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

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

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

Date: 2026-11-15Commit: 9f966adSigned: 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-131ksafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
# manifest sha256 104afaa457ce… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k

From sourceHosted (signed)laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131kLast check: 2026-11-15 04:29 UTC

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Fine-tune of Qwen3-8B.

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Run24 Fine-tune29 Convert15 Evaluate13 Scan13 Apps58

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vLLM exo Text Generation WebUI

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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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Evaluate with

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 04:29 UTC	passed

Model card

From the publisher at commit 9f966ad. Shown as plain text with links; images open at the publisher.

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

This model is a fine-tuned version of Qwen/Qwen3-8B on the DCAgent2/GLM-4.7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k 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	1.53 KB	08c7368ed66bc1f54165c980ad541ba63949ef0e2192e8687d5336c5ae72b649
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	543 B	81ca3b650f62b941f1a8242114119c162d6399e0b0a9257e3d38b7c5ee0f7113
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	7dc0825125b5f45236c5c8bbaa6099ae240a4352b90a40aedeaa6472ac26605d
model-00002-of-00004.safetensors	4.92 GB	7714b9f0819e56ae332055a0eac63ab92121190037070287844647fd389f5c25
model-00003-of-00004.safetensors	4.98 GB	f233967d28701939f72a93143f3706b9e3b00b148de362996406fd11fc1d4e15
model-00004-of-00004.safetensors	1.58 GB	fbec3907e04ab1b8ba2c813b9a76ba83478b16ac7138c397575bff3640dfd0e1
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	677 B	1b63055b36661a5f8daa2c8426ecf3dd1a4d4ebf928be525b0bf37250bd5fca7
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	81ca3b650f62b941f1a8242114119c162d6399e0b0a9257e3d38b7c5ee0f7113
trainer_log.jsonl	162 KB	48901b0e1b98d1b19f9e42b361064f7728ddda30ea9c1e0a986f69d8019f84d2
trainer_state.json	260 KB	ef018d91db61e9dd9856d475d07fca8923d6e282295dd5a08b04b04121d2bcd3
training_args.bin	8.79 KB	913dc288ff6f64af4e52087c0710f2a63259389b4cd6f510955792cc4c60b631
training_loss.png	46.8 KB	c75edcc9d18327a156deeded8ec1b41d0c16539ee1aa78289997b8bb74ceed84
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
9f966add2b pinned now	2026-11-15 04:29 UTC	23 files · 16.4 GB

Use it

$ fw get laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
# manifest sha256 104afaa457ce… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k laion/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/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json --dir ./GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
$ python3 fw.py verify ./GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k ./laion__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/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k --revision 9f966add2b834e803de0307d6e9ef0996f81a9c1 --local-dir ./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/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k", revision="9f966add2b834e803de0307d6e9ef0996f81a9c1")
model = AutoModelForCausalLM.from_pretrained("laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k", revision="9f966add2b834e803de0307d6e9ef0996f81a9c1", 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 --revision 9f966add2b834e803de0307d6e9ef0996f81a9c1

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: 08c7368ed66bc1f54165c980ad541ba63949ef0e2192e8687d5336c5ae72b649
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-131kDate: 2026-11-15Commit: 9f966adSigned: 2DC28CC7B26A283B ✓

Upstream: laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k
Pinned commit: 9f966add2b834e803de0307d6e9ef0996f81a9c1
Manifest: GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json · .minisig
Manifest sha256: 104afaa457ced9dabeaec1b295ce16f466f015087c0e54b583ae2535481ba1af
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:29 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.json
$ curl -O https://freeweights.allternit.com/manifests/laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json.minisig
$ minisign -Vm 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 · 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/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. GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k.json. Provenance. Takedown history: none.

Source

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

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

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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#

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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