Skip to main content

GLLM Inference

Description

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


Installation

Prerequisites

Mandatory:

  1. Python 3.11+ — Install here
  2. pip — Install here
  3. uv — Install here

Extras (required only for Artifact Registry installations):

  1. gcloud CLI (for authentication) — Install here, then log in using:
    gcloud auth login
    

Option 1: Install from Artifact Registry

This option requires authentication via the gcloud CLI.

uv pip install \
  --extra-index-url "https://oauth2accesstoken:$(gcloud auth print-access-token)@glsdk.gdplabs.id/gen-ai-internal/simple/" \
  gllm-inference

Option 2: Install from PyPI

This option requires no authentication. However, it installs the binary wheel version of the package, which is fully usable but does not include source code.

uv pip install gllm-inference-binary

Local Development Setup

Prerequisites

  1. Python 3.11+ — Install here

  2. pip — Install here

  3. uv — Install here

  4. gcloud CLI — Install here, then log in using:

    gcloud auth login
    
  5. Git — Install here

  6. Access to the GDP Labs SDK GitHub repository


1. Clone Repository

git clone git@github.com:GDP-ADMIN/gl-sdk.git
cd gl-sdk/libs/gllm-inference

2. Setup Authentication

Set the following environment variables to authenticate with internal package indexes:

export UV_INDEX_GEN_AI_INTERNAL_USERNAME=oauth2accesstoken
export UV_INDEX_GEN_AI_INTERNAL_PASSWORD="$(gcloud auth print-access-token)"
export UV_INDEX_GEN_AI_USERNAME=oauth2accesstoken
export UV_INDEX_GEN_AI_PASSWORD="$(gcloud auth print-access-token)"

3. Quick Setup

Run:

make setup

4. Activate Virtual Environment

source .venv/bin/activate

Local Development Utilities

The following Makefile commands are available for quick operations:

Install uv

make install-uv

Install Pre-Commit

make install-pre-commit

Install Dependencies

make install

Update Dependencies

make update

Run Tests

make test

Contributing

Please refer to the Python Style Guide for information about code style, documentation standards, and SCA requirements.

Metadata

Release files for gllm-inference-binary 0.6.188

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 gllm-inference-binary 0.6.188
File Actions
gllm_inference_binary-0.6.188-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for gllm_inference_binary-0.6.188-cp313-cp313-win_amd64.whl
gllm_inference_binary-0.6.188-cp313-cp313-macosx_13_0_arm64.whl CPython 3.13 CPython 3.13 macOS 13.0+ ARM64 Details for gllm_inference_binary-0.6.188-cp313-cp313-macosx_13_0_arm64.whl
gllm_inference_binary-0.6.188-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for gllm_inference_binary-0.6.188-cp312-cp312-win_amd64.whl
gllm_inference_binary-0.6.188-cp312-cp312-macosx_13_0_arm64.whl CPython 3.12 CPython 3.12 macOS 13.0+ ARM64 Details for gllm_inference_binary-0.6.188-cp312-cp312-macosx_13_0_arm64.whl
gllm_inference_binary-0.6.188-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for gllm_inference_binary-0.6.188-cp311-cp311-win_amd64.whl
gllm_inference_binary-0.6.188-cp311-cp311-macosx_13_0_arm64.whl CPython 3.11 CPython 3.11 macOS 13.0+ ARM64 Details for gllm_inference_binary-0.6.188-cp311-cp311-macosx_13_0_arm64.whl

Total release size: 21.9 MB

Release files / gllm_inference_binary-0.6.188-cp313-cp313-win_amd64.whl

Download URL gllm_inference_binary-0.6.188-cp313-cp313-win_amd64.whl
Size 3.3 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
4f40c0df310f43bf0824b9e4375d2c6eba38078c9cd1e242707ecaabf53513d9
BLAKE2b-256 checksum
How to use checksums
39e75dc2aec71762eea2eb7e356552841d6c03cab6073835391762953c321646
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 26, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.188-cp313-cp313-macosx_13_0_arm64.whl

Download URL gllm_inference_binary-0.6.188-cp313-cp313-macosx_13_0_arm64.whl
Size 4.0 MB
Tags CPython 3.13 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
e2837f5277ffbbfd04039068d3808df27e82ef2f309e96618d9fec222364b379
BLAKE2b-256 checksum
How to use checksums
72c037f76a7075942c9286dc2b3a018ccc5bf653ae3327a68e506e0e8b4eb766
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 26, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.188-cp312-cp312-win_amd64.whl

Download URL gllm_inference_binary-0.6.188-cp312-cp312-win_amd64.whl
Size 3.3 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
1da0a4b542dfc9e66d0c217ead3df76ee01a3e30b17cf686163c3c62f6505305
BLAKE2b-256 checksum
How to use checksums
4f471831b914a3382f45cf14b9aaa601bcc51729b2cef5b35e1e0a9544ba17fc
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 26, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.188-cp312-cp312-macosx_13_0_arm64.whl

Download URL gllm_inference_binary-0.6.188-cp312-cp312-macosx_13_0_arm64.whl
Size 4.0 MB
Tags CPython 3.12 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
1952addc4a203dfa439ab130f659c53bd6782491ac55b3488ef37a294b78ebf4
BLAKE2b-256 checksum
How to use checksums
d3cacfe87d27578e8fdfa2de8a4282b02b75ff8bfe2ca34b49a5d2c431caecad
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 26, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.188-cp311-cp311-win_amd64.whl

Download URL gllm_inference_binary-0.6.188-cp311-cp311-win_amd64.whl
Size 3.4 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
0c01717766088608fa108a4c86d82f5307f676c419e8b8d09bceb9f0e77573c0
BLAKE2b-256 checksum
How to use checksums
1c67032cb183d690ef4d737cd42939bb3eb3cbad89453c906d5bddfe50d0ebdf
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 26, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.188-cp311-cp311-macosx_13_0_arm64.whl

Download URL gllm_inference_binary-0.6.188-cp311-cp311-macosx_13_0_arm64.whl
Size 3.9 MB
Tags CPython 3.11 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
a4ab876b29d44d4921f624bbf5e54adec9a24a40d26d023579b975bf32141541
BLAKE2b-256 checksum
How to use checksums
3bcc650693df0916eb3ac76311a33e5270c3ddbe3e4ed465d455fd73a6cb57dc
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 26, 2026.

Transparency log

Security for gllm-inference-binary 0.6.188

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

Select from 6 files

Attestation for gllm_inference_binary-0.6.188-cp313-cp313-win_amd64.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 26, 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

0.6.188 This release

6 release files Full provenance

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