From: <huggingface.co/mlx-community> Newsgroups: alt.freeweights.qwenSubject: Qwen3-Embedding-0.6B-4bit-DWQ Date: 2026-11-14Commit: 6c3ae70Signed: 2DC28CC7B26A283B ✓ Text generation model with 596M parameters. Safetensors weights, 351 MB in all. Published by mlx-community under Apache-2.0.
596M params 351 MB Qwen3-Embedding-0.6B-4bit-DWQ safetensors permissive Facts Params 596M Size 351 MB Formats safetensors Task text generation License Apache-2.0 permissive
fw
$ fw get mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ
# manifest sha256 d9fa67551355… · 351 MB · 13 files
$ fw verify ./Qwen3-Embedding-0.6B-4bit-DWQ mlx-community/Qwen3-Embedding-0.6B-4bit-DWQHosted (signed) mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ Last check: 2026-11-14 21:29 UTC
Get help: custom fine-tune or private deploy. We review your setup before we quote.
Quantized of Qwen3-Embedding-0.6B .
Works with
Runs with Ranked by fit to this model (safetensors), then by GitHub stars.
Show all 24 Fine-tune with Show all 29
Overview
Size 351 MB
Weights 335 MB (safetensors)
Parameters 596M
Formats safetensors
Task text generation
License Apache-2.0 (permissive)
Files 13, each with a sha256
Publisher mlx-community
Added 2026-11-14
Section alt.freeweights.qwen Lineage
Original release from the publisher.
Base model: Qwen/Qwen3-Embedding-0.6B
Where these bytes come from
Publisher at the pinned commit →You
Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.
Sources
Badge Host Last check Result huggingface.co 2026-11-14 21:29 UTC passed
Model card From the publisher at commit
6c3ae70 . Shown as plain text with links; images open at the publisher.
This model mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ was converted to MLX format from Qwen/Qwen3-Embedding-0.6B using mlx-lm version 0.24.1 .
Use with mlx#
from mlx_lm import load, generate
model, tokenizer = load("mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ")
prompt = "hello"
if tokenizer.chat_template is not None:
messages = [{"role": "user", "content": prompt}]
prompt = tokenizer.apply_chat_template(
messages, add_generation_prompt=True
)
response = generate(model, tokenizer, prompt=prompt, verbose=True) Files 13 files · 351 MB Weights 335 MB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 13 files with their sha256 File Size sha256 .gitattributes 1.57 KB 34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930 README.md 970 B ee2929869c2eb657426b1618efab3ea7d4d5197d77acafce44f5944b80a43e7d added_tokens.json 707 B c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680 chat_template.jinja 4.12 KB 87a2728cb8dc9fe424d624542f6060ec05a1d285ebbec578bb078900e33396b5 config.json 937 B e7dfa5b73fb2a03cbc8fb40c394e95b99f03348e237f7f28e7a1daf56a2169bb generation_config.json 117 B 28396d421a2108acce96383f6a7de78008f7f1b17f807958f3c14c51dbfb65fb merges.txt 1.67 MB 8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5 model.safetensors 335 MB 3d773d5ee582eda445daeee23f7a2b76124011796df244ddb45e22638fdb7cde model.safetensors.index.json 49.8 KB 90d82744cdb6b7d093f0b812fc21a49b6ffa9d0084a45428f0cfd01eb4adbe12 special_tokens_map.json 613 B 76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd tokenizer.json 11.4 MB def76fb086971c7867b829c23a26261e38d9d74e02139253b38aeb9df8b4b50a tokenizer_config.json 5.40 KB 443bfa629eb16387a12edbf92a76f6a6f10b2af3b53d87ba1550adfcf45f7fa0 vocab.json 2.78 MB ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
Versions Each time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commit Date Contents 6c3ae70858 pinned now manifest updated, same commit 2026-11-14 21:29 UTC 13 files · 351 MB 6c3ae70858 2026-11-14 21:29 UTC 13 files · 351 MB
Use it fw
$ fw get mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ
# manifest sha256 d9fa67551355… · 351 MB · 13 files
$ fw verify ./Qwen3-Embedding-0.6B-4bit-DWQ mlx-community/Qwen3-Embedding-0.6B-4bit-DWQfw.py Checks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ.json --dir ./Qwen3-Embedding-0.6B-4bit-DWQ
$ python3 fw.py verify ./Qwen3-Embedding-0.6B-4bit-DWQ ./mlx-community__Qwen3-Embedding-0.6B-4bit-DWQ.jsonhf The Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT =https://freeweights.allternit.com hf download mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ --revision 6c3ae70858513f1a78e9cdca3cae330d9075cd2a --local-dir ./Qwen3-Embedding-0.6B-4bit-DWQtransformers Load the weights in Python.
import os
os.environ["HF_ENDPOINT" ] = "https://freeweights.allternit.com"
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ", revision="6c3ae70858513f1a78e9cdca3cae330d9075cd2a")
model = AutoModelForCausalLM.from_pretrained("mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ", revision="6c3ae70858513f1a78e9cdca3cae330d9075cd2a", device_map="auto")vLLM Serve an OpenAI-compatible API.
$ HF_ENDPOINT =https://freeweights.allternit.com vllm serve mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ --revision 6c3ae70858513f1a78e9cdca3cae330d9075cd2aLicense Name Apache License 2.0 Id Apache-2.0 Class Permissive Redistribution yes Listing Hosted (signed) Decided License as declared by the publisher. No person read it. 2026-11-14 Text in README.md Text sha256 ee2929869c2eb657426b1618efab3ea7d4d5197d77acafce44f5944b80a43e7d Terms gate No extra terms beyond the license. Read the license text
Licenses are checked against the license table . A custom license passes only after a person reads it.
Provenance From: <huggingface.co/mlx-community> Newsgroups: alt.freeweights.qwenSubject: Qwen3-Embedding-0.6B-4bit-DWQ Date: 2026-11-14Commit: 6c3ae70Signed: 2DC28CC7B26A283B ✓ How to verify
$ curl -O https://freeweights.allternit.com/manifests/mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ.json
$ curl -O https://freeweights.allternit.com/manifests/mlx-community/Qwen3-Embedding-0.6B-4bit-DWQ.json.minisig
$ minisign -Vm Qwen3-Embedding-0.6B-4bit-DWQ.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq
$ shasum -a 256 <file> # compare with the Files tab A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download
Model tree No model in the catalog names this one as its parent.
Get it
$ HF_ENDPOINT =https://freeweights.allternit.com hf download mlx-community/Qwen3-Embedding-0.6B-4bit-DWQOpen in Freeweights Studio Pull, verify and run it in the Allternit app on Desktop, web or phone.
2.2B params 4.37 GB Aquila-VL-2B-llava-qwen safetensors permissive Facts Params 2.2B Size 4.37 GB Formats safetensors Task visual question answering License Apache-2.0 permissive flip From: <huggingface.co/BAAI> Subject: Aquila-VL-2B-llava-qwen 34.7B params 69.3 GB Aurora-Code-1 safetensors permissive Facts Params 34.7B Size 69.3 GB Formats safetensors Task text generation License Apache-2.0 permissive flip From: Perciqa <huggingface.co/Perciqa> Subject: Aurora-Code-1 7.6B params 30.6 GB bge-reasoner-embed-qwen3-8b-0923 safetensors permissive Facts Params 7.6B Size 30.6 GB Formats safetensors Task feature extraction License Apache-2.0 permissive flip From: <huggingface.co/BAAI> Subject: bge-reasoner-embed-qwen3-8b-0923 9.3B params 18.5 GB BMOJOF-primed-HQwen3-8B-Instruct safetensors permissive Facts Params 9.3B Size 18.5 GB Formats safetensors Task text generation License Apache-2.0 permissive flip From: amazon <huggingface.co/amazon> Subject: BMOJOF-primed-HQwen3-8B-Instruct qwen 658 MB Bubba-Qwen3.6-27B-LoRA safetensors permissive Facts Params not stated Size 658 MB Formats safetensors Task not tagged License Apache-2.0 permissive flip From: nbeerbower <huggingface.co/nbeerbower> Subject: Bubba-Qwen3.6-27B-LoRA qwen 447 GB bytkim_Qwen3.8-27B-pi-GGUF gguf permissive Facts Params not stated Size 447 GB Formats gguf Task image text to text License Apache-2.0 permissive flip From: bartowski <huggingface.co/bartowski> Subject: bytkim_Qwen3.8-27B-pi-GGUF
mlx-community <huggingface.co/mlx-community>Newsgroups: alt.freeweights.qwenSubject: 
BAAI