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feat(python): add docs for LiteLLM integration #15091
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feat(python): add docs for LiteLLM integration
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Update docs/platforms/python/integrations/litellm/index.mdx
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--- | ||
title: LiteLLM | ||
description: "Learn about using Sentry for LiteLLM." | ||
--- | ||
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This integration connects Sentry with the [LiteLLM Python SDK](https://github.com/BerriAI/litellm). | ||
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Once you've installed this SDK, you can use the Sentry AI Agents Monitoring, a Sentry dashboard that helps you understand what's going on with your AI requests. | ||
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Sentry AI Monitoring will automatically collect information about prompts, tools, tokens, and models. Learn more about the [AI Agents Dashboard](/product/insights/ai/agents). | ||
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## Install | ||
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Install `sentry-sdk` from PyPI with the `litellm` extra: | ||
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```bash {tabTitle:pip} | ||
pip install "sentry-sdk[litellm]" | ||
``` | ||
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```bash {tabTitle:uv} | ||
uv add "sentry-sdk[litellm]" | ||
``` | ||
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## Configure | ||
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Add `LiteLLMIntegration()` to your `integrations` list: | ||
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```python | ||
import sentry_sdk | ||
from sentry_sdk.integrations.litellm import LiteLLMIntegration | ||
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sentry_sdk.init( | ||
dsn="___PUBLIC_DSN___", | ||
# Set traces_sample_rate to 1.0 to capture 100% | ||
# of transactions for tracing. | ||
traces_sample_rate=1.0, | ||
# Add data like inputs and responses; | ||
# see https://docs.sentry.io/platforms/python/data-management/data-collected/ for more info | ||
send_default_pii=True, | ||
integrations=[ | ||
LiteLLMIntegration(), | ||
], | ||
) | ||
``` | ||
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## Verify | ||
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Verify that the integration works by making a chat completion request to LiteLLM. | ||
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```python | ||
import sentry_sdk | ||
from sentry_sdk.integrations.litellm import LiteLLMIntegration | ||
import litellm | ||
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sentry_sdk.init( | ||
dsn="___PUBLIC_DSN___", | ||
traces_sample_rate=1.0, | ||
send_default_pii=True, | ||
integrations=[ | ||
LiteLLMIntegration(), | ||
], | ||
) | ||
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response = litellm.completion( | ||
model="gpt-3.5-turbo", | ||
messages=[{"role": "user", "content": "say hello"}], | ||
max_tokens=100 | ||
) | ||
print(response.choices[0].message.content) | ||
``` | ||
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After running this script, the resulting data should show up in the `AI Spans` tab on the `Explore > Traces > Trace` page on Sentry.io. | ||
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If you manually created an <PlatformLink to="/tracing/instrumentation/custom-instrumentation/ai-agents-module/#invoke-agent-span">Invoke Agent Span</PlatformLink> (not done in the example above), the data will also show up in the [AI Agents Dashboard](/product/insights/ai/agents). | ||
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It may take a couple of moments for the data to appear in [sentry.io](https://sentry.io). | ||
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## Behavior | ||
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- The LiteLLM integration will connect Sentry with the supported LiteLLM methods automatically. | ||
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- The supported functions are currently `completion` and `embedding` (both sync and async). | ||
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- Sentry considers LLM inputs/outputs as PII (Personally identifiable information) and doesn't include PII data by default. If you want to include the data, set `send_default_pii=True` in the `sentry_sdk.init()` call. To explicitly exclude prompts and outputs despite `send_default_pii=True`, configure the integration with `include_prompts=False` as shown in the [Options section](#options) below. | ||
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## Options | ||
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By adding `LiteLLMIntegration` to your `sentry_sdk.init()` call explicitly, you can set options for `LiteLLMIntegration` to change its behavior: | ||
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```python | ||
import sentry_sdk | ||
from sentry_sdk.integrations.litellm import LiteLLMIntegration | ||
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sentry_sdk.init( | ||
# ... | ||
# Add data like inputs and responses; | ||
# see https://docs.sentry.io/platforms/python/data-management/data-collected/ for more info | ||
send_default_pii=True, | ||
integrations=[ | ||
LiteLLMIntegration( | ||
include_prompts=False, # LLM inputs/outputs will be not sent to Sentry, despite send_default_pii=True | ||
), | ||
], | ||
) | ||
``` | ||
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You can pass the following keyword arguments to `LiteLLMIntegration()`: | ||
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- `include_prompts`: | ||
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Whether LLM inputs and outputs should be sent to Sentry. Sentry considers this data personal identifiable data (PII) by default. If you want to include the data, set `send_default_pii=True` in the `sentry_sdk.init()` call. To explicitly exclude prompts and outputs despite `send_default_pii=True`, configure the integration with `include_prompts=False`. | ||
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The default is `True`. | ||
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## Supported Versions | ||
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- LiteLLM: 1.77.0+ | ||
- Python: 3.8+ |
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