alt.freeweights.glm / exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

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

exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

Date: 2026-11-15Commit: 41198c2Signed: 2DC28CC7B26A283B ✓

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

0M params16.4GBexp-uns-r2egym-8_4x_glm_4_7_traces_jupitersafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter
# manifest sha256 93d8c16881fc… · 16.4 GB · 23 files
$ fw verify ./exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

From sourceHosted (signed)laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiterLast check: 2026-11-15 04:26 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

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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 04:26 UTC	passed

Model card

From the publisher at commit 41198c2. Shown as plain text with links; images open at the publisher.

exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter#

This model is a fine-tuned version of Qwen/Qwen3-8B on the /data/cat/ws/befe330h-befe330h-otagent/huggingface/hub/datasets--DCAgent--exp-uns-r2egym-8_4x_glm_4.7_traces_jupiter/snapshots/c9a4363391aad8ddeb2df878a3490276d14e91a0_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	1.58 KB	38942f6df52a3e9a455792ded651fbdc4eaa7f4978d5782747a9ee1b2bf57ff0
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	543 B	f7e73a6b64f93b726bc1faadd389f93b50dee3204cd255bab7c40cc8fa8e35e9
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	6938cd5c55d198601bff3ae0a7f355610bca7811997953a935eee79639834b1d
model-00002-of-00004.safetensors	4.92 GB	d0f5c310a504a359d011e3b21be27175053ae28190c5711bc47a0e12cf060dac
model-00003-of-00004.safetensors	4.98 GB	7a6fb746d120c789227a2b026bc0e39b76da65edba6a27cee06e132b6b9cd398
model-00004-of-00004.safetensors	1.58 GB	d213729aabe677a7077fdb45a7e460c214896db52ff6eb25bb29a533d8077c83
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	710 B	678d61b2da16b245e4f39a22bd14d018dd571a3760c6b818443667a758a41c89
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	f7e73a6b64f93b726bc1faadd389f93b50dee3204cd255bab7c40cc8fa8e35e9
trainer_log.jsonl	166 KB	c8417efe033592ac05523b02224dadf7de7ff52db6014d9ea0090f9fcca6f013
trainer_state.json	267 KB	7f95a7375d4472cdfb5a2873c8d895abe752fd6a79681f1722b08174c5d6b7f6
training_args.bin	8.66 KB	da38a14c25bbb13562575703a0d0e1c1db3ca0a004de20a157aad8b968d20d4e
training_loss.png	39.5 KB	31325e5af00e00a6881c5f30a1c267e050629ecaf130fca1fc9792d303ca57d3
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
41198c23d3 pinned now	2026-11-15 04:26 UTC	23 files · 16.4 GB

Use it

$ fw get laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter
# manifest sha256 93d8c16881fc… · 16.4 GB · 23 files
$ fw verify ./exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

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

$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter.json --dir ./exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter
$ python3 fw.py verify ./exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter ./laion__exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter --revision 41198c23d370eb4428eacb4a70b187f891ecea77 --local-dir ./exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

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/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter", revision="41198c23d370eb4428eacb4a70b187f891ecea77")
model = AutoModelForCausalLM.from_pretrained("laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter", revision="41198c23d370eb4428eacb4a70b187f891ecea77", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter --revision 41198c23d370eb4428eacb4a70b187f891ecea77

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: 38942f6df52a3e9a455792ded651fbdc4eaa7f4978d5782747a9ee1b2bf57ff0
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: exp-uns-r2egym-8_4x_glm_4_7_traces_jupiterDate: 2026-11-15Commit: 41198c2Signed: 2DC28CC7B26A283B ✓

Upstream: laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter
Pinned commit: 41198c23d370eb4428eacb4a70b187f891ecea77
Manifest: exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter.json · .minisig
Manifest sha256: 93d8c16881fc6304c686b3d3c829e9528fc4d2640106f4cabbcab9a1c1a97acd
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/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter.json
$ curl -O https://freeweights.allternit.com/manifests/laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter.json.minisig
$ minisign -Vm exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter.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/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

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exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

exp-uns-r2egym-8_4x_glm_4_7_traces_jupiter#

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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