GLLM Multimodal

Description

A library containing multimodal manager modules for handling modality-specific tasks.

Installation

Prerequisites

Mandatory:

Python 3.11+ — Install here
pip — Install here
uv — Install here

Extras (required only for Artifact Registry installations):

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

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-multimodal

Local Development Setup

Prerequisites

Python 3.11+ — Install here
pip — Install here
uv — Install here
gcloud CLI — Install here, then log in using:
```
gcloud auth login
```
Git — Install here
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-multimodal

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-multimodal-binary 0.4.7

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-multimodal-binary 0.4.7
File	Interpreter	ABI	Platform	Reset
gllm_multimodal_binary-0.4.7-cp313-cp313-win_amd64.whl 2.2 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
gllm_multimodal_binary-0.4.7-cp313-cp313-manylinux_2_31_x86_64.whl 3.3 MB Oct 2, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.31+ x86-64	Details
gllm_multimodal_binary-0.4.7-cp313-cp313-macosx_13_0_arm64.whl 2.7 MB Oct 2, 2026	CPython 3.13	CPython 3.13	macOS 13.0+ ARM64	Details
gllm_multimodal_binary-0.4.7-cp312-cp312-win_amd64.whl 2.2 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
gllm_multimodal_binary-0.4.7-cp312-cp312-manylinux_2_31_x86_64.whl 3.2 MB Oct 2, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.31+ x86-64	Details
gllm_multimodal_binary-0.4.7-cp312-cp312-macosx_13_0_arm64.whl 2.6 MB Oct 2, 2026	CPython 3.12	CPython 3.12	macOS 13.0+ ARM64	Details
gllm_multimodal_binary-0.4.7-cp311-cp311-win_amd64.whl 2.3 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
gllm_multimodal_binary-0.4.7-cp311-cp311-manylinux_2_31_x86_64.whl 3.0 MB Oct 2, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.31+ x86-64	Details
gllm_multimodal_binary-0.4.7-cp311-cp311-macosx_13_0_arm64.whl 2.6 MB Oct 2, 2026	CPython 3.11	CPython 3.11	macOS 13.0+ ARM64	Details

Total release size: 24.1 MB

Release files / gllm_multimodal_binary-0.4.7-cp313-cp313-win_amd64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp313-cp313-win_amd64.whl
Size	2.2 MB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`6951647702a8fc7be48502a4cab290277f67cba43bf2a0548b60bc573eb62503`
BLAKE2b-256 checksum How to use checksums	`3225dd1bfbe45468572fa7449dbf64bdee71e99de19995acd36d71d609e1e0f4`
Upload date	Oct 2, 2026
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.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/GDP-ADMIN/gl-sdk
Publishing commit: github.com/GDP-ADMIN/gl-sdk/tree/756135517ca6214150e6ca9b05cd2601fa1208e5

Workflow

Publishing configuration: github.com/GDP-ADMIN/gl-sdk/blob/756135517ca6214150e6ca9b05cd2601fa1208e5/.github/workflows/build-binary.yml
Publishing logs: github.com/GDP-ADMIN/gl-sdk/actions/runs/36980330321/attempts/2

Artifact

Subject: gllm_multimodal_binary-0.4.7-cp313-cp313-win_amd64.whl
SHA-256 checksum: 6951647702a8fc7be48502a4cab290277f67cba43bf2a0548b60bc573eb62503 Verifying attestations

Release files / gllm_multimodal_binary-0.4.7-cp313-cp313-manylinux_2_31_x86_64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp313-cp313-manylinux_2_31_x86_64.whl
Size	3.3 MB
Tags	CPython 3.13 Linux glibc 2.31+ x86-64
SHA-256 checksum How to use checksums	`69fe9c50ad1506606a78fe358dca3801139ca2163bfcabaf12aab6abd34a16a0`
BLAKE2b-256 checksum How to use checksums	`75419090aded7a5d70d5df505c584c7a3874b2505af6da80fdff6be1597f7aca`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`uv/0.8.24`

Release files / gllm_multimodal_binary-0.4.7-cp313-cp313-macosx_13_0_arm64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp313-cp313-macosx_13_0_arm64.whl
Size	2.7 MB
Tags	CPython 3.13 macOS 13.0+ ARM64
SHA-256 checksum How to use checksums	`44ad4a982560911defa0e28870bfc411a8a4e21f1f0f0901292bd53769362bac`
BLAKE2b-256 checksum How to use checksums	`0243b75141e206d19c27cf4b7b5ca9018045a92336c6fb89473836bbb215716b`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/GDP-ADMIN/gl-sdk
Publishing commit: github.com/GDP-ADMIN/gl-sdk/tree/756135517ca6214150e6ca9b05cd2601fa1208e5

Workflow

Publishing configuration: github.com/GDP-ADMIN/gl-sdk/blob/756135517ca6214150e6ca9b05cd2601fa1208e5/.github/workflows/build-binary.yml
Publishing logs: github.com/GDP-ADMIN/gl-sdk/actions/runs/36980330321/attempts/2

Artifact

Subject: gllm_multimodal_binary-0.4.7-cp313-cp313-macosx_13_0_arm64.whl
SHA-256 checksum: 44ad4a982560911defa0e28870bfc411a8a4e21f1f0f0901292bd53769362bac Verifying attestations

Release files / gllm_multimodal_binary-0.4.7-cp312-cp312-win_amd64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp312-cp312-win_amd64.whl
Size	2.2 MB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`64d1c8c04102629d07b0e0693d53b436cb25026e66ec134606ff36d3dea521df`
BLAKE2b-256 checksum How to use checksums	`4d4d453a529575cd730fc855479285014e57abfadf8507bff7a385703078a2b6`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/GDP-ADMIN/gl-sdk
Publishing commit: github.com/GDP-ADMIN/gl-sdk/tree/756135517ca6214150e6ca9b05cd2601fa1208e5

Workflow

Publishing configuration: github.com/GDP-ADMIN/gl-sdk/blob/756135517ca6214150e6ca9b05cd2601fa1208e5/.github/workflows/build-binary.yml
Publishing logs: github.com/GDP-ADMIN/gl-sdk/actions/runs/36980330321/attempts/2

Artifact

Subject: gllm_multimodal_binary-0.4.7-cp312-cp312-win_amd64.whl
SHA-256 checksum: 64d1c8c04102629d07b0e0693d53b436cb25026e66ec134606ff36d3dea521df Verifying attestations

Release files / gllm_multimodal_binary-0.4.7-cp312-cp312-manylinux_2_31_x86_64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp312-cp312-manylinux_2_31_x86_64.whl
Size	3.2 MB
Tags	CPython 3.12 Linux glibc 2.31+ x86-64
SHA-256 checksum How to use checksums	`1171f0bf228835bba1b0a32fb35a1ef4b3cee2d42a239ea4156a4e684278c322`
BLAKE2b-256 checksum How to use checksums	`7cc5ba6735ba39958ed0c9d0f9b25948fffc4a1c1b171a574df322c585c21033`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`uv/0.8.24`

Release files / gllm_multimodal_binary-0.4.7-cp312-cp312-macosx_13_0_arm64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp312-cp312-macosx_13_0_arm64.whl
Size	2.6 MB
Tags	CPython 3.12 macOS 13.0+ ARM64
SHA-256 checksum How to use checksums	`1b196683918e7cbc82b59165ad9878b546771371ca422f62c9a448ea518cfd6c`
BLAKE2b-256 checksum How to use checksums	`8156ae6ccd3475e7093e96c7dc820dacffb9bd8bc652b7bc941343720cee07c7`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/GDP-ADMIN/gl-sdk
Publishing commit: github.com/GDP-ADMIN/gl-sdk/tree/756135517ca6214150e6ca9b05cd2601fa1208e5

Workflow

Publishing configuration: github.com/GDP-ADMIN/gl-sdk/blob/756135517ca6214150e6ca9b05cd2601fa1208e5/.github/workflows/build-binary.yml
Publishing logs: github.com/GDP-ADMIN/gl-sdk/actions/runs/36980330321/attempts/2

Artifact

Subject: gllm_multimodal_binary-0.4.7-cp312-cp312-macosx_13_0_arm64.whl
SHA-256 checksum: 1b196683918e7cbc82b59165ad9878b546771371ca422f62c9a448ea518cfd6c Verifying attestations

Release files / gllm_multimodal_binary-0.4.7-cp311-cp311-win_amd64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp311-cp311-win_amd64.whl
Size	2.3 MB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`55e6e2a52636890a9397d187a61ac54741b7bd808f619ab7d68802c39c210b0e`
BLAKE2b-256 checksum How to use checksums	`60e283fef4d09c2539ab1509c481eaf4d7ba4ea3f76e92b72118d8e15e4cf50d`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/GDP-ADMIN/gl-sdk
Publishing commit: github.com/GDP-ADMIN/gl-sdk/tree/756135517ca6214150e6ca9b05cd2601fa1208e5

Workflow

Publishing configuration: github.com/GDP-ADMIN/gl-sdk/blob/756135517ca6214150e6ca9b05cd2601fa1208e5/.github/workflows/build-binary.yml
Publishing logs: github.com/GDP-ADMIN/gl-sdk/actions/runs/36980330321/attempts/2

Artifact

Subject: gllm_multimodal_binary-0.4.7-cp311-cp311-win_amd64.whl
SHA-256 checksum: 55e6e2a52636890a9397d187a61ac54741b7bd808f619ab7d68802c39c210b0e Verifying attestations

Release files / gllm_multimodal_binary-0.4.7-cp311-cp311-manylinux_2_31_x86_64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp311-cp311-manylinux_2_31_x86_64.whl
Size	3.0 MB
Tags	CPython 3.11 Linux glibc 2.31+ x86-64
SHA-256 checksum How to use checksums	`1714f1ab6c906c3b6e12e11d4264fc0a43777c3954511cca3df736ee3140431f`
BLAKE2b-256 checksum How to use checksums	`452f5c89f12979196f368ec493297695ac180e5669c0af19192a5df4dd92d7d7`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`uv/0.8.24`

Release files / gllm_multimodal_binary-0.4.7-cp311-cp311-macosx_13_0_arm64.whl

Download URL	gllm_multimodal_binary-0.4.7-cp311-cp311-macosx_13_0_arm64.whl
Size	2.6 MB
Tags	CPython 3.11 macOS 13.0+ ARM64
SHA-256 checksum How to use checksums	`41b871b271e235365dbcd9f02acded2f70758614e46c1ab94f1c906a29592327`
BLAKE2b-256 checksum How to use checksums	`c1cdeecd424bcd0c62df731679101f43fe1604ad0690258f6c12f16a7e331f3a`
Upload date	Oct 2, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/GDP-ADMIN/gl-sdk
Publishing commit: github.com/GDP-ADMIN/gl-sdk/tree/756135517ca6214150e6ca9b05cd2601fa1208e5

Workflow

Publishing configuration: github.com/GDP-ADMIN/gl-sdk/blob/756135517ca6214150e6ca9b05cd2601fa1208e5/.github/workflows/build-binary.yml
Publishing logs: github.com/GDP-ADMIN/gl-sdk/actions/runs/36980330321/attempts/2

Artifact

Subject: gllm_multimodal_binary-0.4.7-cp311-cp311-macosx_13_0_arm64.whl
SHA-256 checksum: 41b871b271e235365dbcd9f02acded2f70758614e46c1ab94f1c906a29592327 Verifying attestations