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 0.1.7a2.dev11

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 0.1.7a2.dev11
File Interpreter ABI Platform
pyserq-0.1.7a2.dev11-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 abi3 Linux glibc 2.17+ x86-64 Details
pyserq-0.1.7a2.dev11-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-0.1.7a2.dev11-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL pyserq-0.1.7a2.dev11-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
bd9ed1e7811d6829111d8ed514c95548bec18dd0d6cb62d6304c71a221077dd9
BLAKE2b-256 checksum
How to use checksums
5d78de0f92dfac1260505b5993da213e8139738f5e70a5a61def817c793866d6
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 Oct 19, 2026.

Transparency log

Release files / pyserq-0.1.7a2.dev11-cp39-abi3-macosx_11_0_arm64.whl

Download URL pyserq-0.1.7a2.dev11-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
09d4d01e138ece96c6eb29aab982de2693ac5ed2f14e43367df508f7c39b12fb
BLAKE2b-256 checksum
How to use checksums
8c1701dc7150a2c643ac9e9c707700fe7c29b48350fb44c58d0539c7a4e7bfc4
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 Oct 19, 2026.

Transparency log

Security for pyserq 0.1.7a2.dev11

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-0.1.7a2.dev11-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 19, 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.

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