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alt.freeweights.text / r2egym-nl2bash-stack-bugsseq-fixthink
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

r2egym-nl2bash-stack-bugsseq-fixthink

Date: 2026-11-15Commit: 53ccb94Signed: 2DC28CC7B26A283B ✓

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

0M params16.4GBr2egym-nl2bash-stack-bugsseq-fixthinksafetensorspermissive
FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/r2egym-nl2bash-stack-bugsseq-fixthink
# manifest sha256 b7df2899d864… · 16.4 GB · 23 files
$ fw verify ./r2egym-nl2bash-stack-bugsseq-fixthink laion/r2egym-nl2bash-stack-bugsseq-fixthink
From sourceHosted (signed)laion/r2egym-nl2bash-stack-bugsseq-fixthinkLast check: 2026-11-15 04:26 UTC
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Fine-tune of Qwen3-8B.

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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.text
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 53ccb94. Shown as plain text with links; images open at the publisher.

r2egym-nl2bash-stack-bugsseq-fixthink#

This model is a fine-tuned version of Qwen/Qwen3-8B on the /data/cat/ws/befe330h-befe330h-otagent/huggingface/hub/datasets--penfever--glm-4.6-r2egym-32ep-32k/snapshots/1b98f51e65d71b6dc9702529884355b93b8b8685_thinking_preprocessed, the /data/cat/ws/befe330h-befe330h-otagent/huggingface/hub/datasets--penfever--GLM-4.6-nl2bash-verified-32eps-32k/snapshots/61e17458d760f1419c4447abbab4fc93118563dd_thinking_preprocessed, the /data/cat/ws/befe330h-befe330h-otagent/huggingface/hub/datasets--penfever--GLM-4.6-stackexchange-overflow-sandboxes-32eps-65k/snapshots/1c13e68d92fc88775a6a593c5ca93a4a4bae0a38_thinking_preprocessed and the /data/cat/ws/befe330h-befe330h-otagent/huggingface/hub/datasets--penfever--GLM-4.6-inferredbugs-32eps-65k/snapshots/60d83f48605156a6b9182f9b54c6da2d4dffc061_thinking_preprocessed datasets.

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: 7.0
Training results#
Framework versions#
  • Transformers 4.57.6
  • Pytorch 2.9.0+cu128
  • Datasets 4.4.1
  • Tokenizers 0.22.2

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.md2.14 KBa27da6401693556c3f9c5bde7e40276a8b310b69bdef2730a8f329bc46582507
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json543 B23270edaedba794c93f63d147b91716e89fa1422c07d55481007ee6f6372d7fb
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KBed36641e183b3d95dcefad8906aa22d183c445e4b582c8a0ca7d71a713c85f2d
generation_config.json188 B3b101cd89b140b757d0bca469e75570e75789a2423ada90a33ec17707dfacf08
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.90 GB0e0d79a9b23d10997c320b6d51ed2c9cf87c6f94b9fce7edbc7e506283e66d30
model-00002-of-00004.safetensors4.92 GBfadaf539e8977a879e1242f027000e208a6c5568a99e4de59d2ad8be986fede6
model-00003-of-00004.safetensors4.98 GBd80aa45a937a8923edf31a041143aaf27ddc9160c6754fed0106b0e1ab3dbba8
model-00004-of-00004.safetensors1.58 GB7d65e8c8ef7f2239cfc763366d0f98071d36428404f3897efd2c2013eb1fb27f
model.safetensors.index.json32.9 KB9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json1.24 KB02af51b7b91c4e75014e71e67c2eb54349cef152e6606b8e5e6971f6ae5ad57b
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json543 B23270edaedba794c93f63d147b91716e89fa1422c07d55481007ee6f6372d7fb
trainer_log.jsonl503 KB1fbf65d6bedfa48ec674e9d0e0f2cb692622543874d7e345e8a9383fe9334b43
trainer_state.json797 KB596e8b3ff68a55496518069b7dae695ffbfcb8d12992465181456ffd06f9fe60
training_args.bin8.66 KB141325128422ce76d6aa035ce803965ed96e345d0b49e39cbd3ff3adf570c329
training_loss.png51.7 KB253699879ec58783aa35e1dc37da88656422c4184e1c194a3b3d7e0cb29187fb
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
53ccb94616 pinned now2026-11-15 04:26 UTC23 files · 16.4 GB

Use it

$ fw get laion/r2egym-nl2bash-stack-bugsseq-fixthink
# manifest sha256 b7df2899d864… · 16.4 GB · 23 files
$ fw verify ./r2egym-nl2bash-stack-bugsseq-fixthink laion/r2egym-nl2bash-stack-bugsseq-fixthink
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/r2egym-nl2bash-stack-bugsseq-fixthink.json --dir ./r2egym-nl2bash-stack-bugsseq-fixthink $ python3 fw.py verify ./r2egym-nl2bash-stack-bugsseq-fixthink ./laion__r2egym-nl2bash-stack-bugsseq-fixthink.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/r2egym-nl2bash-stack-bugsseq-fixthink --revision 53ccb94616c4fb83ee5c138f334ed1b99c681272 --local-dir ./r2egym-nl2bash-stack-bugsseq-fixthink
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/r2egym-nl2bash-stack-bugsseq-fixthink", revision="53ccb94616c4fb83ee5c138f334ed1b99c681272") model = AutoModelForCausalLM.from_pretrained("laion/r2egym-nl2bash-stack-bugsseq-fixthink", revision="53ccb94616c4fb83ee5c138f334ed1b99c681272", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/r2egym-nl2bash-stack-bugsseq-fixthink --revision 53ccb94616c4fb83ee5c138f334ed1b99c681272
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
a27da6401693556c3f9c5bde7e40276a8b310b69bdef2730a8f329bc46582507
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.textSubject: r2egym-nl2bash-stack-bugsseq-fixthinkDate: 2026-11-15Commit: 53ccb94Signed: 2DC28CC7B26A283B ✓
Upstream
laion/r2egym-nl2bash-stack-bugsseq-fixthink
Pinned commit
53ccb94616c4fb83ee5c138f334ed1b99c681272
Manifest
r2egym-nl2bash-stack-bugsseq-fixthink.json · .minisig
Manifest sha256
b7df2899d8646eb190a23d9ac5c273abd3cb05a43a47e4ba17788a97f0763cba
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/r2egym-nl2bash-stack-bugsseq-fixthink.json $ curl -O https://freeweights.allternit.com/manifests/laion/r2egym-nl2bash-stack-bugsseq-fixthink.json.minisig $ minisign -Vm r2egym-nl2bash-stack-bugsseq-fixthink.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/r2egym-nl2bash-stack-bugsseq-fixthink
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. r2egym-nl2bash-stack-bugsseq-fixthink.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/r2egym-nl2bash-stack-bugsseq-fixthink

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