mirror of
https://github.com/BerriAI/litellm.git
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(feat - Router / Proxy ) Allow setting budget limits per LLM deployment (#7220)
* fix test_deployment_budget_limits_e2e_test * refactor async_log_success_event to track spend for provider + deployment * fix format * rename class to RouterBudgetLimiting * rename func * rename types used for budgets * add new types for deployment budgets * add budget limits for deployments * fix checking budgets set for provider * update file names * fix linting error * _track_provider_remaining_budget_prometheus * async_filter_deployments * fix model list passed to router * update error * test_deployment_budgets_e2e_test_expect_to_fail * fix test case * run deployment budget limits
This commit is contained in:
parent
b150faff90
commit
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8 changed files with 557 additions and 151 deletions
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@ -1,13 +1,19 @@
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import Tabs from '@theme/Tabs';
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import Tabs from '@theme/Tabs';
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import TabItem from '@theme/TabItem';
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import TabItem from '@theme/TabItem';
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# Provider Budget Routing
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# Budget Routing
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LiteLLM Supports setting the following budgets:
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- Provider budget - $100/day for OpenAI, $100/day for Azure.
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- Model budget - $100/day for gpt-4 https://api-base-1, $100/day for gpt-4o https://api-base-2
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## Provider Budgets
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Use this to set budgets for LLM Providers - example $100/day for OpenAI, $100/day for Azure.
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Use this to set budgets for LLM Providers - example $100/day for OpenAI, $100/day for Azure.
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## Quick Start
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### Quick Start
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Set provider budgets in your `proxy_config.yaml` file
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Set provider budgets in your `proxy_config.yaml` file
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### Proxy Config setup
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#### Proxy Config setup
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```yaml
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```yaml
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model_list:
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model_list:
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- model_name: gpt-3.5-turbo
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- model_name: gpt-3.5-turbo
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@ -42,7 +48,7 @@ general_settings:
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master_key: sk-1234
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master_key: sk-1234
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```
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```
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### Make a test request
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#### Make a test request
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We expect the first request to succeed, and the second request to fail since we cross the budget for `openai`
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We expect the first request to succeed, and the second request to fail since we cross the budget for `openai`
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@ -67,7 +73,7 @@ curl -i http://localhost:4000/v1/chat/completions \
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</TabItem>
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</TabItem>
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<TabItem label="Unsuccessful call" value = "not-allowed">
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<TabItem label="Unsuccessful call" value = "not-allowed">
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Expect this to fail since since `ishaan@berri.ai` in the request is PII
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Expect this to fail since since we cross the budget for provider `openai`
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```shell
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```shell
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curl -i http://localhost:4000/v1/chat/completions \
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curl -i http://localhost:4000/v1/chat/completions \
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@ -101,7 +107,7 @@ Expected response on failure
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## How provider budget routing works
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#### How provider budget routing works
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1. **Budget Tracking**:
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1. **Budget Tracking**:
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- Uses Redis to track spend for each provider
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- Uses Redis to track spend for each provider
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@ -124,9 +130,9 @@ Expected response on failure
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- Redis required for tracking spend across instances
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- Redis required for tracking spend across instances
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- Provider names must be litellm provider names. See [Supported Providers](https://docs.litellm.ai/docs/providers)
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- Provider names must be litellm provider names. See [Supported Providers](https://docs.litellm.ai/docs/providers)
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## Monitoring Provider Remaining Budget
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### Monitoring Provider Remaining Budget
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### Get Budget, Spend Details
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#### Get Budget, Spend Details
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Use this endpoint to check current budget, spend and budget reset time for a provider
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Use this endpoint to check current budget, spend and budget reset time for a provider
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@ -171,7 +177,7 @@ Example Response
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}
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}
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```
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```
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### Prometheus Metric
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#### Prometheus Metric
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LiteLLM will emit the following metric on Prometheus to track the remaining budget for each provider
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LiteLLM will emit the following metric on Prometheus to track the remaining budget for each provider
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@ -181,6 +187,88 @@ This metric indicates the remaining budget for a provider in dollars (USD)
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litellm_provider_remaining_budget_metric{api_provider="openai"} 10
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litellm_provider_remaining_budget_metric{api_provider="openai"} 10
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```
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```
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## Model Budgets
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Use this to set budgets for models - example $10/day for openai/gpt-4o, $100/day for openai/gpt-4o-mini
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### Quick Start
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Set model budgets in your `proxy_config.yaml` file
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```yaml
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model_list:
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- model_name: gpt-4o
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litellm_params:
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model: openai/gpt-4o
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api_key: os.environ/OPENAI_API_KEY
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max_budget: 0.000000000001 # (USD)
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budget_duration: 1d # (Duration. can be 1s, 1m, 1h, 1d, 1mo)
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- model_name: gpt-4o-mini
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litellm_params:
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model: openai/gpt-4o-mini
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api_key: os.environ/OPENAI_API_KEY
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max_budget: 100 # (USD)
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budget_duration: 30d # (Duration. can be 1s, 1m, 1h, 1d, 1mo)
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```
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#### Make a test request
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We expect the first request to succeed, and the second request to fail since we cross the budget for `openai/gpt-4o`
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**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
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<Tabs>
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<TabItem label="Successful Call " value = "allowed">
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```shell
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curl -i http://localhost:4000/v1/chat/completions \
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-H "Content-Type: application/json" \
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-H "Authorization: Bearer sk-1234" \
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-d '{
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"model": "gpt-4o",
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"messages": [
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{"role": "user", "content": "hi my name is test request"}
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]
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}'
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```
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</TabItem>
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<TabItem label="Unsuccessful call" value = "not-allowed">
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Expect this to fail since since we cross the budget for `openai/gpt-4o`
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```shell
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curl -i http://localhost:4000/v1/chat/completions \
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-H "Content-Type: application/json" \
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-H "Authorization: Bearer sk-1234" \
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-d '{
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"model": "gpt-4o",
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"messages": [
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{"role": "user", "content": "hi my name is test request"}
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]
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}'
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```
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Expected response on failure
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```json
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{
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"error": {
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"message": "No deployments available - crossed budget: Exceeded budget for deployment model_name: gpt-4o, litellm_params.model: openai/gpt-4o, model_id: dbe80f2fe2b2465f7bfa9a5e77e0f143a2eb3f7d167a8b55fb7fe31aed62587f: 0.00015250000000000002 >= 1e-12",
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"type": "None",
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"param": "None",
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"code": "429"
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}
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}
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```
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</TabItem>
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</Tabs>
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## Multi-instance setup
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## Multi-instance setup
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If you are using a multi-instance setup, you will need to set the Redis host, port, and password in the `proxy_config.yaml` file. Redis is used to sync the spend across LiteLLM instances.
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If you are using a multi-instance setup, you will need to set the Redis host, port, and password in the `proxy_config.yaml` file. Redis is used to sync the spend across LiteLLM instances.
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@ -1,4 +1,14 @@
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model_list:
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model_list:
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- model_name: openai/*
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- model_name: gpt-4o
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litellm_params:
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litellm_params:
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model: openai/*
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model: openai/gpt-4o
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api_key: os.environ/OPENAI_API_KEY
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max_budget: 0.000000000001 # (USD)
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budget_duration: 1d # (Duration)
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- model_name: gpt-4o-mini
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litellm_params:
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model: openai/gpt-4o-mini
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api_key: os.environ/OPENAI_API_KEY
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max_budget: 100 # (USD)
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budget_duration: 1d # (Duration)
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@ -2533,13 +2533,15 @@ async def provider_budgets() -> ProviderBudgetResponse:
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provider_budget_response_dict: Dict[str, ProviderBudgetResponseObject] = {}
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provider_budget_response_dict: Dict[str, ProviderBudgetResponseObject] = {}
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for _provider, _budget_info in provider_budget_config.items():
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for _provider, _budget_info in provider_budget_config.items():
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if llm_router.router_budget_logger is None:
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raise ValueError("No router budget logger found")
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_provider_spend = (
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_provider_spend = (
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await llm_router.provider_budget_logger._get_current_provider_spend(
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await llm_router.router_budget_logger._get_current_provider_spend(
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_provider
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_provider
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)
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)
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or 0.0
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or 0.0
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)
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)
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_provider_budget_ttl = await llm_router.provider_budget_logger._get_current_provider_budget_reset_at(
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_provider_budget_ttl = await llm_router.router_budget_logger._get_current_provider_budget_reset_at(
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_provider
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_provider
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)
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)
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provider_budget_response_object = ProviderBudgetResponseObject(
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provider_budget_response_object = ProviderBudgetResponseObject(
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@ -56,12 +56,12 @@ from litellm.integrations.custom_logger import CustomLogger
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from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs
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from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs
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from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
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from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
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from litellm.llms.azure.azure import get_azure_ad_token_from_oidc
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from litellm.llms.azure.azure import get_azure_ad_token_from_oidc
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from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
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from litellm.router_strategy.least_busy import LeastBusyLoggingHandler
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from litellm.router_strategy.least_busy import LeastBusyLoggingHandler
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from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
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from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
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from litellm.router_strategy.lowest_latency import LowestLatencyLoggingHandler
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from litellm.router_strategy.lowest_latency import LowestLatencyLoggingHandler
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from litellm.router_strategy.lowest_tpm_rpm import LowestTPMLoggingHandler
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from litellm.router_strategy.lowest_tpm_rpm import LowestTPMLoggingHandler
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from litellm.router_strategy.lowest_tpm_rpm_v2 import LowestTPMLoggingHandler_v2
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from litellm.router_strategy.lowest_tpm_rpm_v2 import LowestTPMLoggingHandler_v2
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from litellm.router_strategy.provider_budgets import ProviderBudgetLimiting
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from litellm.router_strategy.simple_shuffle import simple_shuffle
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from litellm.router_strategy.simple_shuffle import simple_shuffle
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from litellm.router_strategy.tag_based_routing import get_deployments_for_tag
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from litellm.router_strategy.tag_based_routing import get_deployments_for_tag
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from litellm.router_utils.batch_utils import (
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from litellm.router_utils.batch_utils import (
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@ -123,11 +123,11 @@ from litellm.types.router import (
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CustomRoutingStrategyBase,
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CustomRoutingStrategyBase,
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Deployment,
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Deployment,
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DeploymentTypedDict,
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DeploymentTypedDict,
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GenericBudgetConfigType,
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LiteLLM_Params,
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LiteLLM_Params,
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LiteLLMParamsTypedDict,
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LiteLLMParamsTypedDict,
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ModelGroupInfo,
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ModelGroupInfo,
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ModelInfo,
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ModelInfo,
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ProviderBudgetConfigType,
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RetryPolicy,
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RetryPolicy,
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RouterCacheEnum,
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RouterCacheEnum,
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RouterErrors,
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RouterErrors,
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"usage-based-routing-v2",
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"usage-based-routing-v2",
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] = "simple-shuffle",
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] = "simple-shuffle",
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routing_strategy_args: dict = {}, # just for latency-based
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routing_strategy_args: dict = {}, # just for latency-based
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provider_budget_config: Optional[ProviderBudgetConfigType] = None,
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provider_budget_config: Optional[GenericBudgetConfigType] = None,
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alerting_config: Optional[AlertingConfig] = None,
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alerting_config: Optional[AlertingConfig] = None,
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router_general_settings: Optional[
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router_general_settings: Optional[
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RouterGeneralSettings
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RouterGeneralSettings
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self.service_logger_obj = ServiceLogging()
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self.service_logger_obj = ServiceLogging()
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self.routing_strategy_args = routing_strategy_args
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self.routing_strategy_args = routing_strategy_args
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self.provider_budget_config = provider_budget_config
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self.provider_budget_config = provider_budget_config
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if self.provider_budget_config is not None:
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self.router_budget_logger: Optional[RouterBudgetLimiting] = None
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self.provider_budget_logger = ProviderBudgetLimiting(
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if RouterBudgetLimiting.should_init_router_budget_limiter(
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model_list=model_list, provider_budget_config=self.provider_budget_config
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):
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self.router_budget_logger = RouterBudgetLimiting(
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router_cache=self.cache,
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router_cache=self.cache,
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provider_budget_config=self.provider_budget_config,
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provider_budget_config=self.provider_budget_config,
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model_list=self.model_list,
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)
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)
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self.retry_policy: Optional[RetryPolicy] = None
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self.retry_policy: Optional[RetryPolicy] = None
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if retry_policy is not None:
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if retry_policy is not None:
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healthy_deployments=healthy_deployments,
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healthy_deployments=healthy_deployments,
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)
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)
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if self.provider_budget_config is not None:
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if self.router_budget_logger:
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healthy_deployments = (
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healthy_deployments = (
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await self.provider_budget_logger.async_filter_deployments(
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await self.router_budget_logger.async_filter_deployments(
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healthy_deployments=healthy_deployments,
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healthy_deployments=healthy_deployments,
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request_kwargs=request_kwargs,
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request_kwargs=request_kwargs,
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)
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)
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@ -20,7 +20,7 @@ anthropic:
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import asyncio
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import asyncio
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from datetime import datetime, timedelta, timezone
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from datetime import datetime, timedelta, timezone
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from typing import TYPE_CHECKING, Any, Dict, List, Optional, TypedDict, Union
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from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, TypedDict, Union
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import litellm
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import litellm
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from litellm._logging import verbose_router_logger
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from litellm._logging import verbose_router_logger
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@ -33,9 +33,10 @@ from litellm.router_utils.cooldown_callbacks import (
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_get_prometheus_logger_from_callbacks,
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_get_prometheus_logger_from_callbacks,
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)
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)
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from litellm.types.router import (
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from litellm.types.router import (
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DeploymentTypedDict,
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GenericBudgetConfigType,
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GenericBudgetInfo,
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LiteLLM_Params,
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LiteLLM_Params,
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ProviderBudgetConfigType,
|
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ProviderBudgetInfo,
|
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RouterErrors,
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RouterErrors,
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)
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)
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from litellm.types.utils import StandardLoggingPayload
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from litellm.types.utils import StandardLoggingPayload
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@ -50,35 +51,24 @@ else:
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DEFAULT_REDIS_SYNC_INTERVAL = 1
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DEFAULT_REDIS_SYNC_INTERVAL = 1
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|
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class ProviderBudgetLimiting(CustomLogger):
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class RouterBudgetLimiting(CustomLogger):
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def __init__(self, router_cache: DualCache, provider_budget_config: dict):
|
def __init__(
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|
self,
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router_cache: DualCache,
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provider_budget_config: Optional[dict],
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model_list: Optional[
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|
Union[List[DeploymentTypedDict], List[Dict[str, Any]]]
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] = None,
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):
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self.router_cache = router_cache
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self.router_cache = router_cache
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self.redis_increment_operation_queue: List[RedisPipelineIncrementOperation] = []
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self.redis_increment_operation_queue: List[RedisPipelineIncrementOperation] = []
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asyncio.create_task(self.periodic_sync_in_memory_spend_with_redis())
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asyncio.create_task(self.periodic_sync_in_memory_spend_with_redis())
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self.provider_budget_config: Optional[GenericBudgetConfigType] = (
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# cast elements of provider_budget_config to ProviderBudgetInfo
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provider_budget_config
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for provider, config in provider_budget_config.items():
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if config is None:
|
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raise ValueError(
|
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f"No budget config found for provider {provider}, provider_budget_config: {provider_budget_config}"
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)
|
|
||||||
|
|
||||||
if not isinstance(config, ProviderBudgetInfo):
|
|
||||||
provider_budget_config[provider] = ProviderBudgetInfo(
|
|
||||||
budget_limit=config.get("budget_limit"),
|
|
||||||
time_period=config.get("time_period"),
|
|
||||||
)
|
|
||||||
asyncio.create_task(
|
|
||||||
self._init_provider_budget_in_cache(
|
|
||||||
provider=provider,
|
|
||||||
budget_config=provider_budget_config[provider],
|
|
||||||
)
|
|
||||||
)
|
|
||||||
|
|
||||||
self.provider_budget_config: ProviderBudgetConfigType = provider_budget_config
|
|
||||||
verbose_router_logger.debug(
|
|
||||||
f"Initalized Provider budget config: {self.provider_budget_config}"
|
|
||||||
)
|
)
|
||||||
|
self.deployment_budget_config: Optional[GenericBudgetConfigType] = None
|
||||||
|
self._init_provider_budgets()
|
||||||
|
self._init_deployment_budgets(model_list=model_list)
|
||||||
|
|
||||||
# Add self to litellm callbacks if it's a list
|
# Add self to litellm callbacks if it's a list
|
||||||
if isinstance(litellm.callbacks, list):
|
if isinstance(litellm.callbacks, list):
|
||||||
|
@ -114,77 +104,132 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
request_kwargs
|
request_kwargs
|
||||||
)
|
)
|
||||||
|
|
||||||
# Collect all providers and their budget configs
|
# Build combined cache keys for both provider and deployment budgets
|
||||||
# {"openai": ProviderBudgetInfo, "anthropic": ProviderBudgetInfo, "azure": None}
|
|
||||||
_provider_configs: Dict[str, Optional[ProviderBudgetInfo]] = {}
|
|
||||||
for deployment in healthy_deployments:
|
|
||||||
provider = self._get_llm_provider_for_deployment(deployment)
|
|
||||||
if provider is None:
|
|
||||||
continue
|
|
||||||
budget_config = self._get_budget_config_for_provider(provider)
|
|
||||||
_provider_configs[provider] = budget_config
|
|
||||||
|
|
||||||
# Filter out providers without budget config
|
|
||||||
provider_configs: Dict[str, ProviderBudgetInfo] = {
|
|
||||||
provider: config
|
|
||||||
for provider, config in _provider_configs.items()
|
|
||||||
if config is not None
|
|
||||||
}
|
|
||||||
|
|
||||||
# Build cache keys for batch retrieval
|
|
||||||
cache_keys = []
|
cache_keys = []
|
||||||
for provider, config in provider_configs.items():
|
provider_configs: Dict[str, GenericBudgetInfo] = {}
|
||||||
cache_keys.append(f"provider_spend:{provider}:{config.time_period}")
|
deployment_configs: Dict[str, GenericBudgetInfo] = {}
|
||||||
|
|
||||||
# Fetch current spend for all providers using batch cache
|
|
||||||
_current_spends = await self.router_cache.async_batch_get_cache(
|
|
||||||
keys=cache_keys,
|
|
||||||
parent_otel_span=parent_otel_span,
|
|
||||||
)
|
|
||||||
current_spends: List = _current_spends or [0.0] * len(provider_configs)
|
|
||||||
|
|
||||||
# Map providers to their current spend values
|
|
||||||
provider_spend_map: Dict[str, float] = {}
|
|
||||||
for idx, provider in enumerate(provider_configs.keys()):
|
|
||||||
provider_spend_map[provider] = float(current_spends[idx] or 0.0)
|
|
||||||
|
|
||||||
# Filter healthy deployments based on budget constraints
|
|
||||||
deployment_above_budget_info: str = "" # used to return in error message
|
|
||||||
for deployment in healthy_deployments:
|
for deployment in healthy_deployments:
|
||||||
provider = self._get_llm_provider_for_deployment(deployment)
|
# Check provider budgets
|
||||||
if provider is None:
|
if self.provider_budget_config:
|
||||||
continue
|
provider = self._get_llm_provider_for_deployment(deployment)
|
||||||
budget_config = provider_configs.get(provider)
|
if provider is not None:
|
||||||
|
budget_config = self._get_budget_config_for_provider(provider)
|
||||||
|
if budget_config is not None:
|
||||||
|
provider_configs[provider] = budget_config
|
||||||
|
cache_keys.append(
|
||||||
|
f"provider_spend:{provider}:{budget_config.time_period}"
|
||||||
|
)
|
||||||
|
|
||||||
if not budget_config:
|
# Check deployment budgets
|
||||||
continue
|
if self.deployment_budget_config:
|
||||||
|
model_id = deployment.get("model_info", {}).get("id")
|
||||||
|
if model_id is not None:
|
||||||
|
budget_config = self._get_budget_config_for_deployment(model_id)
|
||||||
|
if budget_config is not None:
|
||||||
|
deployment_configs[model_id] = budget_config
|
||||||
|
cache_keys.append(
|
||||||
|
f"deployment_spend:{model_id}:{budget_config.time_period}"
|
||||||
|
)
|
||||||
|
|
||||||
current_spend = provider_spend_map.get(provider, 0.0)
|
# Single cache read for all spend values
|
||||||
budget_limit = budget_config.budget_limit
|
if len(cache_keys) > 0:
|
||||||
|
_current_spends = await self.router_cache.async_batch_get_cache(
|
||||||
verbose_router_logger.debug(
|
keys=cache_keys,
|
||||||
f"Current spend for {provider}: {current_spend}, budget limit: {budget_limit}"
|
parent_otel_span=parent_otel_span,
|
||||||
)
|
)
|
||||||
self._track_provider_remaining_budget_prometheus(
|
current_spends: List = _current_spends or [0.0] * len(cache_keys)
|
||||||
provider=provider,
|
|
||||||
spend=current_spend,
|
# Map spends to their respective keys
|
||||||
budget_limit=budget_limit,
|
spend_map: Dict[str, float] = {}
|
||||||
|
for idx, key in enumerate(cache_keys):
|
||||||
|
spend_map[key] = float(current_spends[idx] or 0.0)
|
||||||
|
|
||||||
|
potential_deployments, deployment_above_budget_info = (
|
||||||
|
self._filter_out_deployments_above_budget(
|
||||||
|
healthy_deployments=healthy_deployments,
|
||||||
|
provider_configs=provider_configs,
|
||||||
|
deployment_configs=deployment_configs,
|
||||||
|
spend_map=spend_map,
|
||||||
|
potential_deployments=potential_deployments,
|
||||||
|
)
|
||||||
)
|
)
|
||||||
|
|
||||||
if current_spend >= budget_limit:
|
if len(potential_deployments) == 0:
|
||||||
debug_msg = f"Exceeded budget for provider {provider}: {current_spend} >= {budget_limit}"
|
raise ValueError(
|
||||||
verbose_router_logger.debug(debug_msg)
|
f"{RouterErrors.no_deployments_with_provider_budget_routing.value}: {deployment_above_budget_info}"
|
||||||
deployment_above_budget_info += f"{debug_msg}\n"
|
)
|
||||||
continue
|
|
||||||
|
|
||||||
potential_deployments.append(deployment)
|
return potential_deployments
|
||||||
|
else:
|
||||||
|
return healthy_deployments
|
||||||
|
|
||||||
if len(potential_deployments) == 0:
|
def _filter_out_deployments_above_budget(
|
||||||
raise ValueError(
|
self,
|
||||||
f"{RouterErrors.no_deployments_with_provider_budget_routing.value}: {deployment_above_budget_info}"
|
potential_deployments: List[Dict[str, Any]],
|
||||||
)
|
healthy_deployments: List[Dict[str, Any]],
|
||||||
|
provider_configs: Dict[str, GenericBudgetInfo],
|
||||||
|
deployment_configs: Dict[str, GenericBudgetInfo],
|
||||||
|
spend_map: Dict[str, float],
|
||||||
|
) -> Tuple[List[Dict[str, Any]], str]:
|
||||||
|
"""
|
||||||
|
Filter out deployments that have exceeded their budget limit.
|
||||||
|
Follow budget checks are run here:
|
||||||
|
- Provider budget
|
||||||
|
- Deployment budget
|
||||||
|
|
||||||
return potential_deployments
|
Returns:
|
||||||
|
Tuple[List[Dict[str, Any]], str]:
|
||||||
|
- A tuple containing the filtered deployments
|
||||||
|
- A string containing debug information about deployments that exceeded their budget limit.
|
||||||
|
"""
|
||||||
|
# Filter deployments based on both provider and deployment budgets
|
||||||
|
deployment_above_budget_info: str = ""
|
||||||
|
for deployment in healthy_deployments:
|
||||||
|
is_within_budget = True
|
||||||
|
|
||||||
|
# Check provider budget
|
||||||
|
if self.provider_budget_config:
|
||||||
|
provider = self._get_llm_provider_for_deployment(deployment)
|
||||||
|
if provider in provider_configs:
|
||||||
|
config = provider_configs[provider]
|
||||||
|
current_spend = spend_map.get(
|
||||||
|
f"provider_spend:{provider}:{config.time_period}", 0.0
|
||||||
|
)
|
||||||
|
self._track_provider_remaining_budget_prometheus(
|
||||||
|
provider=provider,
|
||||||
|
spend=current_spend,
|
||||||
|
budget_limit=config.budget_limit,
|
||||||
|
)
|
||||||
|
|
||||||
|
if current_spend >= config.budget_limit:
|
||||||
|
debug_msg = f"Exceeded budget for provider {provider}: {current_spend} >= {config.budget_limit}"
|
||||||
|
deployment_above_budget_info += f"{debug_msg}\n"
|
||||||
|
is_within_budget = False
|
||||||
|
continue
|
||||||
|
|
||||||
|
# Check deployment budget
|
||||||
|
if self.deployment_budget_config and is_within_budget:
|
||||||
|
_model_name = deployment.get("model_name")
|
||||||
|
_litellm_params = deployment.get("litellm_params") or {}
|
||||||
|
_litellm_model_name = _litellm_params.get("model")
|
||||||
|
model_id = deployment.get("model_info", {}).get("id")
|
||||||
|
if model_id in deployment_configs:
|
||||||
|
config = deployment_configs[model_id]
|
||||||
|
current_spend = spend_map.get(
|
||||||
|
f"deployment_spend:{model_id}:{config.time_period}", 0.0
|
||||||
|
)
|
||||||
|
if current_spend >= config.budget_limit:
|
||||||
|
debug_msg = f"Exceeded budget for deployment model_name: {_model_name}, litellm_params.model: {_litellm_model_name}, model_id: {model_id}: {current_spend} >= {config.budget_limit}"
|
||||||
|
verbose_router_logger.debug(debug_msg)
|
||||||
|
deployment_above_budget_info += f"{debug_msg}\n"
|
||||||
|
is_within_budget = False
|
||||||
|
continue
|
||||||
|
|
||||||
|
if is_within_budget:
|
||||||
|
potential_deployments.append(deployment)
|
||||||
|
|
||||||
|
return potential_deployments, deployment_above_budget_info
|
||||||
|
|
||||||
async def _get_or_set_budget_start_time(
|
async def _get_or_set_budget_start_time(
|
||||||
self, start_time_key: str, current_time: float, ttl_seconds: int
|
self, start_time_key: str, current_time: float, ttl_seconds: int
|
||||||
|
@ -256,7 +301,7 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
|
|
||||||
async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
|
async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
|
||||||
"""Original method now uses helper functions"""
|
"""Original method now uses helper functions"""
|
||||||
verbose_router_logger.debug("in ProviderBudgetLimiting.async_log_success_event")
|
verbose_router_logger.debug("in RouterBudgetLimiting.async_log_success_event")
|
||||||
standard_logging_payload: Optional[StandardLoggingPayload] = kwargs.get(
|
standard_logging_payload: Optional[StandardLoggingPayload] = kwargs.get(
|
||||||
"standard_logging_object", None
|
"standard_logging_object", None
|
||||||
)
|
)
|
||||||
|
@ -264,7 +309,7 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
raise ValueError("standard_logging_payload is required")
|
raise ValueError("standard_logging_payload is required")
|
||||||
|
|
||||||
response_cost: float = standard_logging_payload.get("response_cost", 0)
|
response_cost: float = standard_logging_payload.get("response_cost", 0)
|
||||||
|
model_id: str = str(standard_logging_payload.get("model_id", ""))
|
||||||
custom_llm_provider: str = kwargs.get("litellm_params", {}).get(
|
custom_llm_provider: str = kwargs.get("litellm_params", {}).get(
|
||||||
"custom_llm_provider", None
|
"custom_llm_provider", None
|
||||||
)
|
)
|
||||||
|
@ -272,14 +317,40 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
raise ValueError("custom_llm_provider is required")
|
raise ValueError("custom_llm_provider is required")
|
||||||
|
|
||||||
budget_config = self._get_budget_config_for_provider(custom_llm_provider)
|
budget_config = self._get_budget_config_for_provider(custom_llm_provider)
|
||||||
if budget_config is None:
|
if budget_config:
|
||||||
raise ValueError(
|
# increment spend for provider
|
||||||
f"No budget config found for provider {custom_llm_provider}, self.provider_budget_config: {self.provider_budget_config}"
|
spend_key = (
|
||||||
|
f"provider_spend:{custom_llm_provider}:{budget_config.time_period}"
|
||||||
|
)
|
||||||
|
start_time_key = f"provider_budget_start_time:{custom_llm_provider}"
|
||||||
|
await self._increment_spend_for_key(
|
||||||
|
budget_config=budget_config,
|
||||||
|
spend_key=spend_key,
|
||||||
|
start_time_key=start_time_key,
|
||||||
|
response_cost=response_cost,
|
||||||
)
|
)
|
||||||
|
|
||||||
spend_key = f"provider_spend:{custom_llm_provider}:{budget_config.time_period}"
|
deployment_budget_config = self._get_budget_config_for_deployment(model_id)
|
||||||
start_time_key = f"provider_budget_start_time:{custom_llm_provider}"
|
if deployment_budget_config:
|
||||||
|
# increment spend for specific deployment id
|
||||||
|
deployment_spend_key = (
|
||||||
|
f"deployment_spend:{model_id}:{deployment_budget_config.time_period}"
|
||||||
|
)
|
||||||
|
deployment_start_time_key = f"deployment_budget_start_time:{model_id}"
|
||||||
|
await self._increment_spend_for_key(
|
||||||
|
budget_config=deployment_budget_config,
|
||||||
|
spend_key=deployment_spend_key,
|
||||||
|
start_time_key=deployment_start_time_key,
|
||||||
|
response_cost=response_cost,
|
||||||
|
)
|
||||||
|
|
||||||
|
async def _increment_spend_for_key(
|
||||||
|
self,
|
||||||
|
budget_config: GenericBudgetInfo,
|
||||||
|
spend_key: str,
|
||||||
|
start_time_key: str,
|
||||||
|
response_cost: float,
|
||||||
|
):
|
||||||
current_time = datetime.now(timezone.utc).timestamp()
|
current_time = datetime.now(timezone.utc).timestamp()
|
||||||
ttl_seconds = duration_in_seconds(budget_config.time_period)
|
ttl_seconds = duration_in_seconds(budget_config.time_period)
|
||||||
|
|
||||||
|
@ -392,10 +463,20 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
|
|
||||||
# 2. Fetch all current provider spend from Redis to update in-memory cache
|
# 2. Fetch all current provider spend from Redis to update in-memory cache
|
||||||
cache_keys = []
|
cache_keys = []
|
||||||
for provider, config in self.provider_budget_config.items():
|
|
||||||
if config is None:
|
if self.provider_budget_config is not None:
|
||||||
continue
|
for provider, config in self.provider_budget_config.items():
|
||||||
cache_keys.append(f"provider_spend:{provider}:{config.time_period}")
|
if config is None:
|
||||||
|
continue
|
||||||
|
cache_keys.append(f"provider_spend:{provider}:{config.time_period}")
|
||||||
|
|
||||||
|
if self.deployment_budget_config is not None:
|
||||||
|
for model_id, config in self.deployment_budget_config.items():
|
||||||
|
if config is None:
|
||||||
|
continue
|
||||||
|
cache_keys.append(
|
||||||
|
f"deployment_spend:{model_id}:{config.time_period}"
|
||||||
|
)
|
||||||
|
|
||||||
# Batch fetch current spend values from Redis
|
# Batch fetch current spend values from Redis
|
||||||
redis_values = await self.router_cache.redis_cache.async_batch_get_cache(
|
redis_values = await self.router_cache.redis_cache.async_batch_get_cache(
|
||||||
|
@ -418,9 +499,19 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
f"Error syncing in-memory cache with Redis: {str(e)}"
|
f"Error syncing in-memory cache with Redis: {str(e)}"
|
||||||
)
|
)
|
||||||
|
|
||||||
|
def _get_budget_config_for_deployment(
|
||||||
|
self,
|
||||||
|
model_id: str,
|
||||||
|
) -> Optional[GenericBudgetInfo]:
|
||||||
|
if self.deployment_budget_config is None:
|
||||||
|
return None
|
||||||
|
return self.deployment_budget_config.get(model_id, None)
|
||||||
|
|
||||||
def _get_budget_config_for_provider(
|
def _get_budget_config_for_provider(
|
||||||
self, provider: str
|
self, provider: str
|
||||||
) -> Optional[ProviderBudgetInfo]:
|
) -> Optional[GenericBudgetInfo]:
|
||||||
|
if self.provider_budget_config is None:
|
||||||
|
return None
|
||||||
return self.provider_budget_config.get(provider, None)
|
return self.provider_budget_config.get(provider, None)
|
||||||
|
|
||||||
def _get_llm_provider_for_deployment(self, deployment: Dict) -> Optional[str]:
|
def _get_llm_provider_for_deployment(self, deployment: Dict) -> Optional[str]:
|
||||||
|
@ -504,7 +595,7 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
return (datetime.now(timezone.utc) + timedelta(seconds=ttl_seconds)).isoformat()
|
return (datetime.now(timezone.utc) + timedelta(seconds=ttl_seconds)).isoformat()
|
||||||
|
|
||||||
async def _init_provider_budget_in_cache(
|
async def _init_provider_budget_in_cache(
|
||||||
self, provider: str, budget_config: ProviderBudgetInfo
|
self, provider: str, budget_config: GenericBudgetInfo
|
||||||
):
|
):
|
||||||
"""
|
"""
|
||||||
Initialize provider budget in cache by storing the following keys if they don't exist:
|
Initialize provider budget in cache by storing the following keys if they don't exist:
|
||||||
|
@ -527,3 +618,92 @@ class ProviderBudgetLimiting(CustomLogger):
|
||||||
await self.router_cache.async_set_cache(
|
await self.router_cache.async_set_cache(
|
||||||
key=spend_key, value=0.0, ttl=ttl_seconds
|
key=spend_key, value=0.0, ttl=ttl_seconds
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@staticmethod
|
||||||
|
def should_init_router_budget_limiter(
|
||||||
|
provider_budget_config: Optional[dict],
|
||||||
|
model_list: Optional[
|
||||||
|
Union[List[DeploymentTypedDict], List[Dict[str, Any]]]
|
||||||
|
] = None,
|
||||||
|
):
|
||||||
|
"""
|
||||||
|
Returns `True` if the router budget routing settings are set and RouterBudgetLimiting should be initialized
|
||||||
|
|
||||||
|
Either:
|
||||||
|
- provider_budget_config is set
|
||||||
|
- budgets are set for deployments in the model_list
|
||||||
|
"""
|
||||||
|
if provider_budget_config is not None:
|
||||||
|
return True
|
||||||
|
|
||||||
|
if model_list is None:
|
||||||
|
return False
|
||||||
|
|
||||||
|
for _model in model_list:
|
||||||
|
_litellm_params = _model.get("litellm_params", {})
|
||||||
|
if (
|
||||||
|
_litellm_params.get("max_budget")
|
||||||
|
or _litellm_params.get("budget_duration") is not None
|
||||||
|
):
|
||||||
|
return True
|
||||||
|
return False
|
||||||
|
|
||||||
|
def _init_provider_budgets(self):
|
||||||
|
if self.provider_budget_config is not None:
|
||||||
|
# cast elements of provider_budget_config to GenericBudgetInfo
|
||||||
|
for provider, config in self.provider_budget_config.items():
|
||||||
|
if config is None:
|
||||||
|
raise ValueError(
|
||||||
|
f"No budget config found for provider {provider}, provider_budget_config: {self.provider_budget_config}"
|
||||||
|
)
|
||||||
|
|
||||||
|
if not isinstance(config, GenericBudgetInfo):
|
||||||
|
self.provider_budget_config[provider] = GenericBudgetInfo(
|
||||||
|
budget_limit=config.get("budget_limit"),
|
||||||
|
time_period=config.get("time_period"),
|
||||||
|
)
|
||||||
|
asyncio.create_task(
|
||||||
|
self._init_provider_budget_in_cache(
|
||||||
|
provider=provider,
|
||||||
|
budget_config=self.provider_budget_config[provider],
|
||||||
|
)
|
||||||
|
)
|
||||||
|
|
||||||
|
verbose_router_logger.debug(
|
||||||
|
f"Initalized Provider budget config: {self.provider_budget_config}"
|
||||||
|
)
|
||||||
|
|
||||||
|
def _init_deployment_budgets(
|
||||||
|
self,
|
||||||
|
model_list: Optional[
|
||||||
|
Union[List[DeploymentTypedDict], List[Dict[str, Any]]]
|
||||||
|
] = None,
|
||||||
|
):
|
||||||
|
if model_list is None:
|
||||||
|
return
|
||||||
|
for _model in model_list:
|
||||||
|
_litellm_params = _model.get("litellm_params", {})
|
||||||
|
_model_info = _model.get("model_info", {})
|
||||||
|
_model_id = _model_info.get("id")
|
||||||
|
_max_budget = _litellm_params.get("max_budget")
|
||||||
|
_budget_duration = _litellm_params.get("budget_duration")
|
||||||
|
|
||||||
|
verbose_router_logger.debug(
|
||||||
|
f"Init Deployment Budget: max_budget: {_max_budget}, budget_duration: {_budget_duration}, model_id: {_model_id}"
|
||||||
|
)
|
||||||
|
if (
|
||||||
|
_max_budget is not None
|
||||||
|
and _budget_duration is not None
|
||||||
|
and _model_id is not None
|
||||||
|
):
|
||||||
|
_budget_config = GenericBudgetInfo(
|
||||||
|
time_period=_budget_duration,
|
||||||
|
budget_limit=_max_budget,
|
||||||
|
)
|
||||||
|
if self.deployment_budget_config is None:
|
||||||
|
self.deployment_budget_config = {}
|
||||||
|
self.deployment_budget_config[_model_id] = _budget_config
|
||||||
|
|
||||||
|
verbose_router_logger.debug(
|
||||||
|
f"Initialized Deployment Budget Config: {self.deployment_budget_config}"
|
||||||
|
)
|
|
@ -172,6 +172,10 @@ class GenericLiteLLMParams(BaseModel):
|
||||||
|
|
||||||
max_file_size_mb: Optional[float] = None
|
max_file_size_mb: Optional[float] = None
|
||||||
|
|
||||||
|
# Deployment budgets
|
||||||
|
max_budget: Optional[float] = None
|
||||||
|
budget_duration: Optional[str] = None
|
||||||
|
|
||||||
model_config = ConfigDict(extra="allow", arbitrary_types_allowed=True)
|
model_config = ConfigDict(extra="allow", arbitrary_types_allowed=True)
|
||||||
|
|
||||||
def __init__(
|
def __init__(
|
||||||
|
@ -207,6 +211,9 @@ class GenericLiteLLMParams(BaseModel):
|
||||||
input_cost_per_second: Optional[float] = None,
|
input_cost_per_second: Optional[float] = None,
|
||||||
output_cost_per_second: Optional[float] = None,
|
output_cost_per_second: Optional[float] = None,
|
||||||
max_file_size_mb: Optional[float] = None,
|
max_file_size_mb: Optional[float] = None,
|
||||||
|
# Deployment budgets
|
||||||
|
max_budget: Optional[float] = None,
|
||||||
|
budget_duration: Optional[str] = None,
|
||||||
**params,
|
**params,
|
||||||
):
|
):
|
||||||
args = locals()
|
args = locals()
|
||||||
|
@ -351,6 +358,10 @@ class LiteLLMParamsTypedDict(TypedDict, total=False):
|
||||||
# use this for tag-based routing
|
# use this for tag-based routing
|
||||||
tags: Optional[List[str]]
|
tags: Optional[List[str]]
|
||||||
|
|
||||||
|
# deployment budgets
|
||||||
|
max_budget: Optional[float]
|
||||||
|
budget_duration: Optional[str]
|
||||||
|
|
||||||
|
|
||||||
class DeploymentTypedDict(TypedDict, total=False):
|
class DeploymentTypedDict(TypedDict, total=False):
|
||||||
model_name: Required[str]
|
model_name: Required[str]
|
||||||
|
@ -436,7 +447,7 @@ class RouterErrors(enum.Enum):
|
||||||
"Not allowed to access model due to tags configuration"
|
"Not allowed to access model due to tags configuration"
|
||||||
)
|
)
|
||||||
no_deployments_with_provider_budget_routing = (
|
no_deployments_with_provider_budget_routing = (
|
||||||
"No deployments available - crossed budget for provider"
|
"No deployments available - crossed budget"
|
||||||
)
|
)
|
||||||
|
|
||||||
|
|
||||||
|
@ -635,12 +646,12 @@ class RoutingStrategy(enum.Enum):
|
||||||
PROVIDER_BUDGET_LIMITING = "provider-budget-routing"
|
PROVIDER_BUDGET_LIMITING = "provider-budget-routing"
|
||||||
|
|
||||||
|
|
||||||
class ProviderBudgetInfo(BaseModel):
|
class GenericBudgetInfo(BaseModel):
|
||||||
time_period: str # e.g., '1d', '30d'
|
time_period: str # e.g., '1d', '30d'
|
||||||
budget_limit: float
|
budget_limit: float
|
||||||
|
|
||||||
|
|
||||||
ProviderBudgetConfigType = Dict[str, ProviderBudgetInfo]
|
GenericBudgetConfigType = Dict[str, GenericBudgetInfo]
|
||||||
|
|
||||||
|
|
||||||
class RouterCacheEnum(enum.Enum):
|
class RouterCacheEnum(enum.Enum):
|
||||||
|
@ -648,7 +659,7 @@ class RouterCacheEnum(enum.Enum):
|
||||||
RPM = "global_router:{id}:{model}:rpm:{current_minute}"
|
RPM = "global_router:{id}:{model}:rpm:{current_minute}"
|
||||||
|
|
||||||
|
|
||||||
class ProviderBudgetWindowDetails(BaseModel):
|
class GenericBudgetWindowDetails(BaseModel):
|
||||||
"""Details about a provider's budget window"""
|
"""Details about a provider's budget window"""
|
||||||
|
|
||||||
budget_start: float
|
budget_start: float
|
||||||
|
|
|
@ -1432,6 +1432,8 @@ all_litellm_params = [
|
||||||
"user_continue_message",
|
"user_continue_message",
|
||||||
"fallback_depth",
|
"fallback_depth",
|
||||||
"max_fallbacks",
|
"max_fallbacks",
|
||||||
|
"max_budget",
|
||||||
|
"budget_duration",
|
||||||
]
|
]
|
||||||
|
|
||||||
|
|
||||||
|
|
|
@ -11,11 +11,11 @@ sys.path.insert(
|
||||||
) # Adds the parent directory to the system-path
|
) # Adds the parent directory to the system-path
|
||||||
import pytest
|
import pytest
|
||||||
from litellm import Router
|
from litellm import Router
|
||||||
from litellm.router_strategy.provider_budgets import ProviderBudgetLimiting
|
from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
|
||||||
from litellm.types.router import (
|
from litellm.types.router import (
|
||||||
RoutingStrategy,
|
RoutingStrategy,
|
||||||
ProviderBudgetConfigType,
|
GenericBudgetConfigType,
|
||||||
ProviderBudgetInfo,
|
GenericBudgetInfo,
|
||||||
)
|
)
|
||||||
from litellm.caching.caching import DualCache, RedisCache
|
from litellm.caching.caching import DualCache, RedisCache
|
||||||
import logging
|
import logging
|
||||||
|
@ -43,6 +43,9 @@ def cleanup_redis():
|
||||||
for key in redis_client.scan_iter("provider_spend:*"):
|
for key in redis_client.scan_iter("provider_spend:*"):
|
||||||
print("deleting key", key)
|
print("deleting key", key)
|
||||||
redis_client.delete(key)
|
redis_client.delete(key)
|
||||||
|
for key in redis_client.scan_iter("deployment_spend:*"):
|
||||||
|
print("deleting key", key)
|
||||||
|
redis_client.delete(key)
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
print(f"Error cleaning up Redis: {str(e)}")
|
print(f"Error cleaning up Redis: {str(e)}")
|
||||||
|
|
||||||
|
@ -59,9 +62,9 @@ async def test_provider_budgets_e2e_test():
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
# Modify for test
|
# Modify for test
|
||||||
provider_budget_config: ProviderBudgetConfigType = {
|
provider_budget_config: GenericBudgetConfigType = {
|
||||||
"openai": ProviderBudgetInfo(time_period="1d", budget_limit=0.000000000001),
|
"openai": GenericBudgetInfo(time_period="1d", budget_limit=0.000000000001),
|
||||||
"azure": ProviderBudgetInfo(time_period="1d", budget_limit=100),
|
"azure": GenericBudgetInfo(time_period="1d", budget_limit=100),
|
||||||
}
|
}
|
||||||
|
|
||||||
router = Router(
|
router = Router(
|
||||||
|
@ -175,7 +178,7 @@ async def test_get_llm_provider_for_deployment():
|
||||||
|
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(), provider_budget_config={}
|
router_cache=DualCache(), provider_budget_config={}
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -208,11 +211,11 @@ async def test_get_budget_config_for_provider():
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
config = {
|
config = {
|
||||||
"openai": ProviderBudgetInfo(time_period="1d", budget_limit=100),
|
"openai": GenericBudgetInfo(time_period="1d", budget_limit=100),
|
||||||
"anthropic": ProviderBudgetInfo(time_period="7d", budget_limit=500),
|
"anthropic": GenericBudgetInfo(time_period="7d", budget_limit=500),
|
||||||
}
|
}
|
||||||
|
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(), provider_budget_config=config
|
router_cache=DualCache(), provider_budget_config=config
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -244,18 +247,18 @@ async def test_prometheus_metric_tracking():
|
||||||
mock_prometheus = MagicMock(spec=PrometheusLogger)
|
mock_prometheus = MagicMock(spec=PrometheusLogger)
|
||||||
|
|
||||||
# Setup provider budget limiting
|
# Setup provider budget limiting
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(),
|
router_cache=DualCache(),
|
||||||
provider_budget_config={
|
provider_budget_config={
|
||||||
"openai": ProviderBudgetInfo(time_period="1d", budget_limit=100)
|
"openai": GenericBudgetInfo(time_period="1d", budget_limit=100)
|
||||||
},
|
},
|
||||||
)
|
)
|
||||||
|
|
||||||
litellm._async_success_callback = [mock_prometheus]
|
litellm._async_success_callback = [mock_prometheus]
|
||||||
|
|
||||||
provider_budget_config: ProviderBudgetConfigType = {
|
provider_budget_config: GenericBudgetConfigType = {
|
||||||
"openai": ProviderBudgetInfo(time_period="1d", budget_limit=0.000000000001),
|
"openai": GenericBudgetInfo(time_period="1d", budget_limit=0.000000000001),
|
||||||
"azure": ProviderBudgetInfo(time_period="1d", budget_limit=100),
|
"azure": GenericBudgetInfo(time_period="1d", budget_limit=100),
|
||||||
}
|
}
|
||||||
|
|
||||||
router = Router(
|
router = Router(
|
||||||
|
@ -308,7 +311,7 @@ async def test_handle_new_budget_window():
|
||||||
Current
|
Current
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(), provider_budget_config={}
|
router_cache=DualCache(), provider_budget_config={}
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -349,7 +352,7 @@ async def test_get_or_set_budget_start_time():
|
||||||
scenario 2: existing start time in cache, should return existing start time
|
scenario 2: existing start time in cache, should return existing start time
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(), provider_budget_config={}
|
router_cache=DualCache(), provider_budget_config={}
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -390,7 +393,7 @@ async def test_increment_spend_in_current_window():
|
||||||
- Queue the increment operation to Redis
|
- Queue the increment operation to Redis
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(), provider_budget_config={}
|
router_cache=DualCache(), provider_budget_config={}
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -437,11 +440,11 @@ async def test_sync_in_memory_spend_with_redis():
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
provider_budget_config = {
|
provider_budget_config = {
|
||||||
"openai": ProviderBudgetInfo(time_period="1d", budget_limit=100),
|
"openai": GenericBudgetInfo(time_period="1d", budget_limit=100),
|
||||||
"anthropic": ProviderBudgetInfo(time_period="1d", budget_limit=200),
|
"anthropic": GenericBudgetInfo(time_period="1d", budget_limit=200),
|
||||||
}
|
}
|
||||||
|
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(
|
router_cache=DualCache(
|
||||||
redis_cache=RedisCache(
|
redis_cache=RedisCache(
|
||||||
host=os.getenv("REDIS_HOST"),
|
host=os.getenv("REDIS_HOST"),
|
||||||
|
@ -491,10 +494,10 @@ async def test_get_current_provider_spend():
|
||||||
3. Provider with budget config and spend returns correct value
|
3. Provider with budget config and spend returns correct value
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(),
|
router_cache=DualCache(),
|
||||||
provider_budget_config={
|
provider_budget_config={
|
||||||
"openai": ProviderBudgetInfo(time_period="1d", budget_limit=100),
|
"openai": GenericBudgetInfo(time_period="1d", budget_limit=100),
|
||||||
},
|
},
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -526,7 +529,7 @@ async def test_get_current_provider_budget_reset_at():
|
||||||
3. Provider with budget config and TTL returns correct ISO timestamp
|
3. Provider with budget config and TTL returns correct ISO timestamp
|
||||||
"""
|
"""
|
||||||
cleanup_redis()
|
cleanup_redis()
|
||||||
provider_budget = ProviderBudgetLimiting(
|
provider_budget = RouterBudgetLimiting(
|
||||||
router_cache=DualCache(
|
router_cache=DualCache(
|
||||||
redis_cache=RedisCache(
|
redis_cache=RedisCache(
|
||||||
host=os.getenv("REDIS_HOST"),
|
host=os.getenv("REDIS_HOST"),
|
||||||
|
@ -535,8 +538,8 @@ async def test_get_current_provider_budget_reset_at():
|
||||||
)
|
)
|
||||||
),
|
),
|
||||||
provider_budget_config={
|
provider_budget_config={
|
||||||
"openai": ProviderBudgetInfo(time_period="1d", budget_limit=100),
|
"openai": GenericBudgetInfo(time_period="1d", budget_limit=100),
|
||||||
"vertex_ai": ProviderBudgetInfo(time_period="1h", budget_limit=100),
|
"vertex_ai": GenericBudgetInfo(time_period="1h", budget_limit=100),
|
||||||
},
|
},
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -565,3 +568,109 @@ async def test_get_current_provider_budget_reset_at():
|
||||||
# Allow for small time differences (within 5 seconds)
|
# Allow for small time differences (within 5 seconds)
|
||||||
time_difference = abs((reset_time - expected_time).total_seconds())
|
time_difference = abs((reset_time - expected_time).total_seconds())
|
||||||
assert time_difference < 5
|
assert time_difference < 5
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_deployment_budget_limits_e2e_test():
|
||||||
|
"""
|
||||||
|
Expected behavior:
|
||||||
|
- First request forced to openai/gpt-4o
|
||||||
|
- Hit budget limit for openai/gpt-4o
|
||||||
|
- Next 3 requests all go to openai/gpt-4o-mini
|
||||||
|
|
||||||
|
"""
|
||||||
|
litellm.set_verbose = True
|
||||||
|
cleanup_redis()
|
||||||
|
# Modify for test
|
||||||
|
|
||||||
|
router = Router(
|
||||||
|
model_list=[
|
||||||
|
{
|
||||||
|
"model_name": "gpt-4o", # openai model name
|
||||||
|
"litellm_params": { # params for litellm completion/embedding call
|
||||||
|
"model": "openai/gpt-4o",
|
||||||
|
"api_key": os.getenv("OPENAI_API_KEY"),
|
||||||
|
"max_budget": 0.000000000001,
|
||||||
|
"budget_duration": "1d",
|
||||||
|
},
|
||||||
|
"model_info": {"id": "openai-gpt-4o"},
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"model_name": "gpt-4o", # openai model name
|
||||||
|
"litellm_params": {
|
||||||
|
"model": "openai/gpt-4o-mini",
|
||||||
|
"api_key": os.getenv("OPENAI_API_KEY"),
|
||||||
|
"max_budget": 10,
|
||||||
|
"budget_duration": "20d",
|
||||||
|
},
|
||||||
|
"model_info": {"id": "openai-gpt-4o-mini"},
|
||||||
|
},
|
||||||
|
],
|
||||||
|
)
|
||||||
|
|
||||||
|
response = await router.acompletion(
|
||||||
|
messages=[{"role": "user", "content": "Hello, how are you?"}],
|
||||||
|
model="openai-gpt-4o",
|
||||||
|
)
|
||||||
|
print(response)
|
||||||
|
|
||||||
|
await asyncio.sleep(2.5)
|
||||||
|
|
||||||
|
for _ in range(3):
|
||||||
|
response = await router.acompletion(
|
||||||
|
messages=[{"role": "user", "content": "Hello, how are you?"}],
|
||||||
|
model="gpt-4o",
|
||||||
|
)
|
||||||
|
print(response)
|
||||||
|
await asyncio.sleep(1)
|
||||||
|
|
||||||
|
print("response.hidden_params", response._hidden_params)
|
||||||
|
assert response._hidden_params.get("model_id") == "openai-gpt-4o-mini"
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.asyncio
|
||||||
|
async def test_deployment_budgets_e2e_test_expect_to_fail():
|
||||||
|
"""
|
||||||
|
Expected behavior:
|
||||||
|
- first request passes, all subsequent requests fail
|
||||||
|
|
||||||
|
"""
|
||||||
|
cleanup_redis()
|
||||||
|
|
||||||
|
router = Router(
|
||||||
|
model_list=[
|
||||||
|
{
|
||||||
|
"model_name": "openai/gpt-4o-mini", # openai model name
|
||||||
|
"litellm_params": {
|
||||||
|
"model": "openai/gpt-4o-mini",
|
||||||
|
"max_budget": 0.000000000001,
|
||||||
|
"budget_duration": "1d",
|
||||||
|
},
|
||||||
|
},
|
||||||
|
],
|
||||||
|
redis_host=os.getenv("REDIS_HOST"),
|
||||||
|
redis_port=int(os.getenv("REDIS_PORT")),
|
||||||
|
redis_password=os.getenv("REDIS_PASSWORD"),
|
||||||
|
)
|
||||||
|
|
||||||
|
response = await router.acompletion(
|
||||||
|
messages=[{"role": "user", "content": "Hello, how are you?"}],
|
||||||
|
model="openai/gpt-4o-mini",
|
||||||
|
)
|
||||||
|
print(response)
|
||||||
|
|
||||||
|
await asyncio.sleep(2.5)
|
||||||
|
|
||||||
|
for _ in range(3):
|
||||||
|
with pytest.raises(Exception) as exc_info:
|
||||||
|
response = await router.acompletion(
|
||||||
|
messages=[{"role": "user", "content": "Hello, how are you?"}],
|
||||||
|
model="openai/gpt-4o-mini",
|
||||||
|
)
|
||||||
|
print(response)
|
||||||
|
print("response.hidden_params", response._hidden_params)
|
||||||
|
|
||||||
|
await asyncio.sleep(0.5)
|
||||||
|
# Verify the error is related to budget exceeded
|
||||||
|
|
||||||
|
assert "Exceeded budget for deployment" in str(exc_info.value)
|
Loading…
Add table
Add a link
Reference in a new issue