alt.freeweights.glm / exp-uns-r2egym-2_1x_glm_4_7_traces_locetash

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

exp-uns-r2egym-2_1x_glm_4_7_traces_locetash

Date: 2026-11-15Commit: 24a759fSigned: 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-2_1x_glm_4_7_traces_locetashsafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash
# manifest sha256 e5a5b4cc7c35… · 16.4 GB · 23 files
$ fw verify ./exp-uns-r2egym-2_1x_glm_4_7_traces_locetash laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash

From sourceHosted (signed)laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetashLast check: 2026-11-15 04:29 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 04:29 UTC	passed

Model card

From the publisher at commit 24a759f. Shown as plain text with links; images open at the publisher.

exp-uns-r2egym-2_1x_glm_4_7_traces_locetash#

This model is a fine-tuned version of Qwen/Qwen3-8B on the DCAgent/exp-uns-r2egym-2_1x_glm_4.7_traces_locetash 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	1.45 KB	10a3dbbf8ae493269c565a2f20d4907a7e6fe036e09bfc60fc76203ad29388ee
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	542 B	cd3f71c24a96598104ecd92cf07f4dff048886748717b444b289e4f05da6d7e7
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	217e3dbf32a0e1fcd5324cf288cfc1ab06770da255a40de2e01f1c9489775f15
model-00002-of-00004.safetensors	4.92 GB	44693c94c6ac84e9d5ef5b117fedeb8e75f07a4ef6b27559858d87103f3b93d7
model-00003-of-00004.safetensors	4.98 GB	58e85133a5594ae3ce428293d95e728b8e2d226cef7bf94bd75f8d5dc82a7277
model-00004-of-00004.safetensors	1.58 GB	2f6c83ab5e781443864324bc03000c72b7015d866c8bb5cccff774825db5826d
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	555 B	e58cdb6081b6d7eab730d21da451298e028d7fd8d8157e5ae967f018a41d026d
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	542 B	cd3f71c24a96598104ecd92cf07f4dff048886748717b444b289e4f05da6d7e7
trainer_log.jsonl	147 KB	15aed1cc771c079188b2377fe316449266e4a2fdb2a0369e7479e32bbb6c3cda
trainer_state.json	236 KB	4c8103ae5a427228b22f36f05452d92fca81db3d140a701f0795961b9224d6f0
training_args.bin	8.66 KB	9744e7f3e7ac5f6fc73e9e213553afaadb4e609c24609bb7147b85a20bc89198
training_loss.png	41.1 KB	edc264a863dc25f7919b608646f487af780589e2f3b03ab6e5551febd5228377
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
24a759f1d6 pinned now	2026-11-15 04:29 UTC	23 files · 16.4 GB

Use it

$ fw get laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash
# manifest sha256 e5a5b4cc7c35… · 16.4 GB · 23 files
$ fw verify ./exp-uns-r2egym-2_1x_glm_4_7_traces_locetash laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash

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-2_1x_glm_4_7_traces_locetash.json --dir ./exp-uns-r2egym-2_1x_glm_4_7_traces_locetash
$ python3 fw.py verify ./exp-uns-r2egym-2_1x_glm_4_7_traces_locetash ./laion__exp-uns-r2egym-2_1x_glm_4_7_traces_locetash.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash --revision 24a759f1d6e6b440177063ad6b8ecc7b9cbc9e5a --local-dir ./exp-uns-r2egym-2_1x_glm_4_7_traces_locetash

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-2_1x_glm_4_7_traces_locetash", revision="24a759f1d6e6b440177063ad6b8ecc7b9cbc9e5a")
model = AutoModelForCausalLM.from_pretrained("laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash", revision="24a759f1d6e6b440177063ad6b8ecc7b9cbc9e5a", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash --revision 24a759f1d6e6b440177063ad6b8ecc7b9cbc9e5a

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: 10a3dbbf8ae493269c565a2f20d4907a7e6fe036e09bfc60fc76203ad29388ee
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-2_1x_glm_4_7_traces_locetashDate: 2026-11-15Commit: 24a759fSigned: 2DC28CC7B26A283B ✓

Upstream: laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash
Pinned commit: 24a759f1d6e6b440177063ad6b8ecc7b9cbc9e5a
Manifest: exp-uns-r2egym-2_1x_glm_4_7_traces_locetash.json · .minisig
Manifest sha256: e5a5b4cc7c35d23c7ef9374a6f9dbcbe739e2e11514924f187e98ba460879a3c
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/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash.json
$ curl -O https://freeweights.allternit.com/manifests/laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash.json.minisig
$ minisign -Vm exp-uns-r2egym-2_1x_glm_4_7_traces_locetash.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-2_1x_glm_4_7_traces_locetash

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-2_1x_glm_4_7_traces_locetash.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/exp-uns-r2egym-2_1x_glm_4_7_traces_locetash

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

exp-uns-r2egym-2_1x_glm_4_7_traces_locetash

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

exp-uns-r2egym-2_1x_glm_4_7_traces_locetash#

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