alt.freeweights.glm / GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink

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

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

Date: 2026-11-15Commit: 0e3bff0Signed: 2DC28CC7B26A283B ✓

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

0M params16.4GBGLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthinksafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink
# manifest sha256 412fee8f34be… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink

From sourceHosted (signed)laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthinkLast check: 2026-11-15 03:44 UTC

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Fine-tune of Qwen3-8B.

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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.glm

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

Badge	Host	Last check	Result
From source	huggingface.co	2026-11-15 03:44 UTC	passed

Model card

From the publisher at commit 0e3bff0. Shown as plain text with links; images open at the publisher.

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

This model is a fine-tuned version of Qwen/Qwen3-8B 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	1.69 KB	3118a7e648a7b39d9c4875630f02fb67e4e95c3392c35de1531894e416f0be25
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	543 B	1ee27fd1b64c03191af0d2570c696185ad6dc635b590f5b6dc41891f4a98b321
chat_template.jinja	4.17 KB	a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json	1.54 KB	ed36641e183b3d95dcefad8906aa22d183c445e4b582c8a0ca7d71a713c85f2d
generation_config.json	188 B	3b101cd89b140b757d0bca469e75570e75789a2423ada90a33ec17707dfacf08
merges.txt	1.67 MB	8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors	4.90 GB	3ecef380ff336f223c6aac4756c6d6fd6d21e9d319ee46b8ebcd4cb69a29271a
model-00002-of-00004.safetensors	4.92 GB	4fd971690d2521796d3975f5f0559681e59ee4d0a63e1d95cbb1a77cf98595f6
model-00003-of-00004.safetensors	4.98 GB	1397a6fad7e9c237f3b76e4686aaa2c19d12832293a6cdcf726258a2dc0fffea
model-00004-of-00004.safetensors	1.58 GB	fb69283d1ca34768ff64e3ae89f233bbc5522913aa832d6a7e53bc98dbad5ffe
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	804 B	3b6d5b9ff497cccb15ba96ccc8157aaa4e5175baec7f8b2b99e960c66b226709
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	543 B	1ee27fd1b64c03191af0d2570c696185ad6dc635b590f5b6dc41891f4a98b321
trainer_log.jsonl	162 KB	7478704b85221cdea4cd819a911cd0ddf4ec3ff3e8e2e42defcceee0ac43aafb
trainer_state.json	260 KB	630aa2b7128e220d5677a4886bdbd77b4919ad06c5cafdc554a081cd89c48d2b
training_args.bin	8.79 KB	97d37e47ed5eac05f9f6a646a54c3a5a323532c34828ca9b08de854750a34393
training_loss.png	47.1 KB	94082af13720a2979717f68ebef9451a0d385ab7ce974b7572b12a02fbd66617
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
0e3bff0c4e pinned now	2026-11-15 03:44 UTC	23 files · 16.4 GB

Use it

$ fw get laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink
# manifest sha256 412fee8f34be… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink

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

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

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink --revision 0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6 --local-dir ./GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-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/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink", revision="0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6")
model = AutoModelForCausalLM.from_pretrained("laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink", revision="0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink --revision 0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6

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: 3118a7e648a7b39d9c4875630f02fb67e4e95c3392c35de1531894e416f0be25
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.glmSubject: GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthinkDate: 2026-11-15Commit: 0e3bff0Signed: 2DC28CC7B26A283B ✓

Upstream: laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink
Pinned commit: 0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6
Manifest: GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink.json · .minisig
Manifest sha256: 412fee8f34be6db246bf78d412d62501b90734b7c21311c58667543985402a12
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 03:44 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink.json
$ curl -O https://freeweights.allternit.com/manifests/laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink.json.minisig
$ minisign -Vm GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-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

13 models in the catalog name this one as their parent.

Fine-tunes: 13

Fine-tunes 13

laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B16.5 GB
laion/a3-rl-DCAgent_exp_rpt_e2egit-v2-10-8B16.4 GB
laion/a3-rl-laion_exp_rpt_ghactions-v3-20-8B16.7 GB
laion/a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B16.5 GB
laion/a3-rl-DCAgent_exp_rpt_unitsyn-python-large-10-8B16.6 GB
laion/ablation-pymethods2test-seqmean-arm0-tis-15-8B16.5 GB
laion/explore-tis-temp10-60-8B16.6 GB
laion/stageC-pbs-80-8B16.6 GB
laion/seqnorm-tis-shaped-40-8B16.6 GB
laion/a3-rl-DCAgent_mix_h2_language_proportional-65-8B16.7 GB
laion/a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B16.6 GB
laion/a3-rl-DCAgent_mix_h4_binary_easy-50-8B16.5 GB
laion/explore-tis-minp-40-8B16.7 GB

Get it

Download

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink

Open in Freeweights Studio

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

Signed manifest

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

Source

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

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

Works with

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Fine-tune with

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Evaluate with

Scan with

Works with

Overview

Model card

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

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

Related models