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gllm-inference-binary

A library containing components related to model inferences in Gen AI applications.

With conditionsPyPI Artificial IntelligenceReleased Aug 2026148.3K downloads / moPlatform wheel

Decision gist · record as of 2026-08-14

platform wheels — gllm_inference_binary-0.6.116-cp311-cp311-macosx_13_0_arm64.whl · gllm_inference_binary-0.6.116-cp311-cp311-manylinux_2_31_x86_64.whl · gllm_inference_binary-0.6.116-cp311-cp311-win_amd64.whl
v0.6.116 · released 2026-08-14 · Python <3.14,>=3.11 · 21 runtime deps: gllm-core-binary, aiofiles, aiohttp, av, filetype, httpx, jinja2, jsonref

Yes, if you are building Gen AI inference components and can accept the license ambiguity and 21-dependency footprint. The package is actively maintained, has no known vulnerabilities, and covers a broad inference use case. However, verify the license terms first and confirm that the binary-only distribution meets your source-code requirements.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.11 or later.
  • Binary wheel installation means no source code is included; source-based installation requires gcloud authentication and access to internal Artifact Registry.
  • Medium install friction due to 21 runtime dependencies spanning async HTTP, data processing, audio/video handling, and LLM frameworks.

License · maintenance · safety

(unclear) — License status is unclear—no SPDX identifier or raw license text provided. Verify licensing terms before use in proprietary or restricted contexts.

last release 2026-08-14 (0 days)

0 known vulnerabilities (OSV.dev, 2026-08-14) · 148,343 downloads/mo, #11,038 on PyPI

Verify before relying

pip install gllm-inference-binary

import gllm_inference_binary
# Use inference components from the library
  • What specific inference workflows or model types does this library support?
  • Does it provide pre-built inference pipelines or only low-level components?
  • What is the actual license governing this package?
Same gist for agents: .md · .json

What it is and what it does

GLLM Inference is a library for building generative AI inference components. It bundles a large set of dependencies—including langchain, numpy, pandas, aiohttp, and audio/video processing libraries—to support model invocation, data handling, and integration in Gen AI applications. The package is distributed as a binary wheel on PyPI, meaning the compiled code is included but source code is not.

The library targets Python 3.11 and later and is actively maintained. It has 21 runtime dependencies, which provides broad capability but also increases install complexity and potential compatibility surface. Installation from PyPI is straightforward; alternative installation from an internal Artifact Registry requires gcloud authentication.

Use it for

  • Building inference pipelines that invoke language models within larger Gen AI applications.
  • Integrating LLM inference with data processing workflows using pandas and numpy.
  • Handling multimodal inputs (audio, video, text) in inference scenarios via av and sounddevice.
  • Constructing async inference services using aiohttp and aiofiles for concurrent request handling.

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

With conditions

Yes, if you are building Gen AI inference components and can accept the license ambiguity and 21-dependency footprint.

The package is actively maintained, has no known vulnerabilities, and covers a broad inference use case. However, verify the license terms first and confirm that the binary-only distribution meets your source-code requirements.

Install

gllm-inference-binary on PyPI

Before you install

Medium install friction due to 21 runtime dependencies spanning async HTTP, data processing, audio/video handling, and LLM frameworks. Actively maintained with recent releases. Binary wheels available for Python 3.11–3.13 on macOS, Linux, and Windows.

Requires Python 3.11 or later. Binary wheel installation means no source code is included; source-based installation requires gcloud authentication and access to internal Artifact Registry.

License in practice

License status is unclear—no SPDX identifier or raw license text provided. Verify licensing terms before use in proprietary or restricted contexts.

Quickstart

pip install gllm-inference-binary

import gllm_inference_binary
# Use inference components from the library

Verify before relying

  • What specific inference workflows or model types does this library support?
  • Does it provide pre-built inference pipelines or only low-level components?
  • What is the actual license governing this package?

Package facts

LicenseNot declared unclear
Python supportSupports the current Python release <3.14,>=3.11
Install frictionMedium. Platform-specific wheel
Runtime dependencies
21 packages
gllm-core-binaryaiofilesaiohttpavfiletypehttpxjinja2jsonrefjsonschemajson-repairlangchainnumpyopentelemetry-apipandasprompt-toolkitprotobufpython-dotenvpython-magicpython-magic-binsentencepiecesounddevice
MaintenanceActively maintained 0 days since the last release
First released
Downloads148,343 / month, #11,038 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14

Evidence: gllm_inference_binary-0.6.116-cp311-cp311-macosx_13_0_arm64.whl; gllm_inference_binary-0.6.116-cp311-cp311-manylinux_2_31_x86_64.whl; gllm_inference_binary-0.6.116-cp311-cp311-win_amd64.whl; gllm_inference_binary-0.6.116-cp312-cp312-macosx_13_0_arm64.whl; gllm_inference_binary-0.6.116-cp312-cp312-manylinux_2_31_x86_64.whl; gllm_inference_binary-0.6.116-cp312-cp312-win_amd64.whl; gllm_inference_binary-0.6.116-cp313-cp313-macosx_13_0_arm64.whl; gllm_inference_binary-0.6.116-cp313-cp313-manylinux_2_31_x86_64.whl; gllm_inference_binary-0.6.116-cp313-cp313-win_amd64.whl

Tags

Capabilities
gen ai inference libraryllm model inference componentsgenerative ai application frameworkai model integration utilitiesinference pipeline for language models
Topics
llm-inferencegenerative-aiasync-http

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See also aip-agents-binary · genagent · openvino-genai · vllm-cpu · genai-perf · opentelemetry-semantic-conventions-ai · google-generativeai · google-genai · pyro-ppl · google-ai-generativelanguage

Further reading