Skip to main content

vLLM Semantic Router - Intelligent routing for Mixture-of-Models

Project description

vLLM Semantic Router

Intelligent Router for Mixture-of-Models (MoM).

GitHub: https://github.com/vllm-project/semantic-router

Quick Start

Installation

# Install from PyPI
pip install vllm-sr

# Or install from source (development)
cd src/vllm-sr
pip install -e .

Usage

# Initialize vLLM Semantic Router Configuration
vllm-sr init

# Start the router (includes dashboard)
# Provide your HF_TOKEN to run the evaluation tests; this is required for downloading the necessary datasets
HF_TOKEN=hf_xxx vllm-sr serve

# Open dashboard in browser
vllm-sr dashboard

# View logs
vllm-sr logs router
vllm-sr logs envoy
vllm-sr logs dashboard

# Check status
vllm-sr status

# Stop
vllm-sr stop

Features

  • Router: Intelligent request routing based on intent classification
  • Envoy Proxy: High-performance proxy with ext_proc integration
  • Dashboard: Web UI for monitoring and testing (http://localhost:8700)
  • Metrics: Prometheus metrics endpoint (http://localhost:9190/metrics)

Endpoints

After running vllm-sr serve, the following endpoints are available:

Endpoint Port Description
Dashboard 8700 Web UI for monitoring and Playground
API 8888* Chat completions API (configurable in config.yaml)
Metrics 9190 Prometheus metrics
gRPC 50051 Router gRPC (internal)
Jaeger UI 16686 Distributed tracing UI
Grafana (embedded) 8700 Dashboards at /embedded/grafana
Prometheus UI 9090 Metrics storage and querying

*Default port, configurable via listeners in config.yaml

Observability

vllm-sr serve automatically starts the observability stack:

Note: Grafana is optimized for embedded access through the dashboard. For the best experience, use http://localhost:8700/embedded/grafana where anonymous authentication is pre-configured.

Tracing is enabled by default. Traces are visible in Jaeger under the vllm-sr service name.

Configuration

Plugin Configuration

The CLI supports configuring plugins in your routing decisions. Plugins are per-decision behaviors that customize request handling (security, caching, customization, debugging).

Supported Plugin Types:

  • semantic-cache - Cache similar requests for performance
  • jailbreak - Detect and block adversarial prompts
  • pii - Detect and enforce PII policies
  • system_prompt - Inject custom system prompts
  • header_mutation - Add/modify HTTP headers
  • hallucination - Detect hallucinations in responses
  • router_replay - Record routing decisions for debugging

Plugin Examples:

  1. semantic-cache - Cache similar requests:
plugins:
  - type: "semantic-cache"
    configuration:
      enabled: true
      similarity_threshold: 0.92  # 0.0-1.0, higher = more strict
      ttl_seconds: 3600  # Optional: cache TTL in seconds
  1. jailbreak - Block adversarial prompts:
plugins:
  - type: "jailbreak"
    configuration:
      enabled: true
      threshold: 0.8  # Optional: detection sensitivity 0.0-1.0
  1. pii - Enforce PII policies:
plugins:
  - type: "pii"
    configuration:
      enabled: true
      threshold: 0.7  # Optional: detection sensitivity 0.0-1.0
      pii_types_allowed: ["EMAIL_ADDRESS"]  # Optional: list of allowed PII types
  1. system_prompt - Inject custom instructions:
plugins:
  - type: "system_prompt"
    configuration:
      enabled: true
      system_prompt: "You are a helpful assistant."
      mode: "replace"  # "replace" (default) or "insert" (prepend)
  1. header_mutation - Modify HTTP headers:
plugins:
  - type: "header_mutation"
    configuration:
      add:
        - name: "X-Custom-Header"
          value: "custom-value"
      update:
        - name: "User-Agent"
          value: "SemanticRouter/1.0"
      delete:
        - "X-Old-Header"
  1. hallucination - Detect hallucinations:
plugins:
  - type: "hallucination"
    configuration:
      enabled: true
      use_nli: false  # Optional: use NLI for detailed analysis
      hallucination_action: "header"  # "header", "body", or "none"
  1. router_replay - Record decisions for debugging:
plugins:
  - type: "router_replay"
    configuration:
      enabled: true
      max_records: 200  # Optional: max records in memory (default: 200)
      capture_request_body: false  # Optional: capture request payloads (default: false)
      capture_response_body: false  # Optional: capture response payloads (default: false)
      max_body_bytes: 4096  # Optional: max bytes to capture (default: 4096)

Validation Rules:

  • Plugin Type: Must be one of: semantic-cache, jailbreak, pii, system_prompt, header_mutation, hallucination, router_replay
  • enabled: Must be a boolean (required for most plugins)
  • threshold/similarity_threshold: Must be a float between 0.0 and 1.0
  • max_records/max_body_bytes: Must be a positive integer
  • ttl_seconds: Must be a non-negative integer
  • pii_types_allowed: Must be a list of strings (if provided)
  • system_prompt: Must be a string (if provided)
  • mode: Must be "replace" or "insert" (if provided)

CLI Commands:

# Initialize config with plugin examples
vllm-sr init

# Validate configuration (including plugins)
vllm-sr validate config.yaml

# Generate router config with plugins
vllm-sr config router --config config.yaml

File Descriptor Limits

The CLI automatically sets file descriptor limits to 65,536 for Envoy proxy. To customize:

export VLLM_SR_NOFILE_LIMIT=100000  # Optional (min: 8192)
vllm-sr serve

License

Apache 2.0

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

vllm_sr-0.1.0b2.dev20260205025509.tar.gz (59.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

vllm_sr-0.1.0b2.dev20260205025509-py3-none-any.whl (66.3 kB view details)

Uploaded Python 3

File details

Details for the file vllm_sr-0.1.0b2.dev20260205025509.tar.gz.

File metadata

File hashes

Hashes for vllm_sr-0.1.0b2.dev20260205025509.tar.gz
Algorithm Hash digest
SHA256 8aa27738781cdf7a7abf0dedc1f3e41923e5ea689da27159c620910e77d0c049
MD5 b7f3d8833896e599339910c2c9151cce
BLAKE2b-256 bf0690fb2f438ca3d5e5725694be0243b85808c8a5652b451bccad9a67334e19

See more details on using hashes here.

File details

Details for the file vllm_sr-0.1.0b2.dev20260205025509-py3-none-any.whl.

File metadata

File hashes

Hashes for vllm_sr-0.1.0b2.dev20260205025509-py3-none-any.whl
Algorithm Hash digest
SHA256 c0c8da11fb98198bba13020de969b51a0d0830eb75d08737d0866fd8f7233fbf
MD5 32e468feb5b685ccbb2e781e74934630
BLAKE2b-256 68c5805266e10ed28910ac5a7c17b02bb026b6fff336c7c33c6183862011dbe5

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page