This repository is a
Private Personal Storage Vault
Sourcing & Ownership
Not an Original Creator
: The models stored in this repository are
NOT
created, trained, or owned by the owner of this repository.
Sourced from MLX-Community
: All models are redistributed from the
MLX-Community
organization on Hugging Face.
Purpose
: This repository serves as a optimized, mobile-ready mirror of specific 4-bit quantized versions to ensure consistent and fast access.
Compliance & Licenses
The weights in this repository are subject to the original licenses provided by their respective authors (Meta, Google, Mistral, Microsoft, Sarvam AI, Alibaba/Qwen, etc.).
Users must adhere to the
individual model licenses
(e.g., Llama 3.2 Community License, Apache 2.0, MIT) as defined by the original creators.
This repository is provided "as is" without any warranties.
Repository Overview
This vault contains 30 model snapshots, each optimized for Apple Silicon via the
MLX
framework.
Selection Criteria:
Size
: Strictly under 4 Billion parameters.
Quantization
: 4-bit (Safetensors).
Weight Limit
: Every model folder is < 3.5GB.
Key Included Series:
Qwen 3.5 / 2.5
(VL, Coder, and Base)
Gemma 3 / 2
(Vision and Text)
Llama 3.2 / DeepSeek R1
(Instruct and Reasoning)
Sarvam AI
(Indic and Translation)
Phi 4 / 3.5 / 2
SmolLM2 / Danube / Falcon 3
Sync Status
Last Synchronized: March 10, 2026.
Contact: via Private Message on HF for access inquiries for the Ensemble AI team.
Runs of vikramlingam Ensemble-MLX-Vault on huggingface.co
0
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs
More Information About Ensemble-MLX-Vault huggingface.co Model
Ensemble-MLX-Vault huggingface.co is an AI model on huggingface.co that provides Ensemble-MLX-Vault's model effect (), which can be used instantly with this vikramlingam Ensemble-MLX-Vault model. huggingface.co supports a free trial of the Ensemble-MLX-Vault model, and also provides paid use of the Ensemble-MLX-Vault. Support call Ensemble-MLX-Vault model through api, including Node.js, Python, http.
Ensemble-MLX-Vault huggingface.co is an online trial and call api platform, which integrates Ensemble-MLX-Vault's modeling effects, including api services, and provides a free online trial of Ensemble-MLX-Vault, you can try Ensemble-MLX-Vault online for free by clicking the link below.
vikramlingam Ensemble-MLX-Vault online free url in huggingface.co:
Ensemble-MLX-Vault is an open source model from GitHub that offers a free installation service, and any user can find Ensemble-MLX-Vault on GitHub to install. At the same time, huggingface.co provides the effect of Ensemble-MLX-Vault install, users can directly use Ensemble-MLX-Vault installed effect in huggingface.co for debugging and trial. It also supports api for free installation.