alt.freeweights.glm / exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter

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

exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter

Date: 2026-11-15Commit: 379830cSigned: 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-16_8x_glm_4_7_traces_jupitersafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter
# manifest sha256 db0f5d23b208… · 16.4 GB · 23 files
$ fw verify ./exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter

From sourceHosted (signed)laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiterLast check: 2026-11-15 04:25 UTC

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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 04:25 UTC	passed

Model card

From the publisher at commit 379830c. Shown as plain text with links; images open at the publisher.

exp-uns-r2egym-16_8x_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-16_8x_glm_4.7_traces_jupiter/snapshots/f351781469e77321a7f815f7e9f7789e9b57a34e_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	1.59 KB	70cd87190c6dfac974f91caa55277a4bc480912045c253e8dfd0074927c44ab6
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	541 B	8e1adbe978d766921905cd16c820f10251a4018ec2a6fdd2c4e32d5e267c4ecd
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	f62bdf6ce666a8f6ed26636b3d16faeea9fbe367e697fc4acc8d08c058076f04
model-00002-of-00004.safetensors	4.92 GB	79030adbe796f3803e82d602f8c0adccb5e107daf35c33752db6b385162ef8b1
model-00003-of-00004.safetensors	4.98 GB	65bfa8fd8cd6bcd5d1347a71dedb8006cfe5705fcc026c479778306e4d014612
model-00004-of-00004.safetensors	1.58 GB	1f66c3aab293a18826974f75e5e58f6713b19bfcf0750ecda234edea11dad506
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	713 B	3743c31dc6d9fa2d9e1959509498bd76ee81f721184eaa657c9abc44051ebc5d
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	8e1adbe978d766921905cd16c820f10251a4018ec2a6fdd2c4e32d5e267c4ecd
trainer_log.jsonl	189 KB	30e9cb97e7d2986824980a24f61a2df15f6781617fabc1bafcfe81c73773b4e2
trainer_state.json	302 KB	82f18ff6ce0a9a3f2db665bd75813265485f45c4d42f91eef248e5466e30d407
training_args.bin	8.66 KB	f98ed4e5da804586bf2e8a4c939209b0b5ec6f6522d7b0926fffefb7374f1785
training_loss.png	42.1 KB	dd5c53e70682d9c8bbdccd5ce8980f907059a48c01def393efc1886bb38ebaf8
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
379830cbb7 pinned now	2026-11-15 04:25 UTC	23 files · 16.4 GB

Use it

$ fw get laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter
# manifest sha256 db0f5d23b208… · 16.4 GB · 23 files
$ fw verify ./exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter laion/exp-uns-r2egym-16_8x_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-16_8x_glm_4_7_traces_jupiter.json --dir ./exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter
$ python3 fw.py verify ./exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter ./laion__exp-uns-r2egym-16_8x_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-16_8x_glm_4_7_traces_jupiter --revision 379830cbb7f260dd1003bbc36db1e9279e59dd21 --local-dir ./exp-uns-r2egym-16_8x_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-16_8x_glm_4_7_traces_jupiter", revision="379830cbb7f260dd1003bbc36db1e9279e59dd21")
model = AutoModelForCausalLM.from_pretrained("laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter", revision="379830cbb7f260dd1003bbc36db1e9279e59dd21", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter --revision 379830cbb7f260dd1003bbc36db1e9279e59dd21

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: 70cd87190c6dfac974f91caa55277a4bc480912045c253e8dfd0074927c44ab6
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-16_8x_glm_4_7_traces_jupiterDate: 2026-11-15Commit: 379830cSigned: 2DC28CC7B26A283B ✓

Upstream: laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter
Pinned commit: 379830cbb7f260dd1003bbc36db1e9279e59dd21
Manifest: exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter.json · .minisig
Manifest sha256: db0f5d23b20862a8130d8c5f57af8eeb4cfeab0a6cb8cb597c337bad62b61f59
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:25 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter.json
$ curl -O https://freeweights.allternit.com/manifests/laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter.json.minisig
$ minisign -Vm exp-uns-r2egym-16_8x_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-16_8x_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-16_8x_glm_4_7_traces_jupiter.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/exp-uns-r2egym-16_8x_glm_4_7_traces_jupiter

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exp-uns-r2egym-16_8x_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-16_8x_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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