alt.freeweights.glm / GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

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

GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

Date: 2026-11-15Commit: d0b4199Signed: 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-r2egym_sandboxes-maxeps-131k-lcsafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc
# manifest sha256 cbc319e10ff9… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-r2egym_sandboxes-maxeps-131k-lc laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

From sourceHosted (signed)laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lcLast check: 2026-11-15 04:20 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

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

Convert with

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

LightEval

Evaluate Weave

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Autoevals

Scan with

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 04:20 UTC	passed

Model card

From the publisher at commit d0b4199. Shown as plain text with links; images open at the publisher.

GLM-4_7-r2egym_sandboxes-maxeps-131k-lc#

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-r2egym_sandboxes-maxeps-131k/snapshots/167ff86e8203fa2412574480bf52623cb62320e8_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: 16
total_train_batch_size: 16
total_eval_batch_size: 128
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	1.54 KB	3d1a892b7ded176e3b0daf794fc4302937dd4cd430871f23a5b0957035d37263
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	492 B	a4cb6a4034c6f44783f4be6f4593dfa12929e2d15270d6a186d260148f766978
chat_template.jinja	4.17 KB	a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json	1.63 KB	1bb5712dca9b9b4932f9fca68fcfc53a080eb483e467e3508c4dfc4884071e08
generation_config.json	188 B	3b101cd89b140b757d0bca469e75570e75789a2423ada90a33ec17707dfacf08
merges.txt	1.67 MB	8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors	4.90 GB	e63800f9dd1b304cd65f083510f0d99190dc85d6f275c1290279daf243923545
model-00002-of-00004.safetensors	4.92 GB	966f8b7d1f978cd7c8eee11b11fc95a8a26ac58790e7d3567cf96883ac9f7169
model-00003-of-00004.safetensors	4.98 GB	038f79304a558b8d76cb22637bf03a1a0ca2835a3cda1808d3911f9a36304090
model-00004-of-00004.safetensors	1.58 GB	2ecf0e0c1203b8d08047c24af8e36d3ba9a7a786e0a2bc72c5c267a5a7eedb86
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	714 B	6edc3d76b06f73b8be648613f55d403d25706cb0d21171e844c818dde3959592
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	cd5c1909da4950a610a9e3a6cb6763cff0381d91c6f0838855db8d5ae83d6c9f
train_results.json	492 B	a4cb6a4034c6f44783f4be6f4593dfa12929e2d15270d6a186d260148f766978
trainer_log.jsonl	311 KB	671d02753cca77865bf8ea05f18274eafe65579a63d64757ea5daaaec728852a
trainer_state.json	387 KB	872ac5bf6820be1927a1b29d7abb0366cf4c2ce7091599b70ecdae707b4f33d9
training_args.bin	8.79 KB	ae1d7ef5e0a267ac210bbad7b8c2859daab974d7f6ef7fb7f19b17206a9f8c4d
training_loss.png	47.5 KB	b1b13a63e336bc2d987ba9a1df1750d75a56c21f7e499a692d32fb2d505579fc
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
d0b41990a2 pinned now	2026-11-15 04:20 UTC	23 files · 16.4 GB

Use it

$ fw get laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc
# manifest sha256 cbc319e10ff9… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-r2egym_sandboxes-maxeps-131k-lc laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

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-r2egym_sandboxes-maxeps-131k-lc.json --dir ./GLM-4_7-r2egym_sandboxes-maxeps-131k-lc
$ python3 fw.py verify ./GLM-4_7-r2egym_sandboxes-maxeps-131k-lc ./laion__GLM-4_7-r2egym_sandboxes-maxeps-131k-lc.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc --revision d0b41990a24e3055daa192a6cdc8b43c63c090af --local-dir ./GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

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-r2egym_sandboxes-maxeps-131k-lc", revision="d0b41990a24e3055daa192a6cdc8b43c63c090af")
model = AutoModelForCausalLM.from_pretrained("laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc", revision="d0b41990a24e3055daa192a6cdc8b43c63c090af", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc --revision d0b41990a24e3055daa192a6cdc8b43c63c090af

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: 3d1a892b7ded176e3b0daf794fc4302937dd4cd430871f23a5b0957035d37263
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-r2egym_sandboxes-maxeps-131k-lcDate: 2026-11-15Commit: d0b4199Signed: 2DC28CC7B26A283B ✓

Upstream: laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc
Pinned commit: d0b41990a24e3055daa192a6cdc8b43c63c090af
Manifest: GLM-4_7-r2egym_sandboxes-maxeps-131k-lc.json · .minisig
Manifest sha256: cbc319e10ff93c8278267511e99610b80ce2ac59da633683f740ddaf2f2c1aff
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:20 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc.json
$ curl -O https://freeweights.allternit.com/manifests/laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc.json.minisig
$ minisign -Vm GLM-4_7-r2egym_sandboxes-maxeps-131k-lc.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

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

Fine-tunes: 2

Fine-tunes 2

laion/r2egym_8b_rope_65k-step1716.4 GB
laion/swesmith_8b_rope_65k-step3716.4 GB

Get it

Download

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

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-r2egym_sandboxes-maxeps-131k-lc.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

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GLM-4_7-r2egym_sandboxes-maxeps-131k-lc

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

GLM-4_7-r2egym_sandboxes-maxeps-131k-lc#

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