alt.freeweights.qwen / qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.qwenSubject:

qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

Date: 2026-11-15Commit: 6226116Signed: 2DC28CC7B26A283B ✓

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

0M params16.4GBqwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131ksafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
# manifest sha256 92decba1da7c… · 16.4 GB · 23 files
$ fw verify ./qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

From sourceHosted (signed)laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131kLast 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-Base.

Works with

Run24 Fine-tune29 Convert15 Evaluate13 Scan13 Apps58

Runs with

Ranked by fit to this model (safetensors), then by GitHub stars.

vLLM exo Text Generation WebUI

SGLang MLC LLM KTransformers LMCache Xinference LMDeploy mistral.rs Mooncake FlashInfer

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AIBrix fastllm ExLlamaV3

Transformers LocalAI tinygrad gpu-unlock Triton Inference Server BentoML CTranslate2 ExLlamaV2 LitServe

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mergekit TensorRT Model Optimizer

LLM Compressor Neural Compressor AutoRound AQLM GPTQModel ONNX Core ML Tools ExecuTorch

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Opik DeepEval Ragas lm-evaluation-harness OpenCompass SWE-bench

simple-evals TruLens HELM

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promptfoo garak Guardrails NeMo Guardrails Giskard DeepTeam AI Fairness 360 Fairlearn Detoxify MCP Scanner AgentDojo ModelScan

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picklescan

Overview Model card Files Use it License Provenance Model 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-Base

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
From source	huggingface.co	2026-11-15 04:26 UTC	passed

Model card

From the publisher at commit 6226116. Shown as plain text with links; images open at the publisher.

qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k#

This model is a fine-tuned version of Qwen/Qwen3-8B-Base on the /data/cat/ws/befe330h-befe330h-otagent/huggingface/hub/datasets--DCAgent2--GLM-4.7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k/snapshots/e209a88db18950c3ce4e72a45a6088561d99d1bf_thinking_preprocessed 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: 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

File	Size	sha256
.gitattributes	1.57 KB	34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md	1.71 KB	25dd540658de8788e03f4f9c10ceb6a677eab41f8a7d9b2e8b3cc6c7342d8594
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	542 B	7a206bbc3e90c52df7b67fb888d255bdd78a8d5620f452803714befcb8f3ddf0
chat_template.jinja	4.12 KB	87a2728cb8dc9fe424d624542f6060ec05a1d285ebbec578bb078900e33396b5
config.json	1.54 KB	857efbe612a0403fb915504035f1b60334e17144af7cf20def4ef0452d80701c
generation_config.json	139 B	16c3115b3ce04273b5881636e7efe4607ad00f8d91a055f744e0e8f68ebe42e5
merges.txt	1.67 MB	8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors	4.90 GB	7e0aeb3c291f59f9a04fd08713f543d7d0790cb27a6d8bf00260db422c47c037
model-00002-of-00004.safetensors	4.92 GB	0c03562b5c777874e921097ed6c5da6e5c0277df088f24e6a1b316547ee6de2a
model-00003-of-00004.safetensors	4.98 GB	3cc1a0f89933f1f2c822919db99fc6c8408646b0dfd2aab53e2fd0014d742c9b
model-00004-of-00004.safetensors	1.58 GB	363dabd1d8908c3df057e1be456292b4ffffdb1c3837dec6b2b83d476707ff27
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	815 B	ca168bf3bff8eb5c10eae2bea02eb01252ecf22bd561d583a32bb1ff59ef53c4
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	542 B	7a206bbc3e90c52df7b67fb888d255bdd78a8d5620f452803714befcb8f3ddf0
trainer_log.jsonl	162 KB	290c545fa9460bd2545a49751db2cea16e23cafd8d9e6c63fd2c246f6f31f4c2
trainer_state.json	260 KB	63922f02c5f65390a76f57632152ff18aa44de2f8efb5aa47945813853a0b093
training_args.bin	8.79 KB	d71b6417f150f9d27a9319ff93147f99dfc4946f48b8414e285ad0ee3eb1981d
training_loss.png	48.2 KB	ba7196379392f002c47a97570ad3eb0c520e9e81493fe052d2a478292cddeb30
vocab.json	2.78 MB	ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910

VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.

Upstream commit	Date	Contents
62261169ed pinned now	2026-11-15 04:26 UTC	23 files · 16.4 GB

Use it

$ fw get laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
# manifest sha256 92decba1da7c… · 16.4 GB · 23 files
$ fw verify ./qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

fw.pyChecks the signature and every sha256, tries each source in order, resumes.

$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json --dir ./qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
$ python3 fw.py verify ./qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k ./laion__qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json

hfThe Hugging Face CLI with one setting. Same repo id.

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k --revision 62261169edaaff59abe73919cc0838a18f2c01f6 --local-dir ./qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

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/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k", revision="62261169edaaff59abe73919cc0838a18f2c01f6")
model = AutoModelForCausalLM.from_pretrained("laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k", revision="62261169edaaff59abe73919cc0838a18f2c01f6", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k --revision 62261169edaaff59abe73919cc0838a18f2c01f6

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: 25dd540658de8788e03f4f9c10ceb6a677eab41f8a7d9b2e8b3cc6c7342d8594
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: qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131kDate: 2026-11-15Commit: 6226116Signed: 2DC28CC7B26A283B ✓

Upstream: laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
Pinned commit: 62261169edaaff59abe73919cc0838a18f2c01f6
Manifest: qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json · .minisig
Manifest sha256: 92decba1da7ca52c163e551583905ea3fe2389babf1bce60e3bf78e7890d318a
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/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json
$ curl -O https://freeweights.allternit.com/manifests/laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json.minisig
$ minisign -Vm qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.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-Base · 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/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

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qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

Works with

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Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

qwen3base-GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k#

Model description#

Intended uses & limitations#

Training and evaluation data#

Training procedure#

Training hyperparameters#

Training results#

Framework versions#

Files

Use it

License

Provenance

How to verify

Model tree

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