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README.md 11.1 KB
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# SGLang Router
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SGLang router is a standalone Rust module that enables data parallelism across SGLang instances, providing high-performance request routing and advanced load balancing. The router supports multiple load balancing algorithms including cache-aware, power of two, random, and round robin, and acts as a specialized load balancer for prefill-decode disaggregated serving architectures.
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## Documentation
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- **User Guide**: [docs.sglang.ai/advanced_features/router.html](https://docs.sglang.ai/advanced_features/router.html)
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## Quick Start
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### Prerequisites
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**Rust and Cargo:**
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```bash
# Install rustup (Rust installer and version manager)
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh

# Follow the installation prompts, then reload your shell
source $HOME/.cargo/env

# Verify installation
rustc --version
cargo --version
```

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**Python with pip installed**
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### Installation
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#### Option A: Build and Install Wheel (Recommended)
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```bash
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# Install build dependencies
pip install setuptools-rust wheel build
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# Build the wheel package
python -m build
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# Install the generated wheel
pip install dist/*.whl
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# One-liner for development (rebuild + install)
python -m build && pip install --force-reinstall dist/*.whl
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```

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#### Option B: Development Mode
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```bash
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pip install -e .
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```

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⚠️ **Warning**: Editable installs may suffer performance degradation. Use wheel builds for performance testing.
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### Basic Usage
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```bash
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# Build Rust components
cargo build
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```
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#### Using the Rust Binary Directly (Alternative to Python)
```bash
# Build the Rust binary
cargo build --release

# Launch router with worker URLs in regular mode
./target/release/sglang-router \
    --worker-urls http://worker1:8000 http://worker2:8000

# Or use cargo run
cargo run --release -- \
    --worker-urls http://worker1:8000 http://worker2:8000
```

#### Launch Router with Python (Original Method)
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```bash
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# Launch router with worker URLs
python -m sglang_router.launch_router \
    --worker-urls http://worker1:8000 http://worker2:8000
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```

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#### Launch Router with Worker URLs in prefill-decode mode
```bash
# Note that the prefill and decode URLs must be provided in the following format:
# http://<ip>:<port> for  decode nodes
# http://<ip>:<port> bootstrap-port for  prefill nodes, where bootstrap-port is optional
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# Using Rust binary directly
./target/release/sglang-router \
    --pd-disaggregation \
    --policy cache_aware \
    --prefill http://127.0.0.1:30001 9001 \
    --prefill http://127.0.0.2:30002 9002 \
    --prefill http://127.0.0.3:30003 9003 \
    --prefill http://127.0.0.4:30004 9004 \
    --decode http://127.0.0.5:30005 \
    --decode http://127.0.0.6:30006 \
    --decode http://127.0.0.7:30007 \
    --host 0.0.0.0 \
    --port 8080

# Or using Python launcher
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python -m sglang_router.launch_router \
    --pd-disaggregation \
    --policy cache_aware \
    --prefill http://127.0.0.1:30001 9001 \
    --prefill http://127.0.0.2:30002 9002 \
    --prefill http://127.0.0.3:30003 9003 \
    --prefill http://127.0.0.4:30004 9004 \
    --decode http://127.0.0.5:30005 \
    --decode http://127.0.0.6:30006 \
    --decode http://127.0.0.7:30007 \
    --host 0.0.0.0 \
    --port 8080
````

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## Configuration
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### Logging

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Enable structured logging with optional file output:
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```python
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from sglang_router import Router

# Console logging (default)
router = Router(worker_urls=["http://worker1:8000", "http://worker2:8000"])

# File logging enabled
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router = Router(
    worker_urls=["http://worker1:8000", "http://worker2:8000"],
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    log_dir="./logs"  # Daily log files created here
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)
```

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Set log level with `--log-level` flag ([documentation](https://docs.sglang.ai/backend/server_arguments.html#logging)).
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### Metrics

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Prometheus metrics endpoint available at `127.0.0.1:29000` by default.
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```bash
# Custom metrics configuration
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python -m sglang_router.launch_router \
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    --worker-urls http://localhost:8080 http://localhost:8081 \
    --prometheus-host 0.0.0.0 \
    --prometheus-port 9000
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```

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### Retries and Circuit Breakers

- Retries (regular router) are enabled by default with exponential backoff and jitter. You can tune them via CLI:

```bash
python -m sglang_router.launch_router \
  --worker-urls http://localhost:8080 http://localhost:8081 \
  --retry-max-retries 3 \
  --retry-initial-backoff-ms 100 \
  --retry-max-backoff-ms 10000 \
  --retry-backoff-multiplier 2.0 \
  --retry-jitter-factor 0.1
```

- Circuit Breaker defaults protect workers and auto-recover. Tune thresholds/timeouts:

```bash
python -m sglang_router.launch_router \
  --worker-urls http://localhost:8080 http://localhost:8081 \
  --cb-failure-threshold 5 \
  --cb-success-threshold 2 \
  --cb-timeout-duration-secs 30 \
  --cb-window-duration-secs 60
```

Behavior summary:
- Closed → Open after N consecutive failures (failure-threshold)
- Open → HalfOpen after timeout (timeout-duration-secs)
- HalfOpen → Closed after M consecutive successes (success-threshold)
- Any failure in HalfOpen reopens immediately

Retry predicate (regular router): retry on 408/429/500/502/503/504, otherwise return immediately. Backoff/jitter observed between attempts.

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### Request ID Tracking

Track requests across distributed systems with configurable headers:

```bash
# Use custom request ID headers
python -m sglang_router.launch_router \
    --worker-urls http://localhost:8080 \
    --request-id-headers x-trace-id x-request-id
```

Default headers: `x-request-id`, `x-correlation-id`, `x-trace-id`, `request-id`

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## Advanced Features
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### Kubernetes Service Discovery
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Automatic worker discovery and management in Kubernetes environments.
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#### Basic Service Discovery
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```bash
python -m sglang_router.launch_router \
    --service-discovery \
    --selector app=sglang-worker role=inference \
    --service-discovery-namespace default
```

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#### PD (Prefill-Decode) Mode
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For disaggregated prefill/decode routing:
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```bash
python -m sglang_router.launch_router \
    --pd-disaggregation \
    --policy cache_aware \
    --service-discovery \
    --prefill-selector app=sglang component=prefill \
    --decode-selector app=sglang component=decode \
    --service-discovery-namespace sglang-system
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# With separate routing policies:
python -m sglang_router.launch_router \
    --pd-disaggregation \
    --prefill-policy cache_aware \
    --decode-policy power_of_two \
    --service-discovery \
    --prefill-selector app=sglang component=prefill \
    --decode-selector app=sglang component=decode \
    --service-discovery-namespace sglang-system
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```

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#### Kubernetes Pod Configuration
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**Prefill Server Pod:**
```yaml
apiVersion: v1
kind: Pod
metadata:
  name: sglang-prefill-1
  labels:
    app: sglang
    component: prefill
  annotations:
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    sglang.ai/bootstrap-port: "9001"  # Optional: Bootstrap port
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spec:
  containers:
  - name: sglang
    image: lmsys/sglang:latest
    ports:
    - containerPort: 8000  # Main API port
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    - containerPort: 9001  # Optional: Bootstrap port
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```

**Decode Server Pod:**
```yaml
apiVersion: v1
kind: Pod
metadata:
  name: sglang-decode-1
  labels:
    app: sglang
    component: decode
spec:
  containers:
  - name: sglang
    image: lmsys/sglang:latest
    ports:
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    - containerPort: 8000
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```

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#### RBAC Configuration
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**Namespace-scoped (recommended):**
```yaml
apiVersion: v1
kind: ServiceAccount
metadata:
  name: sglang-router
  namespace: sglang-system
---
apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
  namespace: sglang-system
  name: sglang-router
rules:
- apiGroups: [""]
  resources: ["pods"]
  verbs: ["get", "list", "watch"]
---
apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  name: sglang-router
  namespace: sglang-system
subjects:
- kind: ServiceAccount
  name: sglang-router
  namespace: sglang-system
roleRef:
  kind: Role
  name: sglang-router
  apiGroup: rbac.authorization.k8s.io
```

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#### Complete PD Example
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```bash
python -m sglang_router.launch_router \
    --pd-disaggregation \
    --policy cache_aware \
    --service-discovery \
    --prefill-selector app=sglang component=prefill environment=production \
    --decode-selector app=sglang component=decode environment=production \
    --service-discovery-namespace production \
    --host 0.0.0.0 \
    --port 8080 \
    --prometheus-host 0.0.0.0 \
    --prometheus-port 9090
```

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### Command Line Arguments Reference
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#### Service Discovery
- `--service-discovery`: Enable Kubernetes service discovery
- `--service-discovery-port`: Port for worker URLs (default: 8000)
- `--service-discovery-namespace`: Kubernetes namespace to watch
- `--selector`: Label selectors for regular mode (format: `key1=value1 key2=value2`)
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#### PD Mode
- `--pd-disaggregation`: Enable Prefill-Decode disaggregated mode
- `--prefill`: Initial prefill server (format: `URL BOOTSTRAP_PORT`)
- `--decode`: Initial decode server URL
- `--prefill-selector`: Label selector for prefill pods
- `--decode-selector`: Label selector for decode pods
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- `--policy`: Routing policy (`cache_aware`, `random`, `power_of_two`, `round_robin`)
- `--prefill-policy`: Separate routing policy for prefill nodes (optional, overrides `--policy` for prefill)
- `--decode-policy`: Separate routing policy for decode nodes (optional, overrides `--policy` for decode)
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## Development
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### Build Process
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```bash
# Build Rust project
cargo build

# Build Python binding (see Installation section above)
```
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**Note**: When modifying Rust code, you must rebuild the wheel for changes to take effect.
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### Troubleshooting
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**VSCode Rust Analyzer Issues:**
Set `rust-analyzer.linkedProjects` to the absolute path of `Cargo.toml`:
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```json
{
  "rust-analyzer.linkedProjects": ["/workspaces/sglang/sgl-router/Cargo.toml"]
}
```
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### CI/CD Pipeline

The continuous integration pipeline includes comprehensive testing, benchmarking, and publishing:

#### Build & Test
1. **Build Wheels**: Uses `cibuildwheel` for manylinux x86_64 packages
2. **Build Source Distribution**: Creates source distribution for pip fallback
3. **Rust HTTP Server Benchmarking**: Performance testing of router overhead
4. **Basic Inference Testing**: End-to-end validation through the router
5. **PD Disaggregation Testing**: Benchmark and sanity checks for prefill-decode load balancing

#### Publishing
- **PyPI Publishing**: Wheels and source distributions are published only when the version changes in `pyproject.toml`
- **Container Images**: Docker images published using `/docker/Dockerfile.router`

## Features

- **High Performance**: Rust-based routing with connection pooling and optimized request handling
- **Advanced Load Balancing**: Multiple algorithms including:
  - **Cache-Aware**: Intelligent routing based on cache locality for optimal performance
  - **Power of Two**: Chooses the less loaded of two randomly selected workers
  - **Random**: Distributes requests randomly across available workers
  - **Round Robin**: Sequential distribution across workers in rotation
- **Prefill-Decode Disaggregation**: Specialized load balancing for separated prefill and decode servers
- **Service Discovery**: Automatic Kubernetes worker discovery and health management
- **Monitoring**: Comprehensive Prometheus metrics and structured logging
- **Scalability**: Handles thousands of concurrent connections with efficient resource utilization