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vllm-iquest-q1

A vLLM plugin for IQuest-Q1, with recursive MTP, reasoning parsing, and tool calling.

Installation

Install the release from PyPI:

pip install vllm-iquest-q1

The release pins vllm==0.30.0. Use a Linux environment supported by that vLLM release, with a compatible NVIDIA driver for GPU inference. The plugin wheel contains Python code; pip installs vLLM and its dependencies separately. Model weights are downloaded separately.

To install from this repository:

pip install .

The original development environment used vLLM commit 81d7293c2167e39f3ffddc9a82d633f94e8a1eaa. To keep an existing compatible vLLM environment instead of resolving the release dependencies:

uv pip install --no-deps .

Or use Docker:

docker pull iquestlabworkspace/vllm-iquest-q1:cu130

vLLM loads the plugin automatically. Install it in every worker environment.

Serving

MODEL_ROOT="$(hf download IQuestLab/IQuest-Q1 --quiet)" && \
vllm serve "$MODEL_ROOT" \
  --served-model-name IQuest-Q1 \
  --tensor-parallel-size 8 \
  --reasoning-parser iquest_q1 \
  --enable-auto-tool-choice \
  --tool-call-parser iquest_q1

To enable recursive MTP, use:

MODEL_ROOT="$(hf download IQuestLab/IQuest-Q1 --quiet)" && \
vllm serve "$MODEL_ROOT" \
  --served-model-name IQuest-Q1 \
  --tensor-parallel-size 8 \
  --reasoning-parser iquest_q1 \
  --enable-auto-tool-choice \
  --tool-call-parser iquest_q1 \
  --enable-prefix-caching \
  --speculative-config '{
    "method": "eagle",
    "model": "'"$MODEL_ROOT"'/mtp",
    "num_speculative_tokens": 5,
    "draft_sample_method": "probabilistic",
    "rejection_sample_method": "standard",
    "enforce_eager": false
  }'

Development

.venv/bin/python -m pytest tests -q
uv build --wheel --out-dir dist

Publishing

Releases use PyPI Trusted Publishing. Configure the PyPI project vllm-iquest-q1 to trust the GitHub repository IQuestLab/vllm-iquest-q1, workflow publish.yml, and environment pypi.

Build and test the wheel before creating a GitHub release. Attach the tested wheel and a SHA256SUMS file containing its SHA-256 and filename to a draft release tagged v<package-version>, then publish the release. The tag must point to the commit used to build and test the wheel.

The workflow verifies the checksum, package name, and version, then uploads the existing wheel to PyPI. It does not rebuild the package.

Metadata

Release files for vllm-iquest-q1 0.1.0

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

Built distribution (wheel)

Table of built distributions (wheels) for vllm-iquest-q1 0.1.0
File Interpreter ABI Platform Actions
vllm_iquest_q1-0.1.0-py3-none-any.whl Python 3 none any Details for vllm_iquest_q1-0.1.0-py3-none-any.whl

Release files / vllm_iquest_q1-0.1.0-py3-none-any.whl

Download URL vllm_iquest_q1-0.1.0-py3-none-any.whl
Size 27.4 kB
Tags Python 3
SHA-256 checksum
How to use checksums
1d59e495440ef0e1fc1c51054dc4562e4e05f95c5b164319099490b5e93573bf
BLAKE2b-256 checksum
How to use checksums
36d8569ca2fa63e3ce1e2eaa2f29a0f24968251d849cbfedb2a870714a8d0d66
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

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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 20, 2026.

Transparency log

Security for vllm-iquest-q1 0.1.0

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 1 file in this release has been uploaded with provenance metadata.

Attestation for vllm_iquest_q1-0.1.0-py3-none-any.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 20, 2026.

Transparency log

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This release

0.1.0 This release

1 release file Full provenance

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