Provider Budget Routing
Use this to set budgets for LLM Providers - example $100/day for OpenAI, $100/day for Azure.
Quick Start
Set provider budgets in your proxy_config.yaml
file
Proxy Config setup
model_list:
- model_name: gpt-3.5-turbo
litellm_params:
model: openai/gpt-3.5-turbo
api_key: os.environ/OPENAI_API_KEY
router_settings:
redis_host: <your-redis-host>
redis_password: <your-redis-password>
redis_port: <your-redis-port>
provider_budget_config:
openai:
budget_limit: 0.000000000001 # float of $ value budget for time period
time_period: 1d # can be 1d, 2d, 30d
azure:
budget_limit: 100
time_period: 1d
anthropic:
budget_limit: 100
time_period: 10d
vertexai:
budget_limit: 100
time_period: 12d
gemini:
budget_limit: 100
time_period: 12d
general_settings:
master_key: sk-1234
Make a test request
We expect the first request to succeed, and the second request to fail since we cross the budget for openai
Langchain, OpenAI SDK Usage Examples
- Successful Call
- Unsuccessful call
curl -i http://localhost:4000/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer sk-1234" \
-d '{
"model": "gpt-4o",
"messages": [
{"role": "user", "content": "hi my name is test request"}
]
}'
Expect this to fail since since ishaan@berri.ai
in the request is PII
curl -i http://localhost:4000/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer sk-1234" \
-d '{
"model": "gpt-4o",
"messages": [
{"role": "user", "content": "hi my name is test request"}
]
}'
Expected response on failure
{
"error": {
"message": "No deployments available - crossed budget for provider: Exceeded budget for provider openai: 0.0007350000000000001 >= 1e-12",
"type": "None",
"param": "None",
"code": "429"
}
}
How provider budget routing works
Budget Tracking:
- Uses Redis to track spend for each provider
- Tracks spend over specified time periods (e.g., "1d", "30d")
- Automatically resets spend after time period expires
Routing Logic:
- Routes requests to providers under their budget limits
- Skips providers that have exceeded their budget
- If all providers exceed budget, raises an error
Supported Time Periods:
- Format: "Xd" where X is number of days
- Examples: "1d" (1 day), "30d" (30 days)
Requirements:
- Redis required for tracking spend across instances
- Provider names must be litellm provider names. See Supported Providers
Monitoring Provider Remaining Budget
LiteLLM will emit the following metric on Prometheus to track the remaining budget for each provider
This metric indicates the remaining budget for a provider in dollars (USD)
litellm_provider_remaining_budget_metric{api_provider="openai"} 10
Spec for provider_budget_config
The provider_budget_config
is a dictionary where:
- Key: Provider name (string) - Must be a valid LiteLLM provider name
- Value: Budget configuration object with the following parameters:
budget_limit
: Float value representing the budget in USDtime_period
: String in the format "Xd" where X is the number of days (e.g., "1d", "30d")
Example structure:
provider_budget_config:
openai:
budget_limit: 100.0 # $100 USD
time_period: "1d" # 1 day period
azure:
budget_limit: 500.0 # $500 USD
time_period: "30d" # 30 day period