Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

pyserq

serQ in Python. serQ is a language in which an LLM serving deployment is a program; pyserq compiles a program to its IR and runs it, in process, and gives what the serq CLI gives. A program is the deployment; the workload it serves is a file of its own, given when it runs (workload= a path, or workload_source= its text), as serq run mg1.sq --workload workloads/mg1.sq.

import pyserq
p = pyserq.compile("mg1.sq", workload="workloads/mg1.sq",
                   sets={"lam": 0.8}, seed=10, horizon=250000, warmup=25000)
r = pyserq.run(p)            # the GIL is released while it runs
r.json()                     # what `serq run --json` prints
o = r.client["response"]      # o.mean, o.ci, o.samples, o.times
pyserq.draw("mg1.sq", workload="workloads/mg1.sq", format="svg")  # what `serq draw --format svg` prints
pip install pyserq           # a release
pip install --pre pyserq     # the latest commit on main (X.Y.Z.devN)

Wheels: linux x86_64 (manylinux), macOS arm64; Python 3.9 and later (abi3). The version is serq's: pyserq.__version__ is the crate it was built from.

Metadata

Release files for pyserq 0.1.7a3.dev12

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

Built distributions (wheels)

Table of built distributions (wheels) for pyserq 0.1.7a3.dev12
File Interpreter ABI Platform
pyserq-0.1.7a3.dev12-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 abi3 Linux glibc 2.17+ x86-64 Details
pyserq-0.1.7a3.dev12-cp39-abi3-macosx_11_0_arm64.whl CPython 3.9 abi3 macOS 11.0+ ARM64 Details

Total release size: 3.4 MB

Release files / pyserq-0.1.7a3.dev12-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL pyserq-0.1.7a3.dev12-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.8 MB
Tags CPython 3.9 Linux glibc 2.17+ x86-64 abi3
SHA-256 checksum
How to use checksums
29e98dd732a1961d8df7cc6d8046ff1a34664faebd96c43c8e58355868d4c700
BLAKE2b-256 checksum
How to use checksums
a8767da7f74ab26750b623c6f71c8ece7df454a2ec707ce9164ca407d6c23921
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

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 Oct 23, 2026.

Transparency log

Release files / pyserq-0.1.7a3.dev12-cp39-abi3-macosx_11_0_arm64.whl

Download URL pyserq-0.1.7a3.dev12-cp39-abi3-macosx_11_0_arm64.whl
Size 1.6 MB
Tags CPython 3.9 abi3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
f797c709637063c412ad64452ecb8522d086db4522564d4e8d8b7acebb430439
BLAKE2b-256 checksum
How to use checksums
fb968e108277d0a8860190245ec7da72a552995e5f72e242da4c6f2c454909bc
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

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 Oct 23, 2026.

Transparency log

Security for pyserq 0.1.7a3.dev12

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 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for pyserq-0.1.7a3.dev12-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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 Oct 23, 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