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 0.6.182

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 0.6.182
File
gllm_inference_binary-0.6.182-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
gllm_inference_binary-0.6.182-cp313-cp313-manylinux_2_31_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.31+ x86-64 Details
gllm_inference_binary-0.6.182-cp313-cp313-macosx_13_0_arm64.whl CPython 3.13 CPython 3.13 macOS 13.0+ ARM64 Details
gllm_inference_binary-0.6.182-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
gllm_inference_binary-0.6.182-cp312-cp312-manylinux_2_31_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.31+ x86-64 Details
gllm_inference_binary-0.6.182-cp312-cp312-macosx_13_0_arm64.whl CPython 3.12 CPython 3.12 macOS 13.0+ ARM64 Details
gllm_inference_binary-0.6.182-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
gllm_inference_binary-0.6.182-cp311-cp311-manylinux_2_31_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.31+ x86-64 Details
gllm_inference_binary-0.6.182-cp311-cp311-macosx_13_0_arm64.whl CPython 3.11 CPython 3.11 macOS 13.0+ ARM64 Details

Total release size: 35.0 MB

Release files / gllm_inference_binary-0.6.182-cp313-cp313-win_amd64.whl

Download URL gllm_inference_binary-0.6.182-cp313-cp313-win_amd64.whl
Size 3.1 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
d1872cdd5fc436bcb249d193b68c8d9727d3b0ce2a5464c503a0393b96ca1cc6
BLAKE2b-256 checksum
How to use checksums
a0b3472abb250f9ebab9ba4b7787e0ef49e46e51ec0043d496895582d3329c12
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 12, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.182-cp313-cp313-manylinux_2_31_x86_64.whl

Download URL gllm_inference_binary-0.6.182-cp313-cp313-manylinux_2_31_x86_64.whl
Size 4.9 MB
Tags CPython 3.13 Linux glibc 2.31+ x86-64
SHA-256 checksum
How to use checksums
1b457e5dc1cf8851b85fdfcfa15fc86bd6cfe68bb03c355a4680b32cf82640d8
BLAKE2b-256 checksum
How to use checksums
5af8131066d7626f43c7b6882438ca8e6784f713b0d721d3327cd1848a507ec5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.8.24

Release files / gllm_inference_binary-0.6.182-cp313-cp313-macosx_13_0_arm64.whl

Download URL gllm_inference_binary-0.6.182-cp313-cp313-macosx_13_0_arm64.whl
Size 3.8 MB
Tags CPython 3.13 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
299b1ecd2e2444f1ab90fa0fe986cf146115b25b932529bedbdbe9f95b7e071f
BLAKE2b-256 checksum
How to use checksums
8dc2c7fd462fcf518ca0ae28d8c1138a7971fe75d0f38c1d77ae24d2ae58d6a1
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 12, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.182-cp312-cp312-win_amd64.whl

Download URL gllm_inference_binary-0.6.182-cp312-cp312-win_amd64.whl
Size 3.1 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
688f39ff2ea52f1a00ed25d2c4978c85e9f0311e92d9fa5bf55a7b25260d7834
BLAKE2b-256 checksum
How to use checksums
7e2f934f5923cb19dddb4e4b8d5cd9da7e989186088ad5902a20e6d2f1700b2a
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 12, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.182-cp312-cp312-manylinux_2_31_x86_64.whl

Download URL gllm_inference_binary-0.6.182-cp312-cp312-manylinux_2_31_x86_64.whl
Size 4.8 MB
Tags CPython 3.12 Linux glibc 2.31+ x86-64
SHA-256 checksum
How to use checksums
9441d9c8d01648354aec7f6bfb22ef93ebe6f03d913801d2065b7d9899c43454
BLAKE2b-256 checksum
How to use checksums
7a7581f964a711d18873a8de2b780c7c6c5f6d31627b2c626674c8ece9fc2683
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.8.24

Release files / gllm_inference_binary-0.6.182-cp312-cp312-macosx_13_0_arm64.whl

Download URL gllm_inference_binary-0.6.182-cp312-cp312-macosx_13_0_arm64.whl
Size 3.8 MB
Tags CPython 3.12 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
87deca1661286b6e503db79927693f33c15c158946d493210cb57a47d26d2270
BLAKE2b-256 checksum
How to use checksums
2193e2bbb354c6ecfd7290014a1a61b5710be846be88687d9f2692e9a25d627a
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 12, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.182-cp311-cp311-win_amd64.whl

Download URL gllm_inference_binary-0.6.182-cp311-cp311-win_amd64.whl
Size 3.2 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
38846d7bbaf0344f531c5ea6643a3ccc776af60bb53372fb3cb956e3e75ad3df
BLAKE2b-256 checksum
How to use checksums
f0bb962d2568e35351cc1fe126ce16bfa4c0bce3635d9e3b578f207ffdfff15f
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 12, 2026.

Transparency log

Release files / gllm_inference_binary-0.6.182-cp311-cp311-manylinux_2_31_x86_64.whl

Download URL gllm_inference_binary-0.6.182-cp311-cp311-manylinux_2_31_x86_64.whl
Size 4.4 MB
Tags CPython 3.11 Linux glibc 2.31+ x86-64
SHA-256 checksum
How to use checksums
5e09e0218cd5d3014321e1a26acdef3c4f2144764d76a94db1fd42a648102115
BLAKE2b-256 checksum
How to use checksums
486b62151733304d34725e52be7dd13c76e3e4e5c76b9ab1a0d0fa8671d54905
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.8.24

Release files / gllm_inference_binary-0.6.182-cp311-cp311-macosx_13_0_arm64.whl

Download URL gllm_inference_binary-0.6.182-cp311-cp311-macosx_13_0_arm64.whl
Size 3.8 MB
Tags CPython 3.11 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
040ea45fb683af019e196393da6a1f85c32f94f1cd985d968fe84ea6bcd8a892
BLAKE2b-256 checksum
How to use checksums
50a37fdedcceccbc836c8420582148b7879795372e75a6d7f88be7a0c938a57a
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 12, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

0.6.182 This release

9 release files

0.6.99

9 release files

0.6.98

9 release files

0.6.97

9 release files

0.6.96

9 release files

0.6.83

9 release files

0.6.82

9 release files

0.6.81

9 release files

0.6.80

9 release files

0.6.79

9 release files

0.6.78

9 release files

0.6.77

9 release files

0.6.76

9 release files

0.6.75

9 release files

0.6.74

9 release files

0.6.73

9 release files

0.6.72

9 release files

0.6.71

9 release files

0.6.70

9 release files

0.6.69

3 release files

0.6.68

9 release files

0.6.67

9 release files

0.6.62

9 release files

0.6.61

9 release files

0.6.60

9 release files

0.6.59

9 release files

0.6.58

9 release files

0.6.57

9 release files

0.6.56

9 release files

0.6.55

9 release files

0.6.54

9 release files

0.6.53

9 release files

0.6.52

9 release files

0.6.50

9 release files

0.6.49

9 release files

0.6.48

9 release files

0.6.47

9 release files

0.6.46

9 release files

0.6.45

9 release files

0.6.44

9 release files

0.6.43

9 release files

0.6.32

9 release files

0.6.31

9 release files

0.6.30

9 release files

0.6.29

9 release files

0.6.28

9 release files

0.6.27

9 release files

0.6.26

9 release files

0.6.25

9 release files

0.6.24

9 release files

0.6.23

9 release files

0.6.22

9 release files

0.6.21

9 release files

0.6.20

9 release files

0.6.19

9 release files

0.6.18

9 release files

0.6.17

9 release files

0.6.16

9 release files

0.6.15

9 release files

0.6.14

9 release files

0.6.13

3 release files

0.6.12

9 release files

0.6.11

9 release files

0.6.10

9 release files

0.6.9

9 release files

0.6.8

9 release files

0.6.7

9 release files

0.6.6

9 release files

0.6.5

9 release files

0.6.4

9 release files

0.6.3

9 release files

0.6.2

9 release files

0.6.1

9 release files

0.6.0

9 release files

0.5.99

9 release files

0.5.98

9 release files

0.5.97

9 release files

0.5.96

9 release files

0.5.95

9 release files

0.5.94

9 release files

0.5.93

9 release files

0.5.92

9 release files

0.5.42

8 release files

0.5.6

12 release files

0.5.5

12 release files

0.5.4

12 release files

0.5.3

12 release files

0.5.2

12 release files

0.5.1

12 release files

0.5.0

12 release files

0.4.9

12 release files

0.4.8

12 release files

0.4.7

12 release files

0.4.6

12 release files

0.4.5

12 release files

0.4.4

12 release files

0.4.3

12 release files

0.4.2

12 release files

0.4.1

12 release files

0.4.0

12 release files

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