alt.freeweights.glm / exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter

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

exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter

Date: 2026-11-15Commit: 9112885Signed: 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-constrained_glm_4_7_traces_jupitersafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter
# manifest sha256 6445f707ac62… · 16.4 GB · 23 files
$ fw verify ./exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter

From sourceHosted (signed)laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiterLast check: 2026-11-15 04:26 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

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Autoevals

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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 9112885. Shown as plain text with links; images open at the publisher.

exp-syh-tezos-askllm-constrained_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-constrained_glm_4.7_traces_jupiter/snapshots/98e9e0eba10de190e646bcf3ae1c8c868eced631_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	3e3a62576bc223391dfbb6a5450dfca725f9ba95b4b3538af9a3555b49e03a62
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	539 B	db379cc46b3db10411ab98b28f67a49edab5f64bd1a891fba71792f33f874a7d
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	326b42fa36a27d4a9595e6c3fe76c1691481d7bbd7221e18272126ec1662e042
model-00002-of-00004.safetensors	4.92 GB	81f40ed48021ae8a877c37224d1cfee73685846a97254df8de71db1dbd4f4260
model-00003-of-00004.safetensors	4.98 GB	710a2ce072588933d0d2c0b77795291f0b38001cd07d1e473d89dc85be9438a7
model-00004-of-00004.safetensors	1.58 GB	366fcdb134ff1c3fbd668f739249e406412c219d918d1e0ddbb45bf613833c3b
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	749 B	c5f014b0960b522f95c0a31afbc8f3c8c28c169008e1efd5c21a04acc0eef3b3
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	539 B	db379cc46b3db10411ab98b28f67a49edab5f64bd1a891fba71792f33f874a7d
trainer_log.jsonl	146 KB	6023c69b80398daa6740b2febd7f7367c220b604363d6520ad297c7f4a6101ea
trainer_state.json	234 KB	34132fa7df91da5ee3f1b62c9abf3b190a4be85c5892cfe004197b68ed7ea440
training_args.bin	8.72 KB	37695864efa2dc3132a9cb735dfa21a984669f1fec770b5843bd91076d9f59d7
training_loss.png	46.0 KB	4257428fedf371a7ea98ffc8bc6a86868b703e4273622bf6a816f252ab0ef375
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
9112885cfb pinned now	2026-11-15 04:26 UTC	23 files · 16.4 GB

Use it

$ fw get laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter
# manifest sha256 6445f707ac62… · 16.4 GB · 23 files
$ fw verify ./exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter laion/exp-syh-tezos-askllm-constrained_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-constrained_glm_4_7_traces_jupiter.json --dir ./exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter
$ python3 fw.py verify ./exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter ./laion__exp-syh-tezos-askllm-constrained_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-constrained_glm_4_7_traces_jupiter --revision 9112885cfbde33577623d181d680b3e19af5b838 --local-dir ./exp-syh-tezos-askllm-constrained_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-constrained_glm_4_7_traces_jupiter", revision="9112885cfbde33577623d181d680b3e19af5b838")
model = AutoModelForCausalLM.from_pretrained("laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter", revision="9112885cfbde33577623d181d680b3e19af5b838", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter --revision 9112885cfbde33577623d181d680b3e19af5b838

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: 3e3a62576bc223391dfbb6a5450dfca725f9ba95b4b3538af9a3555b49e03a62
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-constrained_glm_4_7_traces_jupiterDate: 2026-11-15Commit: 9112885Signed: 2DC28CC7B26A283B ✓

Upstream: laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter
Pinned commit: 9112885cfbde33577623d181d680b3e19af5b838
Manifest: exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter.json · .minisig
Manifest sha256: 6445f707ac62f42aebadd0ba53f823368169ee21921fa60f3bf3819c794080f3
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-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter.json
$ curl -O https://freeweights.allternit.com/manifests/laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter.json.minisig
$ minisign -Vm exp-syh-tezos-askllm-constrained_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-constrained_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-constrained_glm_4_7_traces_jupiter.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter

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exp-syh-tezos-askllm-constrained_glm_4_7_traces_jupiter

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Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

exp-syh-tezos-askllm-constrained_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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