alt.freeweights.glm / exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter

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

exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter

Date: 2026-11-15Commit: 5be27c7Signed: 2DC28CC7B26A283B ✓

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

0M params16.4GBexp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupitersafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter
# manifest sha256 6eebe9cf386c… · 16.4 GB · 23 files
$ fw verify ./exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter

From sourceHosted (signed)laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiterLast check: 2026-11-15 04:29 UTC

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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

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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 04:29 UTC	passed

Model card

From the publisher at commit 5be27c7. Shown as plain text with links; images open at the publisher.

exp-gfi-staqc-askllm-filtered-10K_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-gfi-staqc-askllm-filtered-10K_glm_4.7_traces_jupiter/snapshots/beea9d21bd712edd29ed2d131911ede13bfc6466_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	1.63 KB	95af452ebb35e7afdd43760dd5bb15bc7208b864036e0f2affea2d2afdf6b9f4
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	543 B	a38c4dc206aa66cb72a1e2ea7a4ecaad4525fb41ec6131b43711060e9af6c4a2
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	2f6c258bcb8fe8030fbd7cb1d24e4c3c6adaf3ad700fabdc5c7284d0dae3cf1d
model-00002-of-00004.safetensors	4.92 GB	cac3a40af63f0ee8a49183238d11a02dd541009ad70aab8983d3c2c78d6c22ea
model-00003-of-00004.safetensors	4.98 GB	e0cf63fc506e71861b223c75908b4c323df0d8424a5c49d44b0a66dc2699de3e
model-00004-of-00004.safetensors	1.58 GB	47da7f151e9d1f609bb477edf1fc24ae24852d6cdeb4ea2e29b82959f6b244a5
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	752 B	2218d43b5d2dafa192c0b001268344e42f8898831b16d06b5f173622564eb661
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	a38c4dc206aa66cb72a1e2ea7a4ecaad4525fb41ec6131b43711060e9af6c4a2
trainer_log.jsonl	169 KB	582b5fde53f90c434c372643d7f758bad18adf79ad4b6997f8ec3a23ae7828f9
trainer_state.json	271 KB	8a2766ba9c65e00d85c2a2dce6ebe71ec3c24f48163444360139ef040e05ba10
training_args.bin	8.72 KB	cb51cc653efca9208fce5b65f18926c0a46baddb1f3bdefbc1db5fef9aca7321
training_loss.png	46.4 KB	b04fc750b8e0be0008ec745af1a6a1765400b64f9df6a724ae6980c0891bd4a3
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
5be27c7379 pinned now	2026-11-15 04:29 UTC	23 files · 16.4 GB

Use it

$ fw get laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter
# manifest sha256 6eebe9cf386c… · 16.4 GB · 23 files
$ fw verify ./exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter laion/exp-gfi-staqc-askllm-filtered-10K_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-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter.json --dir ./exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter
$ python3 fw.py verify ./exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter ./laion__exp-gfi-staqc-askllm-filtered-10K_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-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter --revision 5be27c73793e11faae009e94afbcf856f4066c59 --local-dir ./exp-gfi-staqc-askllm-filtered-10K_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-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter", revision="5be27c73793e11faae009e94afbcf856f4066c59")
model = AutoModelForCausalLM.from_pretrained("laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter", revision="5be27c73793e11faae009e94afbcf856f4066c59", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter --revision 5be27c73793e11faae009e94afbcf856f4066c59

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: 95af452ebb35e7afdd43760dd5bb15bc7208b864036e0f2affea2d2afdf6b9f4
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-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiterDate: 2026-11-15Commit: 5be27c7Signed: 2DC28CC7B26A283B ✓

Upstream: laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter
Pinned commit: 5be27c73793e11faae009e94afbcf856f4066c59
Manifest: exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter.json · .minisig
Manifest sha256: 6eebe9cf386c277e88308b303db43df8c7a821403383347c40a9b4f0836f2354
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-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter.json
$ curl -O https://freeweights.allternit.com/manifests/laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter.json.minisig
$ minisign -Vm exp-gfi-staqc-askllm-filtered-10K_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-gfi-staqc-askllm-filtered-10K_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-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter

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exp-gfi-staqc-askllm-filtered-10K_glm_4_7_traces_jupiter

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

exp-gfi-staqc-askllm-filtered-10K_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