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

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

exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter

Date: 2026-11-15Commit: be5d5e1Signed: 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-tezos-askllm-hardened_glm_4_7_traces_jupitersafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter
# manifest sha256 926208eb7b24… · 16.4 GB · 23 files
$ fw verify ./exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter laion/exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter

From sourceHosted (signed)laion/exp-syh-tezos-askllm-hardened_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

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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 be5d5e1. Shown as plain text with links; images open at the publisher.

exp-syh-tezos-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-tezos-askllm-hardened_glm_4.7_traces_jupiter/snapshots/94d584160d9fe0207e473b7dba4a4127e9309091_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	1.61 KB	36991f4d9df95381b1c9c4cb5e68cf364796ed76e8087bc37fd9a7c5d2c0b8c5
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	545 B	38d53f8fc5acc3657335eedac9e48bd8806ec8b3a2e7a060552073d03102083a
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	90485ae9b44931f3c9dffb3544ceff1f894243c5c282e953ee152cda27686ea8
model-00002-of-00004.safetensors	4.92 GB	a0e5f8c85a77189013648e7948f184fbad7da439ee135b65449749e362ed788a
model-00003-of-00004.safetensors	4.98 GB	c0398e1167440626301fedb048802a045613789464ec1b7f18f55fff915d6ee7
model-00004-of-00004.safetensors	1.58 GB	69a15c2436e12914955c4961722e101323039bfbc5e7b633953fd2f22cb5dc4e
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	740 B	24dd4fc988b19d80113980c21ef5a1872d9ef86d854e8f02c1c425b1aa7a726d
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	545 B	38d53f8fc5acc3657335eedac9e48bd8806ec8b3a2e7a060552073d03102083a
trainer_log.jsonl	164 KB	6fe1dfdd04252b6d20fef5fefd320269924df5a69ccd11a5915f6a5069a7f6bc
trainer_state.json	264 KB	4f311517e2a0a651bcce015282b0413f4741887722571845efd9b6544524f065
training_args.bin	8.72 KB	667b3bdd9eb7360e3ae31ab12df39f9ff7d425f7f8a5b9bfaedf097384473777
training_loss.png	48.0 KB	fee652519bd1f0a0e9b1a65b84ade29c890fdf9e5e6b9ee0bf18618750f99411
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
be5d5e1a1f pinned now	2026-11-15 04:25 UTC	23 files · 16.4 GB

Use it

$ fw get laion/exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter
# manifest sha256 926208eb7b24… · 16.4 GB · 23 files
$ fw verify ./exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter laion/exp-syh-tezos-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-tezos-askllm-hardened_glm_4_7_traces_jupiter.json --dir ./exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter
$ python3 fw.py verify ./exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter ./laion__exp-syh-tezos-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-tezos-askllm-hardened_glm_4_7_traces_jupiter --revision be5d5e1a1f4beac0b4d96d13c9802d57974993b7 --local-dir ./exp-syh-tezos-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-tezos-askllm-hardened_glm_4_7_traces_jupiter", revision="be5d5e1a1f4beac0b4d96d13c9802d57974993b7")
model = AutoModelForCausalLM.from_pretrained("laion/exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter", revision="be5d5e1a1f4beac0b4d96d13c9802d57974993b7", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter --revision be5d5e1a1f4beac0b4d96d13c9802d57974993b7

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: 36991f4d9df95381b1c9c4cb5e68cf364796ed76e8087bc37fd9a7c5d2c0b8c5
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-tezos-askllm-hardened_glm_4_7_traces_jupiterDate: 2026-11-15Commit: be5d5e1Signed: 2DC28CC7B26A283B ✓

Upstream: laion/exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter
Pinned commit: be5d5e1a1f4beac0b4d96d13c9802d57974993b7
Manifest: exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter.json · .minisig
Manifest sha256: 926208eb7b24f71957e7bb8b5b0db1b8c7b9e9d6f400aeaee45e719b14323993
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-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter.json
$ curl -O https://freeweights.allternit.com/manifests/laion/exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter.json.minisig
$ minisign -Vm exp-syh-tezos-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-tezos-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-tezos-askllm-hardened_glm_4_7_traces_jupiter.json. Provenance. Takedown history: none.

Source

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

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exp-syh-tezos-askllm-hardened_glm_4_7_traces_jupiter

Works with

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Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

exp-syh-tezos-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

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