From: alamios <huggingface.co/alamios> Newsgroups: alt.freeweights.mistralSubject: Mistral-Small-3.1-DRAFT-0.5B Date: 2026-11-15Commit: 23f4efaSigned: 2DC28CC7B26A283B ✓ Text generation model with 593M parameters. Safetensors weights, 1.20 GB in all. Published by alamios under Apache-2.0.
593M params 1.20 GB Mistral-Small-3.1-DRAFT-0.5B safetensors permissive
Facts Params 593M Size 1.20 GB Formats safetensors Task text generation License Apache-2.0 permissive
fw
$ fw get alamios/Mistral-Small-3.1-DRAFT-0.5B
# manifest sha256 aadb18ccdb66… · 1.20 GB · 8 files
$ fw verify ./Mistral-Small-3.1-DRAFT-0.5B alamios/Mistral-Small-3.1-DRAFT-0.5BHosted (signed) alamios/Mistral-Small-3.1-DRAFT-0.5B Last check: 2026-11-15 03:35 UTC
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Works with
Runs with Ranked by fit to this model (safetensors), then by GitHub stars.
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Overview
Size 1.20 GB
Weights 1.19 GB (safetensors)
Parameters 593M
Formats safetensors
Task text generation
License Apache-2.0 (permissive)
Files 8, each with a sha256
Publisher alamios
Added 2026-11-15
Section alt.freeweights.mistral Lineage
Original release from the publisher.
Base model: alamios/Qwenstral-Small-3.1-0.5B
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 2026-11-15 03:35 UTC passed
Model card From the publisher at commit
23f4efa . Shown as plain text with links; images open at the publisher.
Mistral-Small-3.1-DRAFT-0.5B#
This model is meant to be used as draft model for speculative decoding with mistralai/Mistral-Small-3.1-24B-Instruct-2503 or mistralai/Mistral-Small-24B-Instruct-2501
Data info#
The data are Mistral's outputs and includes all kind of tasks from various datasets in English, French, German, Spanish, Italian and Portuguese. It has been trained for 2 epochs on 20k unique examples, for a total of 12 million tokens per epoch.
Files 8 files · 1.20 GB Weights 1.19 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 8 files with their sha256 File Size sha256 .gitattributes 1.57 KB 34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930 README.md 906 B b7eaebce740ea643aed19ac2362845ed2ff0eca877d327f66c86e32b472ad25f config.json 776 B c6ae18e2e5f5ff54c153cb312972efb2d89aa087a396034380936f3d797a0420 generation_config.json 130 B 539f9bb95c121d0ac331d93ecd3a24fd33e7a0a93e4c1e937097990404f0391d model.safetensors 1.19 GB 5c01be607d4527a21eb1562b6f43d968303b03277c4cd6a829987247b455ba0d special_tokens_map.json 21.4 KB c98562eff7be177aafa0bf23cacb9c86549aef1c4c60e91931bded3d70fe6f8f tokenizer.json 17.1 MB b76085f9923309d873994d444989f7eb6ec074b06f25b58f1e8d7b7741070949 tokenizer_config.json 200 KB a9248c701aab368edfec820684052315b959bd35a7f48cb290e93ec11843d3bc
Versions Each time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commit Date Contents 23f4efa1bc pinned now 2026-11-15 03:35 UTC 8 files · 1.20 GB
Use it fw
$ fw get alamios/Mistral-Small-3.1-DRAFT-0.5B
# manifest sha256 aadb18ccdb66… · 1.20 GB · 8 files
$ fw verify ./Mistral-Small-3.1-DRAFT-0.5B alamios/Mistral-Small-3.1-DRAFT-0.5Bfw.py Checks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/alamios/Mistral-Small-3.1-DRAFT-0.5B.json --dir ./Mistral-Small-3.1-DRAFT-0.5B
$ python3 fw.py verify ./Mistral-Small-3.1-DRAFT-0.5B ./alamios__Mistral-Small-3.1-DRAFT-0.5B.jsonhf The Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT =https://freeweights.allternit.com hf download alamios/Mistral-Small-3.1-DRAFT-0.5B --revision 23f4efa1bc095ad2f857ffee733faa46f915065c --local-dir ./Mistral-Small-3.1-DRAFT-0.5Btransformers Load the weights in Python.
import os
os.environ["HF_ENDPOINT" ] = "https://freeweights.allternit.com"
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("alamios/Mistral-Small-3.1-DRAFT-0.5B", revision="23f4efa1bc095ad2f857ffee733faa46f915065c")
model = AutoModelForCausalLM.from_pretrained("alamios/Mistral-Small-3.1-DRAFT-0.5B", revision="23f4efa1bc095ad2f857ffee733faa46f915065c", device_map="auto")vLLM Serve an OpenAI-compatible API.
$ HF_ENDPOINT =https://freeweights.allternit.com vllm serve alamios/Mistral-Small-3.1-DRAFT-0.5B --revision 23f4efa1bc095ad2f857ffee733faa46f915065cLicense 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. 2026-11-15 Text in README.md Text sha256 b7eaebce740ea643aed19ac2362845ed2ff0eca877d327f66c86e32b472ad25f 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: alamios <huggingface.co/alamios> Newsgroups: alt.freeweights.mistralSubject: Mistral-Small-3.1-DRAFT-0.5B Date: 2026-11-15Commit: 23f4efaSigned: 2DC28CC7B26A283B ✓
How to verify
$ curl -O https://freeweights.allternit.com/manifests/alamios/Mistral-Small-3.1-DRAFT-0.5B.json
$ curl -O https://freeweights.allternit.com/manifests/alamios/Mistral-Small-3.1-DRAFT-0.5B.json.minisig
$ minisign -Vm Mistral-Small-3.1-DRAFT-0.5B.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 1 model in the catalog name this one as their parent.
Quantizations 1
Get it
$ HF_ENDPOINT =https://freeweights.allternit.com hf download alamios/Mistral-Small-3.1-DRAFT-0.5BOpen in Freeweights Studio Pull, verify and run it in the Allternit app on Desktop, web or phone.
Variants
1 quantized or adapter build of Mistral-Small-3.1-DRAFT-0.5B. Each has its own license check and page.
mistral 11.7 GB alamios_Mistral-Small-3.1-DRAFT-0.5B-GGUF gguf permissive Facts Params not stated Size 11.7 GB Formats gguf Task text generation License Apache-2.0 permissive flip From: bartowski <huggingface.co/bartowski> Subject: alamios_Mistral-Small-3.1-DRAFT-0.5B-GGUF mistral 108 MB chatbench-mistral-7b safetensors permissive Facts Params not stated Size 108 MB Formats safetensors Task not tagged License Apache-2.0 permissive flip From: <huggingface.co/microsoft> Subject: chatbench-mistral-7b 23.6B params 47.2 GB DeepHermes-3-Mistral-24B-Preview safetensors permissive Facts Params 23.6B Size 47.2 GB Formats safetensors Task text generation License Apache-2.0 permissive flip From: NousResearch <huggingface.co/NousResearch> Subject: DeepHermes-3-Mistral-24B-Preview 24B params 51.6 GB Devstral-Small-2-24B-Instruct-2512 safetensors permissive Facts Params 24B Size 51.6 GB Formats safetensors Task not tagged License Apache-2.0 permissive flip From: <huggingface.co/mistralai> Subject: Devstral-Small-2-24B-Instruct-2512 24B params 15.1 GB Devstral-Small-2-24B-Instruct-2512-4bit safetensors permissive Facts Params 24B Size 15.1 GB Formats safetensors Task image text to text License Apache-2.0 permissive flip From: <huggingface.co/mlx-community> Subject: Devstral-Small-2-24B-Instruct-2512-4bit 24B params 20.9 GB Devstral-Small-2-24B-Instruct-2512-6bit safetensors permissive Facts Params 24B Size 20.9 GB Formats safetensors Task image text to text License Apache-2.0 permissive flip From: <huggingface.co/mlx-community> Subject: Devstral-Small-2-24B-Instruct-2512-6bit
mistralai 
mlx-community