai/ministral-8b-2512` | 262K | $0.15 | $0.15 | Function calling, vision |
+| OpenRouter | `openrouter/mistralai/ministral-14b-2512` | 262K | $0.20 | $0.20 | Function calling, vision |
+| OpenRouter | `openrouter/mistralai/mistral-large-2512` | 262K | $0.50 | $1.50 | Function calling, vision |
+| OpenAI | `gpt-4o-transcribe-diarize` | 16K | $6.00/audio | - | Audio transcription with diarization |
+| OpenAI | `gpt-image-1.5-2025-12-16` | - | Various | Various | Image generation |
+| Stability | `stability/sd3-large` | - | - | $0.065/image | Image generation |
+| Stability | `stability/sd3.5-large` | - | - | $0.065/image | Image generation |
+| Stability | `stability/stable-image-ultra` | - | - | $0.08/image | Image generation |
+| Stability | `stability/inpaint` | - | - | $0.005/image | Image editing |
+| Stability | `stability/outpaint` | - | - | $0.004/image | Image editing |
+| Bedrock | `stability.stable-conservative-upscale-v1:0` | - | - | $0.40/image | Image upscaling |
+| Bedrock | `stability.stable-creative-upscale-v1:0` | - | - | $0.60/image | Image upscaling |
+| Vertex AI | `vertex_ai/deepseek-ai/deepseek-ocr-maas` | - | $0.30 | $1.20 | OCR |
+| LinkUp | `linkup/search` | - | $5.87/1K queries | - | Web search |
+| LinkUp | `linkup/search-deep` | - | $58.67/1K queries | - | Deep web search |
+| GitHub Copilot | 20+ models | Various | - | - | Chat completions |
+
+#### Features
+
+- **[Gemini](../../docs/providers/gemini)**
+ - Add Gemini 3 Flash Preview day 0 support with reasoning - [PR #18135](https://github.com/BerriAI/litellm/pull/18135)
+ - Support extra_headers in batch embeddings - [PR #18004](https://github.com/BerriAI/litellm/pull/18004)
+ - Propagate token usage when generating images - [PR #17987](https://github.com/BerriAI/litellm/pull/17987)
+ - Use JSON instead of form-data for image edit requests - [PR #18012](https://github.com/BerriAI/litellm/pull/18012)
+ - Fix web search requests count - [PR #17921](https://github.com/BerriAI/litellm/pull/17921)
+- **[Anthropic](../../docs/providers/anthropic)**
+ - Use dynamic max_tokens based on model - [PR #17900](https://github.com/BerriAI/litellm/pull/17900)
+ - Fix claude-3-7-sonnet max_tokens to 64K default - [PR #17979](https://github.com/BerriAI/litellm/pull/17979)
+ - Add OpenAI-compatible API with modify_params=True - [PR #17106](https://github.com/BerriAI/litellm/pull/17106)
+- **[Vertex AI](../../docs/providers/vertex)**
+ - Add Gemini 3 Flash Preview support - [PR #18164](https://github.com/BerriAI/litellm/pull/18164)
+ - Add reasoning support for gemini-3-flash-preview - [PR #18175](https://github.com/BerriAI/litellm/pull/18175)
+ - Fix image edit credential source - [PR #18121](https://github.com/BerriAI/litellm/pull/18121)
+ - Pass credentials to PredictionServiceClient for custom endpoints - [PR #17757](https://github.com/BerriAI/litellm/pull/17757)
+ - Fix multimodal embeddings for text + base64 image combinations - [PR #18172](https://github.com/BerriAI/litellm/pull/18172)
+ - Add OCR support for DeepSeek model - [PR #17971](https://github.com/BerriAI/litellm/pull/17971)
+- **[Azure AI](../../docs/providers/azure_ai)**
+ - Add Azure Cohere 4 reranking models - [PR #17961](https://github.com/BerriAI/litellm/pull/17961)
+ - Add Azure DeepSeek V3.2 versions - [PR #18019](https://github.com/BerriAI/litellm/pull/18019)
+ - Return AzureAnthropicConfig for Claude models in get_provider_chat_config - [PR #18086](https://github.com/BerriAI/litellm/pull/18086)
+- **[Fireworks AI](../../docs/providers/fireworks_ai)**
+ - Add reasoning param support for Fireworks AI models - [PR #17967](https://github.com/BerriAI/litellm/pull/17967)
+- **[Bedrock](../../docs/providers/bedrock)**
+ - Add Qwen 2 and Qwen 3 to get_bedrock_model_id - [PR #18100](https://github.com/BerriAI/litellm/pull/18100)
+ - Remove ttl field when routing to bedrock - [PR #18049](https://github.com/BerriAI/litellm/pull/18049)
+ - Add Bedrock Stability image edit models - [PR #18254](https://github.com/BerriAI/litellm/pull/18254)
+- **[Perplexity](../../docs/providers/perplexity)**
+ - Use API-provided cost instead of manual calculation - [PR #17887](https://github.com/BerriAI/litellm/pull/17887)
+- **[OpenAI](../../docs/providers/openai)**
+ - Add diarize model for audio transcription - [PR #18117](https://github.com/BerriAI/litellm/pull/18117)
+ - Add gpt-image-1.5-2025-12-16 in model cost map - [PR #18107](https://github.com/BerriAI/litellm/pull/18107)
+ - Fix cost calculation of gpt-image-1 model - [PR #17966](https://github.com/BerriAI/litellm/pull/17966)
+- **[GitHub Copilot](../../docs/providers/github_copilot)**
+ - Add github_copilot model info - [PR #17858](https://github.com/BerriAI/litellm/pull/17858)
+- **[Custom LLM](../../docs/providers/custom_llm_server)**
+ - Add image_edit and aimage_edit support - [PR #17999](https://github.com/BerriAI/litellm/pull/17999)
+
+### Bug Fixes
+
+- **[Gemini](../../docs/providers/gemini)**
+ - Fix pricing for Gemini 3 Flash on Vertex AI - [PR #18202](https://github.com/BerriAI/litellm/pull/18202)
+ - Add output_cost_per_image_token for gemini-2.5-flash-image models - [PR #18156](https://github.com/BerriAI/litellm/pull/18156)
+ - Fix properties should be non-empty for OBJECT type - [PR #18237](https://github.com/BerriAI/litellm/pull/18237)
+- **[Qwen](../../docs/providers/fireworks_ai)**
+ - Add qwen3-embedding-8b input per token price - [PR #18018](https://github.com/BerriAI/litellm/pull/18018)
+- **General**
+ - Fix image URL handling - [PR #18139](https://github.com/BerriAI/litellm/pull/18139)
+ - Support Signed URLs with Query Parameters in Image Processing - [PR #17976](https://github.com/BerriAI/litellm/pull/17976)
+ - Add none to encoding_format instead of omitting it - [PR #18042](https://github.com/BerriAI/litellm/pull/18042)
+
+---
+
+## LLM API Endpoints
+
+#### Features
+
+- **[Responses API](../../docs/response_api)**
+ - Add provider specific tools support - [PR #17980](https://github.com/BerriAI/litellm/pull/17980)
+ - Add custom headers support - [PR #18036](https://github.com/BerriAI/litellm/pull/18036)
+ - Fix tool calls transformation in completion bridge - [PR #18226](https://github.com/BerriAI/litellm/pull/18226)
+ - Use list format with input_text for tool results - [PR #18257](https://github.com/BerriAI/litellm/pull/18257)
+ - Add cost tracking in background mode - [PR #18236](https://github.com/BerriAI/litellm/pull/18236)
+ - Fix Claude code responses API bridge errors - [PR #18194](https://github.com/BerriAI/litellm/pull/18194)
+- **[Chat Completions API](../../docs/completion/input)**
+ - Add support for agent skills - [PR #18031](https://github.com/BerriAI/litellm/pull/18031)
+- **[Skills API](../../docs/skills)**
+ - Unified Skills API works across Anthropic, Vertex, Azure, Bedrock - [PR #18232](https://github.com/BerriAI/litellm/pull/18232)
+- **[Search API](../../docs/search/index)**
+ - Add new RAG Search API with rerankers - [PR #18217](https://github.com/BerriAI/litellm/pull/18217)
+- **[Interactions API](../../docs/interactions)**
+ - Add Google Interactions API on SDK and AI Gateway - [PR #18079](https://github.com/BerriAI/litellm/pull/18079), [PR #18081](https://github.com/BerriAI/litellm/pull/18081)
+- **[Image Edit API](../../docs/image_edits)**
+ - Add drop_params support and fix Vertex AI config - [PR #18077](https://github.com/BerriAI/litellm/pull/18077)
+- **General**
+ - Skip adding beta headers for Vertex AI as it is not supported - [PR #18037](https://github.com/BerriAI/litellm/pull/18037)
+ - Fix managed files endpoint - [PR #18046](https://github.com/BerriAI/litellm/pull/18046)
+ - Allow base_model for non-Azure providers in proxy - [PR #18038](https://github.com/BerriAI/litellm/pull/18038)
+
+#### Bugs
+
+- **General**
+ - Fix basemodel import in guardrail translation - [PR #17977](https://github.com/BerriAI/litellm/pull/17977)
+ - Fix No module named 'fastapi' error - [PR #18239](https://github.com/BerriAI/litellm/pull/18239)
+
+---
+
+## Management Endpoints / UI
+
+#### Features
+
+- **Virtual Keys**
+ - Add master key rotation for credentials table - [PR #17952](https://github.com/BerriAI/litellm/pull/17952)
+ - Fix tag management to preserve encrypted fields in litellm_params - [PR #17484](https://github.com/BerriAI/litellm/pull/17484)
+ - Fix key delete and regenerate permissions - [PR #18214](https://github.com/BerriAI/litellm/pull/18214)
+- **Models + Endpoints**
+ - Add Models Conditional Rendering in UI - [PR #18071](https://github.com/BerriAI/litellm/pull/18071)
+ - Add Health Check Model for Wildcard Model in UI - [PR #18269](https://github.com/BerriAI/litellm/pull/18269)
+ - Auto Resolve Vector Store Embedding Model Config - [PR #18167](https://github.com/BerriAI/litellm/pull/18167)
+- **Vector Stores**
+ - Add Milvus Vector Store UI support - [PR #18030](https://github.com/BerriAI/litellm/pull/18030)
+ - Persist Vector Store Settings in Team Update - [PR #18274](https://github.com/BerriAI/litellm/pull/18274)
+- **Logs & Spend**
+ - Add LiteLLM Overhead to Logs - [PR #18033](https://github.com/BerriAI/litellm/pull/18033)
+ - Show LiteLLM Overhead in Logs UI - [PR #18034](https://github.com/BerriAI/litellm/pull/18034)
+ - Resolve Team ID to Team Alias in Usage Page - [PR #18275](https://github.com/BerriAI/litellm/pull/18275)
+ - Fix Usage Page Top Key View Button Visibility - [PR #18203](https://github.com/BerriAI/litellm/pull/18203)
+- **SSO & Health**
+ - Add SSO Readiness Health Check - [PR #18078](https://github.com/BerriAI/litellm/pull/18078)
+ - Fix /health/test_connection to resolve env variables like /chat/completions - [PR #17752](https://github.com/BerriAI/litellm/pull/17752)
+- **CloudZero**
+ - Add CloudZero Cost Tracking UI - [PR #18163](https://github.com/BerriAI/litellm/pull/18163)
+ - Add Delete CloudZero Settings Route and UI - [PR #18168](https://github.com/BerriAI/litellm/pull/18168), [PR #18170](https://github.com/BerriAI/litellm/pull/18170)
+- **General**
+ - Update UI path handling for non-root Docker - [PR #17989](https://github.com/BerriAI/litellm/pull/17989)
+
+#### Bugs
+
+- **UI Fixes**
+ - Fix Login Page Failed To Parse JSON Error - [PR #18159](https://github.com/BerriAI/litellm/pull/18159)
+ - Fix new user route user_id collision handling - [PR #17559](https://github.com/BerriAI/litellm/pull/17559)
+ - Fix Callback Environment Variables Casing - [PR #17912](https://github.com/BerriAI/litellm/pull/17912)
+
+---
+
+## AI Integrations
+
+### Logging
+
+- **[Azure Sentinel](../../docs/observability/azure_sentinel)**
+ - Add new Azure Sentinel Logger integration - [PR #18146](https://github.com/BerriAI/litellm/pull/18146)
+- **[Prometheus](../../docs/proxy/logging#prometheus)**
+ - Add extraction of top level metadata for custom labels - [PR #18087](https://github.com/BerriAI/litellm/pull/18087)
+- **[Langfuse](../../docs/proxy/logging#langfuse)**
+ - Fix not working log_failure_event - [PR #18234](https://github.com/BerriAI/litellm/pull/18234)
+- **[Arize Phoenix](../../docs/observability/phoenix_integration)**
+ - Fix nested spans - [PR #18102](https://github.com/BerriAI/litellm/pull/18102)
+- **General**
+ - Change extra_headers to additional_headers - [PR #17950](https://github.com/BerriAI/litellm/pull/17950)
+
+### Guardrails
+
+- **[LiteLLM Content Filter](../../docs/proxy/guardrails/litellm_content_filter)**
+ - Add built-in guardrails for harmful content, bias, etc. - [PR #18029](https://github.com/BerriAI/litellm/pull/18029)
+ - Add support for running content filters on images - [PR #18044](https://github.com/BerriAI/litellm/pull/18044)
+ - Add support for Brazil PII field - [PR #18076](https://github.com/BerriAI/litellm/pull/18076)
+ - Add configurable guardrail options for content filtering - [PR #18007](https://github.com/BerriAI/litellm/pull/18007)
+- **[Guardrails API](../../docs/adding_provider/generic_guardrail_api)**
+ - Support LLM tool call response checks on `/chat/completions`, `/v1/responses`, `/v1/messages` - [PR #17619](https://github.com/BerriAI/litellm/pull/17619)
+ - Add guardrails load balancing - [PR #18181](https://github.com/BerriAI/litellm/pull/18181)
+ - Fix guardrails for passthrough endpoint - [PR #18109](https://github.com/BerriAI/litellm/pull/18109)
+ - Add headers to metadata for guardrails on pass-through endpoints - [PR #17992](https://github.com/BerriAI/litellm/pull/17992)
+ - Various fixes for guardrail on OpenRouter models - [PR #18085](https://github.com/BerriAI/litellm/pull/18085)
+- **[Lakera](../../docs/proxy/guardrails/lakera_ai)**
+ - Add monitor mode for Lakera - [PR #18084](https://github.com/BerriAI/litellm/pull/18084)
+- **[Pillar Security](../../docs/proxy/guardrails/pillar_security)**
+ - Add masking support and MCP call support - [PR #17959](https://github.com/BerriAI/litellm/pull/17959)
+- **[Bedrock Guardrails](../../docs/proxy/guardrails/bedrock)**
+ - Add support for Bedrock image guardrails - [PR #18115](https://github.com/BerriAI/litellm/pull/18115)
+ - Guardrails block action takes precedence over masking - [PR #17968](https://github.com/BerriAI/litellm/pull/17968)
+
+### Secret Managers
+
+- **[HashiCorp Vault](../../docs/secret_managers/hashicorp_vault)**
+ - Add documentation for configurable Vault mount - [PR #18082](https://github.com/BerriAI/litellm/pull/18082)
+ - Add per-team Vault configuration - [PR #18150](https://github.com/BerriAI/litellm/pull/18150)
+- **UI**
+ - Add secret manager settings controls to team management UI - [PR #18149](https://github.com/BerriAI/litellm/pull/18149)
+
+---
+
+## Spend Tracking, Budgets and Rate Limiting
+
+- **Email Budget Alerts** - Send email notifications when budgets are reached - [PR #17995](https://github.com/BerriAI/litellm/pull/17995)
+
+---
+
+## MCP Gateway
+
+- **Auth Header Propagation** - Add MCP auth header propagation - [PR #17963](https://github.com/BerriAI/litellm/pull/17963)
+- **Fix deepcopy error** - Fix MCP tool call deepcopy error when processing requests - [PR #18010](https://github.com/BerriAI/litellm/pull/18010)
+- **Fix list tool** - Fix MCP list_tools not working without database connection - [PR #18161](https://github.com/BerriAI/litellm/pull/18161)
+
+---
+
+## Agent Gateway (A2A)
+
+- **New Provider: Agent Gateway** - Add pydantic ai agents support - [PR #18013](https://github.com/BerriAI/litellm/pull/18013)
+- **VertexAI Agent Engine** - Add Vertex AI Agent Engine provider - [PR #18014](https://github.com/BerriAI/litellm/pull/18014)
+- **Fix model extraction** - Fix get_model_from_request() to extract model ID from Vertex AI passthrough URLs - [PR #18097](https://github.com/BerriAI/litellm/pull/18097)
+
+---
+
+## Performance / Loadbalancing / Reliability improvements
+
+- **Lazy Imports** - Use per-attribute lazy imports and extract shared constants - [PR #17994](https://github.com/BerriAI/litellm/pull/17994)
+- **Lazy Load HTTP Handlers** - Lazy load http handlers - [PR #17997](https://github.com/BerriAI/litellm/pull/17997)
+- **Lazy Load Caches** - Lazy load caches - [PR #18001](https://github.com/BerriAI/litellm/pull/18001)
+- **Lazy Load Types** - Lazy load bedrock types, .types.utils, GuardrailItem - [PR #18053](https://github.com/BerriAI/litellm/pull/18053), [PR #18054](https://github.com/BerriAI/litellm/pull/18054), [PR #18072](https://github.com/BerriAI/litellm/pull/18072)
+- **Lazy Load Configs** - Lazy load 41 configuration classes - [PR #18267](https://github.com/BerriAI/litellm/pull/18267)
+- **Lazy Load Client Decorators** - Lazy load heavy client decorator imports - [PR #18064](https://github.com/BerriAI/litellm/pull/18064)
+- **Prisma Build Time** - Download Prisma binaries at build time instead of runtime for security restricted environments - [PR #17695](https://github.com/BerriAI/litellm/pull/17695)
+- **Docker Alpine** - Add libsndfile to Alpine image for ARM64 audio processing - [PR #18092](https://github.com/BerriAI/litellm/pull/18092)
+- **Security** - Prevent LiteLLM API key leakage on /health endpoint failures - [PR #18133](https://github.com/BerriAI/litellm/pull/18133)
+
+---
+
+## Documentation Updates
+
+- **SAP Docs** - Update SAP documentation - [PR #17974](https://github.com/BerriAI/litellm/pull/17974)
+- **Pydantic AI Agents** - Add docs on using pydantic ai agents with LiteLLM A2A gateway - [PR #18026](https://github.com/BerriAI/litellm/pull/18026)
+- **Vertex AI Agent Engine** - Add Vertex AI Agent Engine documentation - [PR #18027](https://github.com/BerriAI/litellm/pull/18027)
+- **Router Order** - Add router order parameter documentation - [PR #18045](https://github.com/BerriAI/litellm/pull/18045)
+- **Secret Manager Settings** - Improve secret manager settings documentation - [PR #18235](https://github.com/BerriAI/litellm/pull/18235)
+- **Gemini 3 Flash** - Add version requirement in Gemini 3 Flash blog - [PR #18227](https://github.com/BerriAI/litellm/pull/18227)
+- **README** - Expand Responses API section and update endpoints - [PR #17354](https://github.com/BerriAI/litellm/pull/17354)
+- **Amazon Nova** - Add Amazon Nova to sidebar and supported models - [PR #18220](https://github.com/BerriAI/litellm/pull/18220)
+- **Benchmarks** - Add infrastructure recommendations to benchmarks documentation - [PR #18264](https://github.com/BerriAI/litellm/pull/18264)
+- **Broken Links** - Fix broken link corrections - [PR #18104](https://github.com/BerriAI/litellm/pull/18104)
+- **README Fixes** - Various README improvements - [PR #18206](https://github.com/BerriAI/litellm/pull/18206)
+
+---
+
+## Infrastructure / CI/CD
+
+- **PR Templates** - Add LiteLLM team PR template and CI/CD rules - [PR #17983](https://github.com/BerriAI/litellm/pull/17983), [PR #17985](https://github.com/BerriAI/litellm/pull/17985)
+- **Issue Labeling** - Improve issue labeling with component dropdown and more provider keywords - [PR #17957](https://github.com/BerriAI/litellm/pull/17957)
+- **PR Template Cleanup** - Remove redundant fields from PR template - [PR #17956](https://github.com/BerriAI/litellm/pull/17956)
+- **Dependencies** - Bump altcha-lib from 1.3.0 to 1.4.1 - [PR #18017](https://github.com/BerriAI/litellm/pull/18017)
+
+---
+
+## New Contributors
+
+* @dongbin-lunark made their first contribution in [PR #17757](https://github.com/BerriAI/litellm/pull/17757)
+* @qdrddr made their first contribution in [PR #18004](https://github.com/BerriAI/litellm/pull/18004)
+* @donicrosby made their first contribution in [PR #17962](https://github.com/BerriAI/litellm/pull/17962)
+* @NicolaivdSmagt made their first contribution in [PR #17992](https://github.com/BerriAI/litellm/pull/17992)
+* @Reapor-Yurnero made their first contribution in [PR #18085](https://github.com/BerriAI/litellm/pull/18085)
+* @jk-f5 made their first contribution in [PR #18086](https://github.com/BerriAI/litellm/pull/18086)
+* @castrapel made their first contribution in [PR #18077](https://github.com/BerriAI/litellm/pull/18077)
+* @dtikhonov made their first contribution in [PR #17484](https://github.com/BerriAI/litellm/pull/17484)
+* @opleonnn made their first contribution in [PR #18175](https://github.com/BerriAI/litellm/pull/18175)
+* @eurogig made their first contribution in [PR #18084](https://github.com/BerriAI/litellm/pull/18084)
+
+---
+
+## Full Changelog
+
+**[View complete changelog on GitHub](https://github.com/BerriAI/litellm/compare/v1.80.10-nightly...v1.80.11)**
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index b4bf1293f9..b6b8fe1223 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -289,7 +289,7 @@ const sidebars = {
label: "All Endpoints (Swagger)",
href: "https://litellm-api.up.railway.app/",
},
- "proxy/enterprise",
+ "proxy/enterprise",
{
type: "category",
label: "Authentication",
@@ -470,10 +470,10 @@ const sidebars = {
"proxy/managed_finetuning",
]
},
- "generateContent",
- "apply_guardrail",
- "bedrock_invoke",
- "interactions",
+ "generateContent",
+ "apply_guardrail",
+ "bedrock_invoke",
+ "interactions",
{
type: "category",
label: "/images",
@@ -664,6 +664,7 @@ const sidebars = {
"providers/bedrock_agents",
"providers/bedrock_writer",
"providers/bedrock_batches",
+ "providers/aws_polly",
"providers/bedrock_vector_store",
]
},
@@ -783,6 +784,7 @@ const sidebars = {
]
},
"providers/xai",
+ "providers/xiaomi_mimo",
"providers/xinference",
"providers/zai",
],
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251220144550_schema_update/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251220144550_schema_update/migration.sql
new file mode 100644
index 0000000000..b40defec30
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251220144550_schema_update/migration.sql
@@ -0,0 +1,20 @@
+-- CreateTable
+CREATE TABLE "LiteLLM_SkillsTable" (
+ "skill_id" TEXT NOT NULL,
+ "display_title" TEXT,
+ "description" TEXT,
+ "instructions" TEXT,
+ "source" TEXT NOT NULL DEFAULT 'custom',
+ "latest_version" TEXT,
+ "file_content" BYTEA,
+ "file_name" TEXT,
+ "file_type" TEXT,
+ "metadata" JSONB DEFAULT '{}',
+ "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+ "created_by" TEXT,
+ "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+ "updated_by" TEXT,
+
+ CONSTRAINT "LiteLLM_SkillsTable_pkey" PRIMARY KEY ("skill_id")
+);
+
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 674e112890..7c11a04fca 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
[tool.poetry]
name = "litellm-proxy-extras"
-version = "0.4.14"
+version = "0.4.16"
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 = "0.4.14"
+version = "0.4.16"
version_files = [
"pyproject.toml:version",
"../requirements.txt:litellm-proxy-extras==",
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 87b1dec2cd..b20b3c5f8e 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -1516,7 +1516,6 @@ if TYPE_CHECKING:
from .llms.voyage.rerank.transformation import VoyageRerankConfig as VoyageRerankConfig
from .llms.clarifai.chat.transformation import ClarifaiConfig as ClarifaiConfig
from .llms.ai21.chat.transformation import AI21ChatConfig as AI21ChatConfig
- from .llms.ai21.chat.transformation import AI21Config as AI21Config
from litellm.caching.llm_caching_handler import LLMClientCache
from litellm.types.llms.bedrock import COHERE_EMBEDDING_INPUT_TYPES
from litellm.types.utils import (
@@ -1570,9 +1569,7 @@ if TYPE_CHECKING:
module_level_aclient: AsyncHTTPHandler
module_level_client: HTTPHandler
- # LLM config classes - lazy loaded only
- AmazonConverseConfig: Type[Any]
- OpenAILikeChatConfig: Type[Any]
+ # Note: AmazonConverseConfig and OpenAILikeChatConfig are imported above in TYPE_CHECKING block
def __getattr__(name: str) -> Any:
diff --git a/litellm/_lazy_imports.py b/litellm/_lazy_imports.py
index b25e683064..6f96f9f8ff 100644
--- a/litellm/_lazy_imports.py
+++ b/litellm/_lazy_imports.py
@@ -1,5 +1,6 @@
-from typing import Any, Optional, cast
import sys
+from typing import Any, Optional, cast
+
def _get_litellm_globals() -> dict:
"""Helper to get the globals dictionary of the litellm module."""
@@ -262,7 +263,9 @@ def _lazy_import_utils(name: str) -> Any: # noqa: PLR0915
return _supports_response_schema
if name == "supports_parallel_function_calling":
- from .utils import supports_parallel_function_calling as _supports_parallel_function_calling
+ from .utils import (
+ supports_parallel_function_calling as _supports_parallel_function_calling,
+ )
_globals["supports_parallel_function_calling"] = _supports_parallel_function_calling
return _supports_parallel_function_calling
@@ -428,7 +431,9 @@ def _lazy_import_cost_calculator(name: str) -> Any:
return _cost_per_token
if name == "response_cost_calculator":
- from .cost_calculator import response_cost_calculator as _response_cost_calculator
+ from .cost_calculator import (
+ response_cost_calculator as _response_cost_calculator,
+ )
_globals["response_cost_calculator"] = _response_cost_calculator
return _response_cost_calculator
@@ -500,9 +505,7 @@ def _lazy_import_types_utils(name: str) -> Any:
return _CredentialItem
if name == "PriorityReservationDict":
- from .types.utils import (
- PriorityReservationDict as _PriorityReservationDict,
- )
+ from .types.utils import PriorityReservationDict as _PriorityReservationDict
_globals["PriorityReservationDict"] = _PriorityReservationDict
return _PriorityReservationDict
@@ -522,9 +525,7 @@ def _lazy_import_types_utils(name: str) -> Any:
return _SearchProviders
if name == "GenericStreamingChunk":
- from .types.utils import (
- GenericStreamingChunk as _GenericStreamingChunk,
- )
+ from .types.utils import GenericStreamingChunk as _GenericStreamingChunk
_globals["GenericStreamingChunk"] = _GenericStreamingChunk
return _GenericStreamingChunk
@@ -568,13 +569,17 @@ def _lazy_import_llm_client_cache(name: str) -> Any:
_globals = _get_litellm_globals()
if name == "LLMClientCache":
- from litellm.caching.llm_caching_handler import LLMClientCache as _LLMClientCache
+ from litellm.caching.llm_caching_handler import (
+ LLMClientCache as _LLMClientCache,
+ )
_globals["LLMClientCache"] = _LLMClientCache
return _LLMClientCache
if name == "in_memory_llm_clients_cache":
- from litellm.caching.llm_caching_handler import LLMClientCache as _LLMClientCache
+ from litellm.caching.llm_caching_handler import (
+ LLMClientCache as _LLMClientCache,
+ )
instance = _LLMClientCache()
# Only populate the requested singleton name to keep lazy-import
@@ -594,7 +599,9 @@ def _lazy_import_litellm_logging(name: str) -> Any:
return _Logging
if name == "modify_integration":
- from litellm.litellm_core_utils.litellm_logging import modify_integration as _modify_integration
+ from litellm.litellm_core_utils.litellm_logging import (
+ modify_integration as _modify_integration,
+ )
_globals["modify_integration"] = _modify_integration
return _modify_integration
@@ -669,9 +676,7 @@ def _lazy_import_types(name: str) -> Any:
_globals = _get_litellm_globals()
if name == "GuardrailItem":
- from litellm.types.guardrails import (
- GuardrailItem as _GuardrailItem,
- )
+ from litellm.types.guardrails import GuardrailItem as _GuardrailItem
_globals["GuardrailItem"] = _GuardrailItem
return _GuardrailItem
@@ -679,7 +684,7 @@ def _lazy_import_types(name: str) -> Any:
raise AttributeError(f"Types lazy import: unknown attribute {name!r}")
-def _lazy_import_llm_configs(name: str) -> Any:
+def _lazy_import_llm_configs(name: str) -> Any: # noqa: PLR0915
"""Lazy import for LLM config classes."""
_globals = _get_litellm_globals()
@@ -724,9 +729,7 @@ def _lazy_import_llm_configs(name: str) -> Any:
return _AzureAnthropicConfig
if name == "BytezChatConfig":
- from .llms.bytez.chat.transformation import (
- BytezChatConfig as _BytezChatConfig,
- )
+ from .llms.bytez.chat.transformation import BytezChatConfig as _BytezChatConfig
_globals["BytezChatConfig"] = _BytezChatConfig
return _BytezChatConfig
@@ -780,9 +783,7 @@ def _lazy_import_llm_configs(name: str) -> Any:
return _OobaboogaConfig
if name == "MaritalkConfig":
- from .llms.maritalk import (
- MaritalkConfig as _MaritalkConfig,
- )
+ from .llms.maritalk import MaritalkConfig as _MaritalkConfig
_globals["MaritalkConfig"] = _MaritalkConfig
return _MaritalkConfig
@@ -820,17 +821,13 @@ def _lazy_import_llm_configs(name: str) -> Any:
return _AnthropicTextConfig
if name == "GroqSTTConfig":
- from .llms.groq.stt.transformation import (
- GroqSTTConfig as _GroqSTTConfig,
- )
+ from .llms.groq.stt.transformation import GroqSTTConfig as _GroqSTTConfig
_globals["GroqSTTConfig"] = _GroqSTTConfig
return _GroqSTTConfig
if name == "TritonConfig":
- from .llms.triton.completion.transformation import (
- TritonConfig as _TritonConfig,
- )
+ from .llms.triton.completion.transformation import TritonConfig as _TritonConfig
_globals["TritonConfig"] = _TritonConfig
return _TritonConfig
@@ -1004,9 +1001,7 @@ def _lazy_import_llm_configs(name: str) -> Any:
return _VoyageRerankConfig
if name == "ClarifaiConfig":
- from .llms.clarifai.chat.transformation import (
- ClarifaiConfig as _ClarifaiConfig,
- )
+ from .llms.clarifai.chat.transformation import ClarifaiConfig as _ClarifaiConfig
_globals["ClarifaiConfig"] = _ClarifaiConfig
return _ClarifaiConfig
diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py
index 6f9aa192f9..55a8e665bb 100644
--- a/litellm/completion_extras/litellm_responses_transformation/transformation.py
+++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py
@@ -167,28 +167,27 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
)
elif role == "tool":
# Convert tool message to function call output format
- # The Responses API expects 'output' to be a string, not a list
+ # The Responses API expects 'output' to be a list with input_text/input_image types
+ # Using list format for consistency across text and multimodal content
+ tool_output: List[Dict[str, Any]]
if content is None:
- output_str = ""
+ tool_output = []
elif isinstance(content, str):
- output_str = content
+ # Convert string to list with input_text
+ tool_output = [{"type": "input_text", "text": content}]
elif isinstance(content, list):
- # If content is a list, extract text parts and join them
- text_parts = []
- for item in content:
- if isinstance(item, str):
- text_parts.append(item)
- elif isinstance(item, dict) and item.get("type") == "text":
- text_parts.append(item.get("text", ""))
- output_str = " ".join(text_parts) if text_parts else str(content)
+ # Transform list content to Responses API format
+ tool_output = self._convert_content_to_responses_format(
+ content, "user" # Use "user" role to get input_* types
+ )
else:
- # Fallback: convert unexpected types to string
- output_str = str(content)
+ # Fallback: convert unexpected types to input_text
+ tool_output = [{"type": "input_text", "text": str(content)}]
input_items.append(
{
"type": "function_call_output",
"call_id": tool_call_id,
- "output": output_str,
+ "output": tool_output,
}
)
elif role == "assistant" and tool_calls and isinstance(tool_calls, list):
diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py
index 6771999cd3..4c4e6fa634 100644
--- a/litellm/integrations/custom_logger.py
+++ b/litellm/integrations/custom_logger.py
@@ -32,6 +32,8 @@ from litellm.types.utils import (
)
if TYPE_CHECKING:
+ from fastapi import HTTPException
+
from litellm.caching.caching import DualCache
from opentelemetry.trace import Span as _Span
@@ -348,7 +350,20 @@ class CustomLogger: # https://docs.litellm.ai/docs/observability/custom_callbac
original_exception: Exception,
user_api_key_dict: UserAPIKeyAuth,
traceback_str: Optional[str] = None,
- ):
+ ) -> Optional["HTTPException"]:
+ """
+ Called after an LLM API call fails. Can return or raise HTTPException to transform error responses.
+
+ Args:
+ - request_data: dict - The request data.
+ - original_exception: Exception - The original exception that occurred.
+ - user_api_key_dict: UserAPIKeyAuth - The user API key dictionary.
+ - traceback_str: Optional[str] - The traceback string.
+
+ Returns:
+ - Optional[HTTPException]: Return an HTTPException to transform the error response sent to the client.
+ Return None to use the original exception.
+ """
pass
async def async_post_call_success_hook(
diff --git a/litellm/integrations/datadog/datadog.py b/litellm/integrations/datadog/datadog.py
index 21e1d56222..503e8d8c87 100644
--- a/litellm/integrations/datadog/datadog.py
+++ b/litellm/integrations/datadog/datadog.py
@@ -27,6 +27,13 @@ import litellm
from litellm._logging import verbose_logger
from litellm._uuid import uuid
from litellm.integrations.custom_batch_logger import CustomBatchLogger
+from litellm.integrations.datadog.datadog_handler import (
+ get_datadog_hostname,
+ get_datadog_service,
+ get_datadog_source,
+ get_datadog_tags,
+)
+from litellm.litellm_core_utils.dd_tracing import tracer
from litellm.llms.custom_httpx.http_handler import (
_get_httpx_client,
get_async_httpx_client,
@@ -67,23 +74,23 @@ class DataDogLogger(
Optional environment variables (DataDog Agent):
`LITELLM_DD_AGENT_HOST` - hostname or IP of DataDog agent, example = `"localhost"`
`LITELLM_DD_AGENT_PORT` - port of DataDog agent (default: 10518 for logs)
-
+
Note: We use LITELLM_DD_AGENT_HOST instead of DD_AGENT_HOST to avoid conflicts
with ddtrace which automatically sets DD_AGENT_HOST for APM tracing.
"""
try:
verbose_logger.debug("Datadog: in init datadog logger")
-
+
#########################################################
# Handle datadog_params set as litellm.datadog_params
#########################################################
dict_datadog_params = self._get_datadog_params()
kwargs.update(dict_datadog_params)
-
+
self.async_client = get_async_httpx_client(
llm_provider=httpxSpecialProvider.LoggingCallback
)
-
+
# Configure DataDog endpoint (Agent or Direct API)
# Use LITELLM_DD_AGENT_HOST to avoid conflicts with ddtrace's DD_AGENT_HOST
dd_agent_host = os.getenv("LITELLM_DD_AGENT_HOST")
@@ -91,7 +98,7 @@ class DataDogLogger(
self._configure_dd_agent(dd_agent_host=dd_agent_host)
else:
self._configure_dd_direct_api()
-
+
# Optional override for testing
self._apply_dd_base_url_override()
self.sync_client = _get_httpx_client()
@@ -118,17 +125,21 @@ class DataDogLogger(
dict_datadog_params = litellm.datadog_params.model_dump()
elif isinstance(litellm.datadog_params, Dict):
# only allow params that are of DatadogInitParams
- dict_datadog_params = DatadogInitParams(**litellm.datadog_params).model_dump()
+ dict_datadog_params = DatadogInitParams(
+ **litellm.datadog_params
+ ).model_dump()
return dict_datadog_params
def _configure_dd_agent(self, dd_agent_host: str) -> None:
"""
Configure DataDog Agent for log forwarding
-
+
Args:
dd_agent_host: Hostname or IP of DataDog agent
"""
- dd_agent_port = os.getenv("LITELLM_DD_AGENT_PORT", "10518") # default port for logs
+ dd_agent_port = os.getenv(
+ "LITELLM_DD_AGENT_PORT", "10518"
+ ) # default port for logs
self.intake_url = f"http://{dd_agent_host}:{dd_agent_port}/api/v2/logs"
self.DD_API_KEY = os.getenv("DD_API_KEY") # Optional when using agent
verbose_logger.debug(f"Datadog: Using DD Agent at {self.intake_url}")
@@ -136,7 +147,7 @@ class DataDogLogger(
def _configure_dd_direct_api(self) -> None:
"""
Configure direct DataDog API connection
-
+
Raises:
Exception: If required environment variables are not set
"""
@@ -144,11 +155,9 @@ class DataDogLogger(
raise Exception("DD_API_KEY is not set, set 'DD_API_KEY=<>")
if os.getenv("DD_SITE", None) is None:
raise Exception("DD_SITE is not set in .env, set 'DD_SITE=<>")
-
+
self.DD_API_KEY = os.getenv("DD_API_KEY")
- self.intake_url = (
- f"https://http-intake.logs.{os.getenv('DD_SITE')}/api/v2/logs"
- )
+ self.intake_url = f"https://http-intake.logs.{os.getenv('DD_SITE')}/api/v2/logs"
def _apply_dd_base_url_override(self) -> None:
"""
@@ -270,7 +279,7 @@ class DataDogLogger(
# Add API key if available (required for direct API, optional for agent)
if self.DD_API_KEY:
headers["DD-API-KEY"] = self.DD_API_KEY
-
+
response = self.sync_client.post(
url=self.intake_url,
json=dd_payload, # type: ignore
@@ -318,18 +327,18 @@ class DataDogLogger(
status: DataDogStatus,
) -> DatadogPayload:
from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
json_payload = safe_dumps(standard_logging_object)
verbose_logger.debug("Datadog: Logger - Logging payload = %s", json_payload)
dd_payload = DatadogPayload(
- ddsource=self._get_datadog_source(),
- ddtags=self._get_datadog_tags(
- standard_logging_object=standard_logging_object
- ),
- hostname=self._get_datadog_hostname(),
+ ddsource=get_datadog_source(),
+ ddtags=get_datadog_tags(standard_logging_object=standard_logging_object),
+ hostname=get_datadog_hostname(),
message=json_payload,
- service=self._get_datadog_service(),
+ service=get_datadog_service(),
status=status,
)
+ self._add_trace_context_to_payload(dd_payload=dd_payload)
return dd_payload
def create_datadog_logging_payload(
@@ -384,18 +393,19 @@ class DataDogLogger(
import gzip
from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
compressed_data = gzip.compress(safe_dumps(data).encode("utf-8"))
-
+
# Build headers
headers = {
"Content-Encoding": "gzip",
"Content-Type": "application/json",
}
-
+
# Add API key if available (required for direct API, optional for agent)
if self.DD_API_KEY:
headers["DD-API-KEY"] = self.DD_API_KEY
-
+
response = await self.async_client.post(
url=self.intake_url,
data=compressed_data, # type: ignore
@@ -421,13 +431,14 @@ class DataDogLogger(
_payload_dict = payload.model_dump()
_payload_dict.update(event_metadata or {})
from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
_dd_message_str = safe_dumps(_payload_dict)
_dd_payload = DatadogPayload(
- ddsource=self._get_datadog_source(),
- ddtags=self._get_datadog_tags(),
- hostname=self._get_datadog_hostname(),
+ ddsource=get_datadog_source(),
+ ddtags=get_datadog_tags(),
+ hostname=get_datadog_hostname(),
message=_dd_message_str,
- service=self._get_datadog_service(),
+ service=get_datadog_service(),
status=DataDogStatus.WARN,
)
@@ -462,13 +473,14 @@ class DataDogLogger(
_payload_dict.update(event_metadata or {})
from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
_dd_message_str = safe_dumps(_payload_dict)
_dd_payload = DatadogPayload(
- ddsource=self._get_datadog_source(),
- ddtags=self._get_datadog_tags(),
- hostname=self._get_datadog_hostname(),
+ ddsource=get_datadog_source(),
+ ddtags=get_datadog_tags(),
+ hostname=get_datadog_hostname(),
message=_dd_message_str,
- service=self._get_datadog_service(),
+ service=get_datadog_service(),
status=DataDogStatus.INFO,
)
@@ -530,7 +542,6 @@ class DataDogLogger(
else:
clean_metadata[key] = value
-
# Build the initial payload
payload = {
"id": id,
@@ -550,68 +561,70 @@ class DataDogLogger(
}
from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
json_payload = safe_dumps(payload)
verbose_logger.debug("Datadog: Logger - Logging payload = %s", json_payload)
dd_payload = DatadogPayload(
- ddsource=self._get_datadog_source(),
- ddtags=self._get_datadog_tags(),
- hostname=self._get_datadog_hostname(),
+ ddsource=get_datadog_source(),
+ ddtags=get_datadog_tags(),
+ hostname=get_datadog_hostname(),
message=json_payload,
- service=self._get_datadog_service(),
+ service=get_datadog_service(),
status=DataDogStatus.INFO,
)
return dd_payload
- @staticmethod
- def _get_datadog_tags(
- standard_logging_object: Optional[StandardLoggingPayload] = None,
- ) -> str:
- """
- Get the datadog tags for the request
+ def _add_trace_context_to_payload(
+ self,
+ dd_payload: DatadogPayload,
+ ) -> None:
+ """Attach Datadog APM trace context if one is active."""
- DD tags need to be as follows:
- - tags: ["user_handle:dog@gmail.com", "app_version:1.0.0"]
- """
- base_tags = {
- "env": os.getenv("DD_ENV", "unknown"),
- "service": os.getenv("DD_SERVICE", "litellm"),
- "version": os.getenv("DD_VERSION", "unknown"),
- "HOSTNAME": DataDogLogger._get_datadog_hostname(),
- "POD_NAME": os.getenv("POD_NAME", "unknown"),
- }
+ try:
+ trace_context = self._get_active_trace_context()
+ if trace_context is None:
+ return
- tags = [f"{k}:{v}" for k, v in base_tags.items()]
-
- if standard_logging_object:
- _request_tags: List[str] = (
- standard_logging_object.get("request_tags", []) or []
+ dd_payload["dd.trace_id"] = trace_context["trace_id"]
+ span_id = trace_context.get("span_id")
+ if span_id is not None:
+ dd_payload["dd.span_id"] = span_id
+ except Exception:
+ verbose_logger.exception(
+ "Datadog: Failed to attach trace context to payload"
)
- request_tags = [f"request_tag:{tag}" for tag in _request_tags]
- tags.extend(request_tags)
- return ",".join(tags)
+ def _get_active_trace_context(self) -> Optional[Dict[str, str]]:
+ try:
+ current_span = None
+ current_span_fn = getattr(tracer, "current_span", None)
+ if callable(current_span_fn):
+ current_span = current_span_fn()
- @staticmethod
- def _get_datadog_source():
- return os.getenv("DD_SOURCE", "litellm")
+ if current_span is None:
+ current_root_span_fn = getattr(tracer, "current_root_span", None)
+ if callable(current_root_span_fn):
+ current_span = current_root_span_fn()
- @staticmethod
- def _get_datadog_service():
- return os.getenv("DD_SERVICE", "litellm-server")
+ if current_span is None:
+ return None
- @staticmethod
- def _get_datadog_hostname():
- return os.getenv("HOSTNAME", "")
+ trace_id = getattr(current_span, "trace_id", None)
+ if trace_id is None:
+ return None
- @staticmethod
- def _get_datadog_env():
- return os.getenv("DD_ENV", "unknown")
-
- @staticmethod
- def _get_datadog_pod_name():
- return os.getenv("POD_NAME", "unknown")
+ span_id = getattr(current_span, "span_id", None)
+ trace_context: Dict[str, str] = {"trace_id": str(trace_id)}
+ if span_id is not None:
+ trace_context["span_id"] = str(span_id)
+ return trace_context
+ except Exception:
+ verbose_logger.exception(
+ "Datadog: Failed to retrieve active trace context from tracer"
+ )
+ return None
async def async_health_check(self) -> IntegrationHealthCheckStatus:
"""
@@ -651,4 +664,4 @@ class DataDogLogger(
start_time_utc: Optional[datetimeObj],
end_time_utc: Optional[datetimeObj],
) -> Optional[dict]:
- pass
\ No newline at end of file
+ pass
diff --git a/litellm/integrations/datadog/datadog_handler.py b/litellm/integrations/datadog/datadog_handler.py
new file mode 100644
index 0000000000..26fab77759
--- /dev/null
+++ b/litellm/integrations/datadog/datadog_handler.py
@@ -0,0 +1,50 @@
+"""Shared helpers for Datadog integrations."""
+
+from __future__ import annotations
+
+import os
+from typing import List, Optional
+
+from litellm.types.utils import StandardLoggingPayload
+
+
+def get_datadog_source() -> str:
+ return os.getenv("DD_SOURCE", "litellm")
+
+
+def get_datadog_service() -> str:
+ return os.getenv("DD_SERVICE", "litellm-server")
+
+
+def get_datadog_hostname() -> str:
+ return os.getenv("HOSTNAME", "")
+
+
+def get_datadog_env() -> str:
+ return os.getenv("DD_ENV", "unknown")
+
+
+def get_datadog_pod_name() -> str:
+ return os.getenv("POD_NAME", "unknown")
+
+
+def get_datadog_tags(
+ standard_logging_object: Optional[StandardLoggingPayload] = None,
+) -> str:
+ """Build Datadog tags string used by multiple integrations."""
+
+ base_tags = {
+ "env": get_datadog_env(),
+ "service": get_datadog_service(),
+ "version": os.getenv("DD_VERSION", "unknown"),
+ "HOSTNAME": get_datadog_hostname(),
+ "POD_NAME": get_datadog_pod_name(),
+ }
+
+ tags: List[str] = [f"{k}:{v}" for k, v in base_tags.items()]
+
+ if standard_logging_object:
+ request_tags = standard_logging_object.get("request_tags", []) or []
+ tags.extend(f"request_tag:{tag}" for tag in request_tags)
+
+ return ",".join(tags)
diff --git a/litellm/integrations/datadog/datadog_llm_obs.py b/litellm/integrations/datadog/datadog_llm_obs.py
index b44762d0af..65ed8a795c 100644
--- a/litellm/integrations/datadog/datadog_llm_obs.py
+++ b/litellm/integrations/datadog/datadog_llm_obs.py
@@ -18,7 +18,10 @@ import httpx
import litellm
from litellm._logging import verbose_logger
from litellm.integrations.custom_batch_logger import CustomBatchLogger
-from litellm.integrations.datadog.datadog import DataDogLogger
+from litellm.integrations.datadog.datadog_handler import (
+ get_datadog_service,
+ get_datadog_tags,
+)
from litellm.litellm_core_utils.dd_tracing import tracer
from litellm.litellm_core_utils.prompt_templates.common_utils import (
handle_any_messages_to_chat_completion_str_messages_conversion,
@@ -36,7 +39,7 @@ from litellm.types.utils import (
)
-class DataDogLLMObsLogger(DataDogLogger, CustomBatchLogger):
+class DataDogLLMObsLogger(CustomBatchLogger):
def __init__(self, **kwargs):
try:
verbose_logger.debug("DataDogLLMObs: Initializing logger")
@@ -142,8 +145,8 @@ class DataDogLLMObsLogger(DataDogLogger, CustomBatchLogger):
"data": DDIntakePayload(
type="span",
attributes=DDSpanAttributes(
- ml_app=self._get_datadog_service(),
- tags=[self._get_datadog_tags()],
+ ml_app=get_datadog_service(),
+ tags=[get_datadog_tags()],
spans=self.log_queue,
),
),
@@ -243,9 +246,7 @@ class DataDogLLMObsLogger(DataDogLogger, CustomBatchLogger):
duration=int((end_time - start_time).total_seconds() * 1e9),
metrics=metrics,
status="error" if error_info else "ok",
- tags=[
- self._get_datadog_tags(standard_logging_object=standard_logging_payload)
- ],
+ tags=[get_datadog_tags(standard_logging_object=standard_logging_payload)],
)
apm_trace_id = self._get_apm_trace_id()
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 36508e021e..a23fce891b 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -5,6 +5,7 @@ import httpx
import litellm
from litellm.constants import REPLICATE_MODEL_NAME_WITH_ID_LENGTH
from litellm.secret_managers.main import get_secret, get_secret_str
+from litellm.llms.openai_like.json_loader import JSONProviderRegistry
from ..types.router import LiteLLM_Params
@@ -155,6 +156,17 @@ def get_llm_provider( # noqa: PLR0915
if api_key and api_key.startswith("os.environ/"):
dynamic_api_key = get_secret_str(api_key)
+
+ # Check JSON-configured providers FIRST (before enum-based provider_list)
+ provider_prefix = model.split("/", 1)[0]
+ if len(model.split("/")) > 1 and JSONProviderRegistry.exists(provider_prefix):
+ return _get_openai_compatible_provider_info(
+ model=model,
+ api_base=api_base,
+ api_key=api_key,
+ dynamic_api_key=dynamic_api_key,
+ )
+
# check if llm provider part of model name
if (
diff --git a/litellm/llms/anthropic/chat/handler.py b/litellm/llms/anthropic/chat/handler.py
index 53563ef9b4..26e6016095 100644
--- a/litellm/llms/anthropic/chat/handler.py
+++ b/litellm/llms/anthropic/chat/handler.py
@@ -692,15 +692,15 @@ class ModelResponseIterator:
text = content_block_start["content_block"]["text"]
elif content_block_start["content_block"]["type"] == "tool_use" or content_block_start["content_block"]["type"] == "server_tool_use":
self.tool_index += 1
- # Some server_tool_use blocks (e.g. web_search) may omit `input` at start;
- # default to {} to avoid KeyError and let deltas populate arguments.
- tool_input = content_block_start["content_block"].get("input", {})
+ # Use empty string for arguments in content_block_start - actual arguments
+ # come in subsequent content_block_delta chunks and get accumulated.
+ # Using str(input) here would prepend '{}' causing invalid JSON accumulation.
tool_use = ChatCompletionToolCallChunk(
id=content_block_start["content_block"]["id"],
type="function",
function=ChatCompletionToolCallFunctionChunk(
name=content_block_start["content_block"]["name"],
- arguments=str(tool_input),
+ arguments="",
),
index=self.tool_index,
)
diff --git a/litellm/llms/aws_polly/__init__.py b/litellm/llms/aws_polly/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/litellm/llms/aws_polly/text_to_speech/__init__.py b/litellm/llms/aws_polly/text_to_speech/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/litellm/llms/aws_polly/text_to_speech/transformation.py b/litellm/llms/aws_polly/text_to_speech/transformation.py
new file mode 100644
index 0000000000..dc6c40000f
--- /dev/null
+++ b/litellm/llms/aws_polly/text_to_speech/transformation.py
@@ -0,0 +1,391 @@
+"""
+AWS Polly Text-to-Speech transformation
+
+Maps OpenAI TTS spec to AWS Polly SynthesizeSpeech API
+Reference: https://docs.aws.amazon.com/polly/latest/dg/API_SynthesizeSpeech.html
+"""
+
+import json
+from typing import TYPE_CHECKING, Any, Coroutine, Dict, Optional, Tuple, Union
+
+import httpx
+
+from litellm.llms.base_llm.text_to_speech.transformation import (
+ BaseTextToSpeechConfig,
+ TextToSpeechRequestData,
+)
+from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
+
+if TYPE_CHECKING:
+ from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+ from litellm.types.llms.openai import HttpxBinaryResponseContent
+else:
+ LiteLLMLoggingObj = Any
+ HttpxBinaryResponseContent = Any
+
+
+class AWSPollyTextToSpeechConfig(BaseTextToSpeechConfig, BaseAWSLLM):
+ """
+ Configuration for AWS Polly Text-to-Speech
+
+ Reference: https://docs.aws.amazon.com/polly/latest/dg/API_SynthesizeSpeech.html
+ """
+
+ def __init__(self):
+ BaseTextToSpeechConfig.__init__(self)
+ BaseAWSLLM.__init__(self)
+
+ # Default settings
+ DEFAULT_VOICE = "Joanna"
+ DEFAULT_ENGINE = "neural"
+ DEFAULT_OUTPUT_FORMAT = "mp3"
+ DEFAULT_REGION = "us-east-1"
+
+ # Voice name mappings from OpenAI voices to Polly voices
+ VOICE_MAPPINGS = {
+ "alloy": "Joanna", # US English female
+ "echo": "Matthew", # US English male
+ "fable": "Amy", # British English female
+ "onyx": "Brian", # British English male
+ "nova": "Ivy", # US English female (child)
+ "shimmer": "Kendra", # US English female
+ }
+
+ # Response format mappings from OpenAI to Polly
+ FORMAT_MAPPINGS = {
+ "mp3": "mp3",
+ "opus": "ogg_vorbis",
+ "aac": "mp3", # Polly doesn't support AAC, use MP3
+ "flac": "mp3", # Polly doesn't support FLAC, use MP3
+ "wav": "pcm",
+ "pcm": "pcm",
+ }
+
+ # Valid Polly engines
+ VALID_ENGINES = {"standard", "neural", "long-form", "generative"}
+
+ def dispatch_text_to_speech(
+ self,
+ model: str,
+ input: str,
+ voice: Optional[Union[str, Dict]],
+ optional_params: Dict,
+ litellm_params_dict: Dict,
+ logging_obj: "LiteLLMLoggingObj",
+ timeout: Union[float, httpx.Timeout],
+ extra_headers: Optional[Dict[str, Any]],
+ base_llm_http_handler: Any,
+ aspeech: bool,
+ api_base: Optional[str],
+ api_key: Optional[str],
+ **kwargs: Any,
+ ) -> Union[
+ "HttpxBinaryResponseContent",
+ Coroutine[Any, Any, "HttpxBinaryResponseContent"],
+ ]:
+ """
+ Dispatch method to handle AWS Polly TTS requests
+
+ This method encapsulates AWS-specific credential resolution and parameter handling
+
+ Args:
+ base_llm_http_handler: The BaseLLMHTTPHandler instance from main.py
+ """
+ # Get AWS region from kwargs or environment
+ aws_region_name = kwargs.get("aws_region_name") or self._get_aws_region_name_for_polly(
+ optional_params=optional_params
+ )
+
+ # Convert voice to string if it's a dict
+ voice_str: Optional[str] = None
+ if isinstance(voice, str):
+ voice_str = voice
+ elif isinstance(voice, dict):
+ voice_str = voice.get("name") if voice else None
+
+ # Update litellm_params with resolved values
+ # Note: AWS credentials (aws_access_key_id, aws_secret_access_key, etc.)
+ # are already in litellm_params_dict via get_litellm_params() in main.py
+ litellm_params_dict["aws_region_name"] = aws_region_name
+ litellm_params_dict["api_base"] = api_base
+ litellm_params_dict["api_key"] = api_key
+
+ # Call the text_to_speech_handler
+ response = base_llm_http_handler.text_to_speech_handler(
+ model=model,
+ input=input,
+ voice=voice_str,
+ text_to_speech_provider_config=self,
+ text_to_speech_optional_params=optional_params,
+ custom_llm_provider="aws_polly",
+ litellm_params=litellm_params_dict,
+ logging_obj=logging_obj,
+ timeout=timeout,
+ extra_headers=extra_headers,
+ client=None,
+ _is_async=aspeech,
+ )
+
+ return response
+
+ def _get_aws_region_name_for_polly(self, optional_params: Dict) -> str:
+ """Get AWS region name for Polly API calls."""
+ aws_region_name = optional_params.get("aws_region_name")
+ if aws_region_name is None:
+ aws_region_name = self.get_aws_region_name_for_non_llm_api_calls()
+ return aws_region_name
+
+ def get_supported_openai_params(self, model: str) -> list:
+ """
+ AWS Polly TTS supports these OpenAI parameters
+ """
+ return ["voice", "response_format", "speed"]
+
+ def map_openai_params(
+ self,
+ model: str,
+ optional_params: Dict,
+ voice: Optional[Union[str, Dict]] = None,
+ drop_params: bool = False,
+ kwargs: Dict = {},
+ ) -> Tuple[Optional[str], Dict]:
+ """
+ Map OpenAI parameters to AWS Polly parameters
+ """
+ mapped_params = {}
+
+ # Map voice - support both native Polly voices and OpenAI voice mappings
+ mapped_voice: Optional[str] = None
+ if isinstance(voice, str):
+ if voice in self.VOICE_MAPPINGS:
+ # OpenAI voice -> Polly voice
+ mapped_voice = self.VOICE_MAPPINGS[voice]
+ else:
+ # Assume it's already a Polly voice name
+ mapped_voice = voice
+
+ # Map response format
+ if "response_format" in optional_params:
+ format_name = optional_params["response_format"]
+ if format_name in self.FORMAT_MAPPINGS:
+ mapped_params["output_format"] = self.FORMAT_MAPPINGS[format_name]
+ else:
+ mapped_params["output_format"] = format_name
+ else:
+ mapped_params["output_format"] = self.DEFAULT_OUTPUT_FORMAT
+
+ # Extract engine from model name (e.g., "aws_polly/neural" -> "neural")
+ engine = self._extract_engine_from_model(model)
+ mapped_params["engine"] = engine
+
+ # Pass through Polly-specific parameters (use AWS API casing)
+ if "language_code" in kwargs:
+ mapped_params["LanguageCode"] = kwargs["language_code"]
+ if "lexicon_names" in kwargs:
+ mapped_params["LexiconNames"] = kwargs["lexicon_names"]
+ if "sample_rate" in kwargs:
+ mapped_params["SampleRate"] = kwargs["sample_rate"]
+
+ return mapped_voice, mapped_params
+
+ def _extract_engine_from_model(self, model: str) -> str:
+ """
+ Extract engine from model name.
+
+ Examples:
+ - aws_polly/neural -> neural
+ - aws_polly/standard -> standard
+ - aws_polly/long-form -> long-form
+ - aws_polly -> neural (default)
+ """
+ if "/" in model:
+ parts = model.split("/")
+ if len(parts) >= 2:
+ engine = parts[1].lower()
+ if engine in self.VALID_ENGINES:
+ return engine
+ return self.DEFAULT_ENGINE
+
+ def validate_environment(
+ self,
+ headers: dict,
+ model: str,
+ api_key: Optional[str] = None,
+ api_base: Optional[str] = None,
+ ) -> dict:
+ """
+ Validate AWS environment and set up headers.
+ AWS SigV4 signing will be done in transform_text_to_speech_request.
+ """
+ validated_headers = headers.copy()
+ validated_headers["Content-Type"] = "application/json"
+ return validated_headers
+
+ def get_complete_url(
+ self,
+ model: str,
+ api_base: Optional[str],
+ litellm_params: dict,
+ ) -> str:
+ """
+ Get the complete URL for AWS Polly SynthesizeSpeech request
+
+ Polly endpoint format:
+ https://polly.{region}.amazonaws.com/v1/speech
+ """
+ if api_base is not None:
+ return api_base.rstrip("/") + "/v1/speech"
+
+ aws_region_name = litellm_params.get("aws_region_name", self.DEFAULT_REGION)
+ return f"https://polly.{aws_region_name}.amazonaws.com/v1/speech"
+
+ def is_ssml_input(self, input: str) -> bool:
+ """
+ Returns True if input is SSML, False otherwise.
+
+ Based on AWS Polly SSML requirements - must contain tag.
+ """
+ return "" in input or " Tuple[Dict[str, str], str]:
+ """
+ Sign the AWS Polly request using SigV4.
+
+ Returns:
+ Tuple of (signed_headers, json_body_string)
+ """
+ try:
+ from botocore.auth import SigV4Auth
+ from botocore.awsrequest import AWSRequest
+ except ImportError:
+ raise ImportError("Missing boto3 to call AWS Polly. Run 'pip install boto3'.")
+
+ # Get AWS region
+ aws_region_name = litellm_params.get("aws_region_name", self.DEFAULT_REGION)
+
+ # Get AWS credentials
+ credentials = self.get_credentials(
+ aws_access_key_id=litellm_params.get("aws_access_key_id"),
+ aws_secret_access_key=litellm_params.get("aws_secret_access_key"),
+ aws_session_token=litellm_params.get("aws_session_token"),
+ aws_region_name=aws_region_name,
+ aws_session_name=litellm_params.get("aws_session_name"),
+ aws_profile_name=litellm_params.get("aws_profile_name"),
+ aws_role_name=litellm_params.get("aws_role_name"),
+ aws_web_identity_token=litellm_params.get("aws_web_identity_token"),
+ aws_sts_endpoint=litellm_params.get("aws_sts_endpoint"),
+ aws_external_id=litellm_params.get("aws_external_id"),
+ )
+
+ # Serialize request body to JSON
+ json_body = json.dumps(request_body)
+
+ # Create headers for signing
+ headers = {
+ "Content-Type": "application/json",
+ }
+
+ # Create AWS request for signing
+ aws_request = AWSRequest(
+ method="POST",
+ url=endpoint_url,
+ data=json_body,
+ headers=headers,
+ )
+
+ # Sign the request
+ SigV4Auth(credentials, "polly", aws_region_name).add_auth(aws_request)
+
+ # Return signed headers and body
+ return dict(aws_request.headers), json_body
+
+ def transform_text_to_speech_request(
+ self,
+ model: str,
+ input: str,
+ voice: Optional[str],
+ optional_params: Dict,
+ litellm_params: Dict,
+ headers: dict,
+ ) -> TextToSpeechRequestData:
+ """
+ Transform OpenAI TTS request to AWS Polly SynthesizeSpeech format.
+
+ Supports:
+ - Native Polly voices (Joanna, Matthew, etc.)
+ - OpenAI voice mapping (alloy, echo, etc.)
+ - SSML input (auto-detected via tag)
+ - Multiple engines (neural, standard, long-form, generative)
+
+ Returns:
+ TextToSpeechRequestData: Contains signed request for Polly API
+ """
+ # Get voice (already mapped in main.py, or use default)
+ polly_voice = voice or self.DEFAULT_VOICE
+
+ # Get output format
+ output_format = optional_params.get("output_format", self.DEFAULT_OUTPUT_FORMAT)
+
+ # Get engine
+ engine = optional_params.get("engine", self.DEFAULT_ENGINE)
+
+ # Build request body
+ request_body: Dict[str, Any] = {
+ "Engine": engine,
+ "OutputFormat": output_format,
+ "Text": input,
+ "VoiceId": polly_voice,
+ }
+
+ # Auto-detect SSML
+ if self.is_ssml_input(input):
+ request_body["TextType"] = "ssml"
+ else:
+ request_body["TextType"] = "text"
+
+ # Add optional Polly parameters (already in AWS casing from map_openai_params)
+ for key in ["LanguageCode", "LexiconNames", "SampleRate"]:
+ if key in optional_params:
+ request_body[key] = optional_params[key]
+
+ # Get endpoint URL
+ endpoint_url = self.get_complete_url(
+ model=model,
+ api_base=litellm_params.get("api_base"),
+ litellm_params=litellm_params,
+ )
+
+ # Sign the request with AWS SigV4
+ signed_headers, json_body = self._sign_polly_request(
+ request_body=request_body,
+ endpoint_url=endpoint_url,
+ litellm_params=litellm_params,
+ )
+
+ # Return as ssml_body so the handler uses data= instead of json=
+ # This preserves the exact JSON string that was signed
+ return TextToSpeechRequestData(
+ ssml_body=json_body,
+ headers=signed_headers,
+ )
+
+ def transform_text_to_speech_response(
+ self,
+ model: str,
+ raw_response: httpx.Response,
+ logging_obj: "LiteLLMLoggingObj",
+ ) -> "HttpxBinaryResponseContent":
+ """
+ Transform AWS Polly response to standard format.
+
+ Polly returns the audio data directly in the response body.
+ """
+ from litellm.types.llms.openai import HttpxBinaryResponseContent
+
+ return HttpxBinaryResponseContent(raw_response)
+
diff --git a/litellm/llms/bedrock/embed/amazon_nova_transformation.py b/litellm/llms/bedrock/embed/amazon_nova_transformation.py
index ada49d0ff2..3e5686c46f 100644
--- a/litellm/llms/bedrock/embed/amazon_nova_transformation.py
+++ b/litellm/llms/bedrock/embed/amazon_nova_transformation.py
@@ -46,6 +46,39 @@ class AmazonNovaEmbeddingConfig:
elif k in self.get_supported_openai_params():
optional_params[k] = v
return optional_params
+
+ def _parse_data_url(self, data_url: str) -> tuple:
+ """
+ Parse a data URL to extract the media type and base64 data.
+
+ Args:
+ data_url: Data URL in format: data:image/jpeg;base64,/9j/4AAQ...
+
+ Returns:
+ tuple: (media_type, base64_data)
+ media_type: e.g., "image/jpeg", "video/mp4", "audio/mpeg"
+ base64_data: The base64-encoded data without the prefix
+ """
+ if not data_url.startswith("data:"):
+ raise ValueError(f"Invalid data URL format: {data_url[:50]}...")
+
+ # Split by comma to separate metadata from data
+ # Format: data:image/jpeg;base64,
+ if "," not in data_url:
+ raise ValueError(f"Invalid data URL format (missing comma): {data_url[:50]}...")
+
+ metadata, base64_data = data_url.split(",", 1)
+
+ # Extract media type from metadata
+ # Remove 'data:' prefix and ';base64' suffix
+ metadata = metadata[5:] # Remove 'data:'
+
+ if ";" in metadata:
+ media_type = metadata.split(";")[0]
+ else:
+ media_type = metadata
+
+ return media_type, base64_data
def _transform_request(
self,
@@ -99,15 +132,58 @@ class AmazonNovaEmbeddingConfig:
if "embeddingDimension" not in embedding_params:
embedding_params["embeddingDimension"] = 3072
- # For text input, add basic text structure if user hasn't provided text/image/video/audio
+ # For text/media input, add basic structure if user hasn't provided text/image/video/audio
if "text" not in embedding_params and "image" not in embedding_params and "video" not in embedding_params and "audio" not in embedding_params:
- # Default to text if no modality specified
- if input.startswith("s3://"):
+ # Check if input is a data URL (e.g., data:image/jpeg;base64,...)
+ if input.startswith("data:"):
+ # Parse the data URL to extract media type and base64 data
+ media_type, base64_data = self._parse_data_url(input)
+
+ if media_type.startswith("image/"):
+ # Extract image format from MIME type (e.g., image/jpeg -> jpeg)
+ image_format = media_type.split("/")[1].lower()
+ # Nova API expects specific formats
+ if image_format == "jpg":
+ image_format = "jpeg"
+
+ embedding_params["image"] = {
+ "format": image_format,
+ "source": {
+ "bytes": base64_data
+ }
+ }
+ elif media_type.startswith("video/"):
+ # Handle video data URLs
+ video_format = media_type.split("/")[1].lower()
+ embedding_params["video"] = {
+ "format": video_format,
+ "source": {
+ "bytes": base64_data
+ }
+ }
+ elif media_type.startswith("audio/"):
+ # Handle audio data URLs
+ audio_format = media_type.split("/")[1].lower()
+ embedding_params["audio"] = {
+ "format": audio_format,
+ "source": {
+ "bytes": base64_data
+ }
+ }
+ else:
+ # Fallback to text for unknown types
+ embedding_params["text"] = {
+ "value": input,
+ "truncationMode": "END"
+ }
+ elif input.startswith("s3://"):
+ # S3 URL - default to text for now, user should specify modality
embedding_params["text"] = {
"source": {"s3Location": {"uri": input}},
"truncationMode": "END" # Required by Nova API
}
else:
+ # Plain text input
embedding_params["text"] = {
"value": input,
"truncationMode": "END" # Required by Nova API
diff --git a/litellm/llms/gemini/image_generation/transformation.py b/litellm/llms/gemini/image_generation/transformation.py
index 2d8d82e6ad..63b835df9d 100644
--- a/litellm/llms/gemini/image_generation/transformation.py
+++ b/litellm/llms/gemini/image_generation/transformation.py
@@ -11,7 +11,12 @@ from litellm.types.llms.openai import (
AllMessageValues,
OpenAIImageGenerationOptionalParams,
)
-from litellm.types.utils import ImageObject, ImageResponse
+from litellm.types.utils import (
+ ImageObject,
+ ImageResponse,
+ ImageUsage,
+ ImageUsageInputTokensDetails,
+)
if TYPE_CHECKING:
from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
@@ -73,6 +78,33 @@ class GoogleImageGenConfig(BaseImageGenerationConfig):
"896x1280": "3:4",
}
return aspect_ratio_map.get(size, "1:1")
+
+ def _transform_image_usage(self, usage_metadata: dict) -> ImageUsage:
+ """
+ Transform Gemini usageMetadata to ImageUsage format
+ """
+ input_tokens_details = ImageUsageInputTokensDetails(
+ image_tokens=0,
+ text_tokens=0,
+ )
+
+ # Extract detailed token counts from promptTokensDetails
+ tokens_details = usage_metadata.get("promptTokensDetails", [])
+ for details in tokens_details:
+ if isinstance(details, dict):
+ modality = details.get("modality")
+ token_count = details.get("tokenCount", 0)
+ if modality == "TEXT":
+ input_tokens_details.text_tokens = token_count
+ elif modality == "IMAGE":
+ input_tokens_details.image_tokens = token_count
+
+ return ImageUsage(
+ input_tokens=usage_metadata.get("promptTokenCount", 0),
+ input_tokens_details=input_tokens_details,
+ output_tokens=usage_metadata.get("candidatesTokenCount", 0),
+ total_tokens=usage_metadata.get("totalTokenCount", 0),
+ )
def get_complete_url(
self,
@@ -227,6 +259,10 @@ class GoogleImageGenConfig(BaseImageGenerationConfig):
b64_json=inline_data["data"],
url=None,
))
+
+ # Extract usage metadata for Gemini models
+ if "usageMetadata" in response_data:
+ model_response.usage = self._transform_image_usage(response_data["usageMetadata"])
else:
# Original Imagen format - predictions with generated images
predictions = response_data.get("predictions", [])
diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py
index e04def0d9c..4d62309747 100644
--- a/litellm/llms/openai/openai.py
+++ b/litellm/llms/openai/openai.py
@@ -555,9 +555,13 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM):
provider_config: Optional[BaseConfig] = None
if custom_llm_provider is not None and model is not None:
- provider_config = ProviderConfigManager.get_provider_chat_config(
- model=model, provider=LlmProviders(custom_llm_provider)
- )
+ try:
+ provider_config = ProviderConfigManager.get_provider_chat_config(
+ model=model, provider=LlmProviders(custom_llm_provider)
+ )
+ except ValueError:
+ # JSON-configured providers may not be in LlmProviders enum
+ provider_config = None
if provider_config is None:
provider_config = OpenAIConfig()
diff --git a/litellm/llms/openai_like/providers.json b/litellm/llms/openai_like/providers.json
index 2d801506d5..d9351c8b6b 100644
--- a/litellm/llms/openai_like/providers.json
+++ b/litellm/llms/openai_like/providers.json
@@ -18,5 +18,12 @@
"veniceai": {
"base_url": "https://api.venice.ai/api/v1",
"api_key_env": "VENICE_AI_API_KEY"
+ },
+ "xiaomi_mimo": {
+ "base_url": "https://api.xiaomimimo.com/v1",
+ "api_key_env": "XIAOMI_MIMO_API_KEY",
+ "param_mappings": {
+ "max_completion_tokens": "max_tokens"
+ }
}
-}
+}
\ No newline at end of file
diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index 84a5958ee5..b1810b40cf 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -1476,6 +1476,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
cached_tokens: Optional[int] = None
audio_tokens: Optional[int] = None
text_tokens: Optional[int] = None
+ image_tokens: Optional[int] = None
prompt_tokens_details: Optional[PromptTokensDetailsWrapper] = None
reasoning_tokens: Optional[int] = None
response_tokens: Optional[int] = None
@@ -1526,6 +1527,8 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
audio_tokens = detail.get("tokenCount", 0)
elif detail["modality"] == "TEXT":
text_tokens = detail.get("tokenCount", 0)
+ elif detail["modality"] == "IMAGE":
+ image_tokens = detail.get("tokenCount", 0)
if "thoughtsTokenCount" in usage_metadata:
reasoning_tokens = usage_metadata["thoughtsTokenCount"]
# Also add reasoning tokens to response_tokens_details
@@ -1546,6 +1549,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
cached_tokens=cached_tokens,
audio_tokens=audio_tokens,
text_tokens=text_tokens,
+ image_tokens=image_tokens,
)
completion_tokens = response_tokens or completion_response["usageMetadata"].get(
diff --git a/litellm/main.py b/litellm/main.py
index 0715dd8e61..60fe3eb2de 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -68,6 +68,7 @@ from litellm.constants import (
DEFAULT_MOCK_RESPONSE_PROMPT_TOKEN_COUNT,
)
from litellm.exceptions import LiteLLMUnknownProvider
+from litellm.llms.openai_like.json_loader import JSONProviderRegistry
from litellm.integrations.custom_logger import CustomLogger
from litellm.litellm_core_utils.asyncify import run_async_function
from litellm.litellm_core_utils.audio_utils.utils import (
@@ -104,10 +105,22 @@ from litellm.llms.vertex_ai.common_utils import (
from litellm.realtime_api.main import _realtime_health_check
from litellm.secret_managers.main import get_secret_bool, get_secret_str
from litellm.types.router import GenericLiteLLMParams
-from litellm.types.utils import RawRequestTypedDict, StreamingChoices
+from litellm.types.utils import (
+ ModelResponseStream,
+ RawRequestTypedDict,
+ StreamingChoices,
+)
from litellm.utils import (
+ Choices,
CustomStreamWrapper,
+ EmbeddingResponse,
+ Message,
+ ModelResponse,
ProviderConfigManager,
+ TextChoices,
+ TextCompletionResponse,
+ TextCompletionStreamWrapper,
+ TranscriptionResponse,
Usage,
_get_model_info_helper,
add_provider_specific_params_to_optional_params,
@@ -165,8 +178,8 @@ from .llms.azure_ai.anthropic.handler import AzureAnthropicChatCompletion
from .llms.azure_ai.embed import AzureAIEmbedding
from .llms.bedrock.chat import BedrockConverseLLM, BedrockLLM
from .llms.bedrock.embed.embedding import BedrockEmbedding
-from .llms.bedrock.image_generation.image_handler import BedrockImageGeneration
from .llms.bedrock.image_edit.handler import BedrockImageEdit
+from .llms.bedrock.image_generation.image_handler import BedrockImageGeneration
from .llms.bytez.chat.transformation import BytezChatConfig
from .llms.clarifai.chat.transformation import ClarifaiConfig
from .llms.codestral.completion.handler import CodestralTextCompletion
@@ -239,18 +252,6 @@ from .types.utils import (
all_litellm_params,
)
-from litellm.types.utils import ModelResponseStream
-from litellm.utils import (
- Choices,
- EmbeddingResponse,
- Message,
- ModelResponse,
- TextChoices,
- TextCompletionResponse,
- TextCompletionStreamWrapper,
- TranscriptionResponse,
-)
-
####### ENVIRONMENT VARIABLES ###################
openai_chat_completions = OpenAIChatCompletion()
openai_text_completions = OpenAITextCompletion()
@@ -2263,6 +2264,7 @@ def completion( # type: ignore # noqa: PLR0915
or custom_llm_provider == "wandb"
or custom_llm_provider == "clarifai"
or custom_llm_provider in litellm.openai_compatible_providers
+ or JSONProviderRegistry.exists(custom_llm_provider) # JSON-configured providers
or "ft:gpt-3.5-turbo" in model # finetune gpt-3.5-turbo
): # allow user to make an openai call with a custom base
# note: if a user sets a custom base - we should ensure this works
@@ -6469,6 +6471,35 @@ def speech( # noqa: PLR0915
api_key=api_key,
**kwargs,
)
+ elif custom_llm_provider == "aws_polly":
+ from litellm.llms.aws_polly.text_to_speech.transformation import (
+ AWSPollyTextToSpeechConfig,
+ )
+
+ # AWS Polly Text-to-Speech
+ if text_to_speech_provider_config is None:
+ text_to_speech_provider_config = AWSPollyTextToSpeechConfig()
+
+ # Cast to specific AWS Polly config type to access dispatch method
+ aws_polly_config = cast(
+ AWSPollyTextToSpeechConfig, text_to_speech_provider_config
+ )
+
+ response = aws_polly_config.dispatch_text_to_speech(
+ model=model,
+ input=input,
+ voice=voice,
+ optional_params=optional_params,
+ litellm_params_dict=litellm_params_dict,
+ logging_obj=logging_obj,
+ timeout=timeout,
+ extra_headers=extra_headers,
+ base_llm_http_handler=base_llm_http_handler,
+ aspeech=aspeech or False,
+ api_base=api_base,
+ api_key=api_key,
+ **kwargs,
+ )
if response is None:
raise Exception(
@@ -6903,6 +6934,7 @@ def _get_encoding():
global _encoding_cache
if _encoding_cache is None:
import sys
+
# Access via module to trigger __getattr__ if not cached
_encoding_cache = sys.modules[__name__].encoding
return _encoding_cache
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index d0bbbe6d5d..f4b42d1fd6 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -15364,6 +15364,34 @@
"video"
]
},
+ "gemini/veo-3.1-fast-generate-001": {
+ "litellm_provider": "gemini",
+ "max_input_tokens": 1024,
+ "max_tokens": 1024,
+ "mode": "video_generation",
+ "output_cost_per_second": 0.15,
+ "source": "https://ai.google.dev/gemini-api/docs/video",
+ "supported_modalities": [
+ "text"
+ ],
+ "supported_output_modalities": [
+ "video"
+ ]
+ },
+ "gemini/veo-3.1-generate-001": {
+ "litellm_provider": "gemini",
+ "max_input_tokens": 1024,
+ "max_tokens": 1024,
+ "mode": "video_generation",
+ "output_cost_per_second": 0.40,
+ "source": "https://ai.google.dev/gemini-api/docs/video",
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deleted file mode 100644
index 6c03090144..0000000000
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+++ /dev/null
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new file mode 100644
index 0000000000..40ab217416
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deleted file mode 100644
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+++ /dev/null
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el;en(this,o,"m",M).call(this)}_connected(e){this.ended||(et(this,w,e,"f"),et(this,_,e?.headers.get("request-id"),"f"),en(this,u,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,m,"f")}get errored(){return en(this,v,"f")}get aborted(){return en(this,b,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,g,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,y,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,y,!0,"f"),await en(this,h,"f")}get currentMessage(){return en(this,l,"f")}async finalMessage(){return await this.done(),en(this,o,"m",S).call(this)}async finalText(){return await this.done(),en(this,o,"m",k).call(this)}_emit(e,...t){if(en(this,m,"f"))return;"end"===e&&(et(this,m,!0,"f"),en(this,f,"f").call(this));let n=en(this,g,"f")[e];if(n&&(en(this,g,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,o,"m",S).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",R).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,o,"m",C).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,o,"m",M).call(this)}[(l=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,h=new WeakMap,f=new WeakMap,p=new WeakMap,g=new WeakMap,m=new WeakMap,v=new WeakMap,b=new WeakMap,y=new WeakMap,w=new WeakMap,_=new WeakMap,x=new WeakMap,o=new WeakSet,S=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},k=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},R=function(){this.ended||et(this,l,void 0,"f")},C=function(e){if(this.ended)return;let t=en(this,o,"m",E).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tR(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,l,t,"f")}},M=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,l,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,l,void 0,"f"),e},E=function(e){let t=en(this,l,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tR(n)){let t=n[tx]||"";if(Object.defineProperty(n,tx,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tk(t)}catch(n){let e=new ei(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,x,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tM={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tE={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tj extends tc{constructor(){super(...arguments),this.batches=new tb(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tE&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tE[r.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let a=this._client._options.timeout;if(!r.stream&&null==a){let e=tM[r.model]??void 0;a=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:a??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tC.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:th([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tj.Batches=tb;class tO extends tc{constructor(){super(...arguments),this.models=new tm(this._client),this.messages=new tj(this._client),this.files=new tg(this._client)}}tO.Models=tm,tO.Messages=tj,tO.Files=tg;class tP extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tA="__json_buf";function tI(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tz{constructor(){j.add(this),this.messages=[],this.receivedMessages=[],O.set(this,void 0),this.controller=new AbortController,P.set(this,void 0),A.set(this,()=>{}),I.set(this,()=>{}),z.set(this,void 0),L.set(this,()=>{}),T.set(this,()=>{}),Z.set(this,{}),N.set(this,!1),F.set(this,!1),q.set(this,!1),B.set(this,!1),$.set(this,void 0),D.set(this,void 0),W.set(this,e=>{if(et(this,F,!0,"f"),ea(e)&&(e=new el),e instanceof el)return et(this,q,!0,"f"),this._emit("abort",e);if(e instanceof ei)return this._emit("error",e);if(e instanceof Error){let t=new ei(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ei(String(e)))}),et(this,P,new Promise((e,t)=>{et(this,A,e,"f"),et(this,I,t,"f")}),"f"),et(this,z,new Promise((e,t)=>{et(this,L,e,"f"),et(this,T,t,"f")}),"f"),en(this,P,"f").catch(()=>{}),en(this,z,"f").catch(()=>{})}get response(){return en(this,$,"f")}get request_id(){return en(this,D,"f")}async withResponse(){let e=await en(this,P,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tz;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tz;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,W,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,j,"m",V).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,j,"m",X).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,j,"m",J).call(this)}_connected(e){this.ended||(et(this,$,e,"f"),et(this,D,e?.headers.get("request-id"),"f"),en(this,A,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,N,"f")}get errored(){return en(this,F,"f")}get aborted(){return en(this,q,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,Z,"f")[e]||(en(this,Z,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,Z,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,Z,"f")[e]||(en(this,Z,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,B,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,B,!0,"f"),await en(this,z,"f")}get currentMessage(){return en(this,O,"f")}async finalMessage(){return await this.done(),en(this,j,"m",H).call(this)}async finalText(){return await this.done(),en(this,j,"m",U).call(this)}_emit(e,...t){if(en(this,N,"f"))return;"end"===e&&(et(this,N,!0,"f"),en(this,L,"f").call(this));let n=en(this,Z,"f")[e];if(n&&(en(this,Z,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,B,"f")||n?.length||Promise.reject(e),en(this,I,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,B,"f")||n?.length||Promise.reject(e),en(this,I,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,j,"m",H).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,j,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,j,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,j,"m",J).call(this)}[(O=new WeakMap,P=new WeakMap,A=new WeakMap,I=new WeakMap,z=new WeakMap,L=new WeakMap,T=new WeakMap,Z=new WeakMap,N=new WeakMap,F=new WeakMap,q=new WeakMap,B=new WeakMap,$=new WeakMap,D=new WeakMap,W=new WeakMap,j=new WeakSet,H=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},U=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,j,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tI(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,O,t,"f")}},J=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,O,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,O,void 0,"f"),e},G=function(e){let t=en(this,O,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tI(n)){let t=n[tA]||"";Object.defineProperty(n,tA,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tk(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tL extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ei(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:th([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tv.fromResponse(t.response,t.controller))}}class tT extends tc{constructor(){super(...arguments),this.batches=new tL(this._client)}create(e,t){e.model in tZ&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tZ[e.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let n=this._client._options.timeout;if(!e.stream&&null==n){let t=tM[e.model]??void 0;n=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}return this._client.post("/v1/messages",{body:e,timeout:n??6e5,...t,stream:e.stream??!1})}stream(e,t){return tz.createMessage(this,e,t)}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let tZ={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};tT.Batches=tL;class tN extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}let tF=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()??void 0:void 0!==globalThis.Deno?globalThis.Deno.env?.get?.(e)?.trim():void 0;class tq{constructor({baseURL:e=tF("ANTHROPIC_BASE_URL"),apiKey:t=tF("ANTHROPIC_API_KEY")??null,authToken:n=tF("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){K.set(this,void 0);let a={apiKey:t,authToken:n,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&ez())throw new ei("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??tB.DEFAULT_TIMEOUT,this.logger=a.logger??console;let s="warn";this.logLevel=s,this.logLevel=eC(a.logLevel,"ClientOptions.logLevel",this)??eC(tF("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??s,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("undefined"!=typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),et(this,K,eD,"f"),this._options=a,this.apiKey=t,this.authToken=n}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization")||t.has("authorization")))throw Error('Could not resolve authentication method. 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new file mode 100644
index 0000000000..30b5624a75
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/302-a78d84f204cc1081.js
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new file mode 100644
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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6653-7001d6e6100af8cb.js b/litellm/proxy/_experimental/out/_next/static/chunks/6653-bdb4cfe11ecbcb53.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6653-7001d6e6100af8cb.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6653-bdb4cfe11ecbcb53.js
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/667-cbb542e4dc0d37bb.js b/litellm/proxy/_experimental/out/_next/static/chunks/667-cbb542e4dc0d37bb.js
deleted file mode 100644
index 2a08e17f35..0000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/667-cbb542e4dc0d37bb.js
+++ /dev/null
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