Skip to main content

SMG Python Bindings

This directory contains the Python bindings for SMG (Shepherd Model Gateway), built using maturin and PyO3.

Quick Start

Installation

pip install maturin
cd smg/bindings/python
maturin develop --features vendored-openssl

Usage

The smg serve command launches backend workers and the SMG router in a single command:

# sglang with gRPC (default)
smg serve --backend sglang --model-path /path/to/model --port 8080

# sglang with HTTP
smg serve --backend sglang --model-path /path/to/model --port 8080 --connection-mode http

# vLLM (gRPC only)
smg serve --backend vllm --model /path/to/model --port 8080

# TensorRT-LLM (gRPC only)
smg serve --backend trtllm --model /path/to/model --port 8080

# Multiple workers (data parallel)
smg serve --backend sglang --model-path /path/to/model --port 8080 --dp-size 4

Serve Options

Option Default Description
--backend sglang Backend to use: sglang, vllm, or trtllm
--connection-mode grpc Connection mode: grpc or http. vllm/trtllm only support grpc
--host 127.0.0.1 Host for the router
--port 8080 Port for the router
--dp-size 1 Data parallel size (number of worker replicas)
--worker-host 127.0.0.1 Host for worker processes
--worker-base-port 31000 Base port for workers
--worker-startup-timeout 300 Seconds to wait for workers to become healthy

Backend-specific options (e.g., --tensor-parallel-size, --quantization) are passed through to the backend.

Directory Structure

bindings/python/
├── src/                    # Source code (src layout)
│   ├── lib.rs              # Rust/PyO3 bindings implementation
│   └── smg/                # Python source code
│       ├── __init__.py
│       ├── cli.py          # CLI entry point
│       ├── serve.py        # smg serve implementation
│       ├── launch_router.py
│       ├── router.py
│       └── router_args.py
├── tests/                  # Python unit tests
├── Cargo.toml              # Rust package configuration
├── pyproject.toml          # Python package configuration
└── README.md               # This file

Building

Development Build

pip install maturin
cd smg/bindings/python
maturin develop --features vendored-openssl

Production Build

cd smg/bindings/python
maturin build --release --out dist --features vendored-openssl
pip install dist/smg-*.whl

Testing

cd smg/bindings/python
pytest tests/

Metadata

Release files for tokenspeed-smg 1.10.1.post20260906

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for tokenspeed-smg 1.10.1.post20260906
File Size Uploaded Provenance
tokenspeed_smg-1.10.1.post20260906.tar.gz 3.7 MB With provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for tokenspeed-smg 1.10.1.post20260906
File Interpreter ABI Platform
tokenspeed_smg-1.10.1.post20260906-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 abi3 Linux glibc 2.17+ x86-64 Details
tokenspeed_smg-1.10.1.post20260906-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.8 abi3 Linux glibc 2.17+ ARM64 Details

Total release size: 71.7 MB

Release files / tokenspeed_smg-1.10.1.post20260906.tar.gz

Download URL tokenspeed_smg-1.10.1.post20260906.tar.gz
Size 3.7 MB
Tags Source
SHA-256 checksum
How to use checksums
8392ae75bfeb3934c288e7c8d2617f8e45cff3acf07902f69441305cbe3a7b8f
BLAKE2b-256 checksum
How to use checksums
1b2067c22efefa0005c6a131362527d90634d5003375829aec4a1d287a348a1b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 6, 2026.

Transparency log

Release files / tokenspeed_smg-1.10.1.post20260906-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL tokenspeed_smg-1.10.1.post20260906-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 33.2 MB
Tags CPython 3.8 Linux glibc 2.17+ x86-64 abi3
SHA-256 checksum
How to use checksums
0cacef87a7c1a1306aae6acb70101a16da449d2e27261b5a9c17a3efa905b0fa
BLAKE2b-256 checksum
How to use checksums
9894031c0c7e98ab6d8f3e7fed02d1f9b3a35daed9113342953c6850dc6bcc9b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 6, 2026.

Transparency log

Release files / tokenspeed_smg-1.10.1.post20260906-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL tokenspeed_smg-1.10.1.post20260906-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 34.8 MB
Tags CPython 3.8 Linux glibc 2.17+ ARM64 abi3
SHA-256 checksum
How to use checksums
1d011a05a80c763804687a11c01181e314549a9209f0ee4779c6c987f43e3f9e
BLAKE2b-256 checksum
How to use checksums
ddb99c28efdab398f9e809e9764a30fcdb20459fbe8c46c1394e091e460b9ed6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 6, 2026.

Transparency log

Security for tokenspeed-smg 1.10.1.post20260906

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 3 files in this release have been uploaded with provenance metadata.

Select from 3 files

Attestation for tokenspeed_smg-1.10.1.post20260906.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 6, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release
Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page