Model card
Edge-4B-TELL is a compact, any-to-any multimodal model designed for high-efficiency edge deployment. Unlike standard text-only LLMs, this architecture handles diverse input-output modalities, making it a versatile candidate for local processing on resource-constrained hardware. With a 4-billion parameter footprint, it strikes a pragmatic balance between reasoning capabilities and low-latency execution. For developers building IoT solutions, mobile applications, or offline assistants, Edge-4B-TELL offers a way to implement complex multimodal workflows without relying on heavy cloud APIs. While it is currently in its early stages of community adoption, its Apache-2.0 license provides the legal flexibility required for commercial integration. If your roadmap involves on-device sensory processing or cross-modal interaction, this model serves as a lightweight foundation for testing low-overhead multimodal pipelines.
Model files and versions
Download this model
We recommend using the ModelScope CLI or SDK. Install ModelScope first, then choose a full snapshot, single file, SDK or Git LFS workflow.
ginigen-ai/Edge-4B-TELLInstall the CLI and SDK dependency before downloading.
pip install modelscopeDownload the complete weights, configuration and model card.
modelscope download --model ginigen-ai/Edge-4B-TELLREADME.md is used as an example; replace it with another repository file when needed.
modelscope download --model ginigen-ai/Edge-4B-TELL README.md --local_dir ./dirUseful in Python projects and automation scripts.
from modelscope import snapshot_download
model_dir = snapshot_download('ginigen-ai/Edge-4B-TELL')Make sure Git LFS is installed correctly.
git lfs install
git clone https://www.modelscope.cn/ginigen-ai/Edge-4B-TELL.gitFetch the repository structure first, then pull large files when needed.
GIT_LFS_SKIP_SMUDGE=1 git clone https://www.modelscope.cn/ginigen-ai/Edge-4B-TELL.gitHow to use
- 01Step 1
Read the model card and source information.
- 02Step 2
Start with a small, non-sensitive evaluation.
- 03Step 3
Review quality, licensing and usage limits.
- 04Step 4
Adopt it only after validation.
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