alt.freeweights.glm / exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter

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

exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter

Date: 2026-11-15Commit: 6a214dfSigned: 2DC28CC7B26A283B ✓

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

0M params16.4GBexp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupitersafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter
# manifest sha256 42a5bb9a0854… · 16.4 GB · 23 files
$ fw verify ./exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter

From sourceHosted (signed)laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiterLast 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 6a214df. Shown as plain text with links; images open at the publisher.

exp-syh-r2egym-askllm-hardened_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-syh-r2egym-askllm-hardened_glm_4.7_traces_jupiter/snapshots/625842bb217a7168a4b563bc70dc391100b5f483_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	1.62 KB	49522de79aa0e2c98b0972b8915cf6b19b48f623a1631ab2c4913598814ac040
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	543 B	14a3fbe0109faf7966e68740c2f57250f3fba61a06d6051edb4c43a8b8bdea67
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	3faf1980d72eae24a9e21864d6469d191db6926154ad65146673fcbfa4b98a7c
model-00002-of-00004.safetensors	4.92 GB	b80c13fd8077453c9d14b1c436956956e8a6aadf1cbcc468e89f2a3c2dbe3d03
model-00003-of-00004.safetensors	4.98 GB	67e97be69e33c25a5fde3e5bb42f95090f4dee50eedb09678252e8116a0583c7
model-00004-of-00004.safetensors	1.58 GB	172e54d4c0b1bf20d3967441f9bdf0f449eda94f07b1babc33727265823b4e57
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	743 B	4d1c71fba834ba9b61ea04cde3841efe4f90546be23fc7d6a3eba64c7c0e4799
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	14a3fbe0109faf7966e68740c2f57250f3fba61a06d6051edb4c43a8b8bdea67
trainer_log.jsonl	169 KB	f47f9c20833c788b61ced0853faae76e03dcd08b622b2b3e1aea267eed555225
trainer_state.json	271 KB	a9ecc7621604b25bd7a2816de4f55eb68f5bbd860932647017e65a724a05e680
training_args.bin	8.72 KB	e0cdca66ca4fb0f1ceadab1ec7500629a6ad4dedfafbb2d9c5b044ead00aa58c
training_loss.png	44.1 KB	6852fb0b886511b9bc1865fbed51aa10b1422179669fefc42d15aa3b8ed3a46d
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
6a214dfdfb pinned now	2026-11-15 04:21 UTC	23 files · 16.4 GB

Use it

$ fw get laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter
# manifest sha256 42a5bb9a0854… · 16.4 GB · 23 files
$ fw verify ./exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter laion/exp-syh-r2egym-askllm-hardened_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-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter.json --dir ./exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter
$ python3 fw.py verify ./exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter ./laion__exp-syh-r2egym-askllm-hardened_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-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter --revision 6a214dfdfba9c2c6533f8e81bcb82c6c87b359af --local-dir ./exp-syh-r2egym-askllm-hardened_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-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter", revision="6a214dfdfba9c2c6533f8e81bcb82c6c87b359af")
model = AutoModelForCausalLM.from_pretrained("laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter", revision="6a214dfdfba9c2c6533f8e81bcb82c6c87b359af", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter --revision 6a214dfdfba9c2c6533f8e81bcb82c6c87b359af

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: 49522de79aa0e2c98b0972b8915cf6b19b48f623a1631ab2c4913598814ac040
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-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiterDate: 2026-11-15Commit: 6a214dfSigned: 2DC28CC7B26A283B ✓

Upstream: laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter
Pinned commit: 6a214dfdfba9c2c6533f8e81bcb82c6c87b359af
Manifest: exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter.json · .minisig
Manifest sha256: 42a5bb9a0854df26d9d45d9e5188dc6112ab140e61608e6cb8099af189350e7a
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/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter.json
$ curl -O https://freeweights.allternit.com/manifests/laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter.json.minisig
$ minisign -Vm exp-syh-r2egym-askllm-hardened_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-syh-r2egym-askllm-hardened_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-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/exp-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter

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-syh-r2egym-askllm-hardened_glm_4_7_traces_jupiter

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

exp-syh-r2egym-askllm-hardened_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

Related models