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alt.freeweights.qwen / open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.qwenSubject:

open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k

Date: 2026-11-15Commit: 3a6ff1fSigned: 2DC28CC7B26A283B ✓

Text generation model with 0M parameters. Safetensors weights, 16.4 GB in all. Published by laion under Apache-2.0.

0M params16.4GBopen-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8ksafetensorspermissive
FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
# manifest sha256 6f765afdda24… · 16.4 GB · 23 files
$ fw verify ./open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
From sourceHosted (signed)laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8kLast check: 2026-11-15 04:26 UTC
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Get help: custom fine-tune or private deploy. We review your setup before we quote.

Fine-tune of Qwen3-8B.

Works with

Run24Fine-tune29Convert15Evaluate13Scan13Apps58
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
16.4 GB
Weights
16.4 GB (safetensors)
Parameters
0M
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
23, each with a sha256
Publisher
laion
Added
2026-11-15
Section
alt.freeweights.qwen
Lineage

Original release from the publisher.

Base model: Qwen/Qwen3-8B

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
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 04:26 UTCpassed

Model card

From the publisher at commit 3a6ff1f. Shown as plain text with links; images open at the publisher.

open-thoughts-4-code-qwen3-32b-annotated#

This model is a fine-tuned version of Qwen/Qwen3-8B on the marin-community/open-thoughts-4-code-qwen3-32b-annotated dataset.

Model description#

More information needed

Intended uses & limitations#

More information needed

Training and evaluation data#

More information needed

Training procedure#

Training hyperparameters#

The following hyperparameters were used during training:

  • learning_rate: 4e-05
  • train_batch_size: 1
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 16
  • total_eval_batch_size: 64
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.98) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 1.0
Training results#
Framework versions#
  • Transformers 4.57.3
  • Pytorch 2.9.0+cu128
  • Datasets 4.4.1
  • Tokenizers 0.22.1

Files

23 files · 16.4 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 23 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md1.45 KB46877a9e1743940f013b1e6818a24fa55adf1d49db70767c40325ccc4f10edc3
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json541 B2a81dac0a9de4a25f88cf3f381262ee048ea848de7b5f6a676151cf868cf0999
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KBba0034e547c55d23e895919cd5ae10d05eefdda9562463b2c4a4c0fbeb32d698
generation_config.json188 Bd62d5449628acccf95dca468b1ff99002b3d0d428dfcdbe132f1be35a815a97b
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.90 GB4760e9a9fe10f481129b300361944cad1cc1be8c3f8083650e2cdbb44becf324
model-00002-of-00004.safetensors4.92 GB96da3015c0a2add3436b1e503b2e386ab1394e403e414f0ef6c64a41e80288b3
model-00003-of-00004.safetensors4.98 GB6e513e421989ad900b34ba51d8708102768101fc26cc8fefbcc28188d60ea80f
model-00004-of-00004.safetensors1.58 GB4322ce030f7270ccb8554c22d8987cf4da513300f6f1c258dc0d989cbdd8f22a
model.safetensors.index.json32.9 KB9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json511 Bec132b2b5fdfdff6716153418cdb7555599bb6bbc02d6ee7aef1683f93d61b6e
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json541 B2a81dac0a9de4a25f88cf3f381262ee048ea848de7b5f6a676151cf868cf0999
trainer_log.jsonl2.47 MB44b9952b06405c0b7c2e94c385f63ba1af18cdbce72b3e3580b12d309858c845
trainer_state.json3.78 MB52b7566218adc7deb2d742bee62922cc848482025dec4ea95c9a06253135487b
training_args.bin8.79 KBccd4338bd1e3e6f9ded0cbfe67b078a04fd02133c4103a4b67fb1bc6b8302ad7
training_loss.png46.0 KB2b114e7d909ce439118110d82c3594915be88f62e88d7a72cd5051f167c48647
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
3a6ff1f42f pinned now2026-11-15 04:26 UTC23 files · 16.4 GB

Use it

$ fw get laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
# manifest sha256 6f765afdda24… · 16.4 GB · 23 files
$ fw verify ./open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k.json --dir ./open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k $ python3 fw.py verify ./open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k ./laion__open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k --revision 3a6ff1f42fd48fa7e627051ab93a71e38061ae86 --local-dir ./open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k", revision="3a6ff1f42fd48fa7e627051ab93a71e38061ae86") model = AutoModelForCausalLM.from_pretrained("laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k", revision="3a6ff1f42fd48fa7e627051ab93a71e38061ae86", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k --revision 3a6ff1f42fd48fa7e627051ab93a71e38061ae86
Run at home

License

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
46877a9e1743940f013b1e6818a24fa55adf1d49db70767c40325ccc4f10edc3
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: laion <huggingface.co/laion>Newsgroups: alt.freeweights.qwenSubject: open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8kDate: 2026-11-15Commit: 3a6ff1fSigned: 2DC28CC7B26A283B ✓
Upstream
laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
Pinned commit
3a6ff1f42fd48fa7e627051ab93a71e38061ae86
Manifest
open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k.json · .minisig
Manifest sha256
6f765afdda24bcd0eb46984486499acc524b958a0a862645b250230009881044
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:26 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k.json $ curl -O https://freeweights.allternit.com/manifests/laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k.json.minisig $ minisign -Vm open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k.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

Parent

Qwen/Qwen3-8B · this model is a finetune of it

No model in the catalog names this one as its parent.

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/open-thoughts-4-code-qwen3-32b-annotated-7k_qwen3-8B_8k

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