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

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

GLM-4_7-r2egym_sandboxes-maxeps-131k

Date: 2026-11-15Commit: f4a9549Signed: 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-131ksafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/GLM-4_7-r2egym_sandboxes-maxeps-131k
# manifest sha256 1f189d3950c9… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-r2egym_sandboxes-maxeps-131k laion/GLM-4_7-r2egym_sandboxes-maxeps-131k

From sourceHosted (signed)laion/GLM-4_7-r2egym_sandboxes-maxeps-131kLast check: 2026-11-15 04:21 UTC

Run at home Get help

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

Show all 24

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

Show all 15

Evaluate with

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

simple-evals TruLens HELM

LightEval

Evaluate Weave

Show all 13

Autoevals

Scan with

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

Show all 13

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 04:21 UTC	passed

Model card

From the publisher at commit f4a9549. Shown as plain text with links; images open at the publisher.

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

This model is a fine-tuned version of Qwen/Qwen3-8B on the DCAgent2/GLM-4.7-r2egym_sandboxes-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	1.43 KB	ad078eff13ceb4037ec6a0383836ebf5a86310a088ad68b17c9313dcafdb11ac
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	541 B	75c51730161685dbc8b48848e46881e4d55eaabc22e77e1a4a9ac79f881c15a0
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	79d3c004ecdd8c30ace0e75edebc53cce58ab4ba38884fde377ce4caacfa4329
model-00002-of-00004.safetensors	4.92 GB	66066b5ff07b10558bc921d32084004c8d6f1894f5f09e8cb29cf13342860802
model-00003-of-00004.safetensors	4.98 GB	c00ac50d685f7d887585a39933e6e51c33b330d07ecfcbcc0799febdb846bdc7
model-00004-of-00004.safetensors	1.58 GB	b1b1700b9c56b987ea86bfc671531766a79b8f9a534cc1d2d9bfeb78f2280337
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	528 B	abd49aa192d40beff99f7ec6bfda1ef5ef6a9ecba52e211b41b5e851de5d3ed4
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	541 B	75c51730161685dbc8b48848e46881e4d55eaabc22e77e1a4a9ac79f881c15a0
trainer_log.jsonl	77.3 KB	349604125163977bb43795b17942339a77ee67a6efb42ce72dc58ab54e3ed709
trainer_state.json	125 KB	3e7146ffa40fca466d0e946e20383354e63ccc1599fe3e4dbbbfd05ecfbf7f36
training_args.bin	8.66 KB	f93bad85d3c3b4aa352c24a3613f07e7beb4f06cdaf43498768dc71bae767bf9
training_loss.png	46.7 KB	b0bbb24286296ac2e4cc338329b2371453de0768325298797a5347d52f2a8f24
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
f4a9549107 pinned now	2026-11-15 04:21 UTC	23 files · 16.4 GB

Use it

$ fw get laion/GLM-4_7-r2egym_sandboxes-maxeps-131k
# manifest sha256 1f189d3950c9… · 16.4 GB · 23 files
$ fw verify ./GLM-4_7-r2egym_sandboxes-maxeps-131k laion/GLM-4_7-r2egym_sandboxes-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-r2egym_sandboxes-maxeps-131k.json --dir ./GLM-4_7-r2egym_sandboxes-maxeps-131k
$ python3 fw.py verify ./GLM-4_7-r2egym_sandboxes-maxeps-131k ./laion__GLM-4_7-r2egym_sandboxes-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-r2egym_sandboxes-maxeps-131k --revision f4a95491072becde8a659415ff6e73e9d1e2b317 --local-dir ./GLM-4_7-r2egym_sandboxes-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-r2egym_sandboxes-maxeps-131k", revision="f4a95491072becde8a659415ff6e73e9d1e2b317")
model = AutoModelForCausalLM.from_pretrained("laion/GLM-4_7-r2egym_sandboxes-maxeps-131k", revision="f4a95491072becde8a659415ff6e73e9d1e2b317", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/GLM-4_7-r2egym_sandboxes-maxeps-131k --revision f4a95491072becde8a659415ff6e73e9d1e2b317

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: ad078eff13ceb4037ec6a0383836ebf5a86310a088ad68b17c9313dcafdb11ac
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-131kDate: 2026-11-15Commit: f4a9549Signed: 2DC28CC7B26A283B ✓

Upstream: laion/GLM-4_7-r2egym_sandboxes-maxeps-131k
Pinned commit: f4a95491072becde8a659415ff6e73e9d1e2b317
Manifest: GLM-4_7-r2egym_sandboxes-maxeps-131k.json · .minisig
Manifest sha256: 1f189d3950c92ca18c3ebe231ff5014e09d9142ea467f19a924d82076f369017
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:21 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.json
$ curl -O https://freeweights.allternit.com/manifests/laion/GLM-4_7-r2egym_sandboxes-maxeps-131k.json.minisig
$ minisign -Vm GLM-4_7-r2egym_sandboxes-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-r2egym_sandboxes-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-r2egym_sandboxes-maxeps-131k.json. Provenance. Takedown history: none.

Source

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

Related models

All of alt.freeweights.glm →

From: bartowski <huggingface.co/bartowski>Subject: arcee-ai_GLM-4-32B-Base-32K-GGUF

From:

ggml-org <huggingface.co/ggml-org>Subject: AutoGLM-Phone-9B-GGUF

From:

zai-org <huggingface.co/zai-org>Subject: cogagent-chat-hf

From:

zai-org <huggingface.co/zai-org>Subject: CogView3-Plus-3B

From:

zai-org <huggingface.co/zai-org>Subject: cogvlm-base-490-hf

From: laion <huggingface.co/laion>Subject: dev_set_part1_10k_glm_4_7_traces_jupiter

GLM-4_7-r2egym_sandboxes-maxeps-131k

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#

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