alt.freeweights.glm / glm46-swesmith-maxeps-131k-fixthink

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

glm46-swesmith-maxeps-131k-fixthink

Date: 2026-11-15Commit: b348638Signed: 2DC28CC7B26A283B ✓

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

0M params16.4GBglm46-swesmith-maxeps-131k-fixthinksafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/glm46-swesmith-maxeps-131k-fixthink
# manifest sha256 c0d0f8294575… · 16.4 GB · 23 files
$ fw verify ./glm46-swesmith-maxeps-131k-fixthink laion/glm46-swesmith-maxeps-131k-fixthink

From sourceHosted (signed)laion/glm46-swesmith-maxeps-131k-fixthinkLast check: 2026-11-15 04:30 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

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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 04:30 UTC	passed

Model card

From the publisher at commit b348638. Shown as plain text with links; images open at the publisher.

glm46-swesmith-maxeps-131k-fixthink#

This model is a fine-tuned version of Qwen/Qwen3-8B on the /data/cat/ws/befe330h-befe330h-otagent/huggingface/hub/datasets--penfever--glm46-swesmith-maxeps-131k/snapshots/4d4c2d4a9d21f73870ed31c7bc6028035b3b6ca7_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	1.56 KB	5c9505a05f892e378d267060a11d822fb4ae229f3792e636127bffc40492ee39
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	541 B	cef61b705639e59d35d9dc597c9e860183ce0a8257ac06c4d8a4e90043f48f21
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	d78554cd6a8387184f7acd4648eeefc7ef13576f39c50ca9b11d1b0c097333b1
model-00002-of-00004.safetensors	4.92 GB	6d99bb411de10393a99af38d0e7027f0836fe42ff2b1e04f341b908378573874
model-00003-of-00004.safetensors	4.98 GB	d5561d90f3dce480734f13b6ea18c0b75b21a1c945ce511e47cafa1b4353fea2
model-00004-of-00004.safetensors	1.58 GB	2b65fa64ecee457f78b29d0b1766fa9af6afb6b56b7aa2f46faffd357c812278
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	672 B	b986ed4f325c9c238c1e801c74136e22856d7cfb528b5fe4f566a1cecfceb626
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	541 B	cef61b705639e59d35d9dc597c9e860183ce0a8257ac06c4d8a4e90043f48f21
trainer_log.jsonl	131 KB	526ac1419b1afa7d89073f0f63b816affd245dc1c3f262b76d93589775f21843
trainer_state.json	210 KB	4bc49863521bc447f4e284a25d5f6413c3a4bafb575678746fdb25d369971319
training_args.bin	8.59 KB	bb612f056b634ae0e64fff52f03872fbf16575f18da6d9ffc056ab97ac256cd0
training_loss.png	38.7 KB	c7a8fc8a2d0e94ee61a988f4ff968a09fcce05f42e668a52f2d6afedc33f5c9c
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
b348638da7 pinned now	2026-11-15 04:30 UTC	23 files · 16.4 GB

Use it

$ fw get laion/glm46-swesmith-maxeps-131k-fixthink
# manifest sha256 c0d0f8294575… · 16.4 GB · 23 files
$ fw verify ./glm46-swesmith-maxeps-131k-fixthink laion/glm46-swesmith-maxeps-131k-fixthink

fw.pyChecks the signature and every sha256, tries each source in order, resumes.

$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/glm46-swesmith-maxeps-131k-fixthink.json --dir ./glm46-swesmith-maxeps-131k-fixthink
$ python3 fw.py verify ./glm46-swesmith-maxeps-131k-fixthink ./laion__glm46-swesmith-maxeps-131k-fixthink.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/glm46-swesmith-maxeps-131k-fixthink --revision b348638da7159b058314f3860a92ca041e82d976 --local-dir ./glm46-swesmith-maxeps-131k-fixthink

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/glm46-swesmith-maxeps-131k-fixthink", revision="b348638da7159b058314f3860a92ca041e82d976")
model = AutoModelForCausalLM.from_pretrained("laion/glm46-swesmith-maxeps-131k-fixthink", revision="b348638da7159b058314f3860a92ca041e82d976", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/glm46-swesmith-maxeps-131k-fixthink --revision b348638da7159b058314f3860a92ca041e82d976

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: 5c9505a05f892e378d267060a11d822fb4ae229f3792e636127bffc40492ee39
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: glm46-swesmith-maxeps-131k-fixthinkDate: 2026-11-15Commit: b348638Signed: 2DC28CC7B26A283B ✓

Upstream: laion/glm46-swesmith-maxeps-131k-fixthink
Pinned commit: b348638da7159b058314f3860a92ca041e82d976
Manifest: glm46-swesmith-maxeps-131k-fixthink.json · .minisig
Manifest sha256: c0d0f8294575baf305eac03a2b08be6f9dddf130449276678645590de30bb022
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:30 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/glm46-swesmith-maxeps-131k-fixthink.json
$ curl -O https://freeweights.allternit.com/manifests/laion/glm46-swesmith-maxeps-131k-fixthink.json.minisig
$ minisign -Vm glm46-swesmith-maxeps-131k-fixthink.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/glm46-swesmith-maxeps-131k-fixthink

Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest

minisign, key 2DC28CC7B26A283B. glm46-swesmith-maxeps-131k-fixthink.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/glm46-swesmith-maxeps-131k-fixthink

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glm46-swesmith-maxeps-131k-fixthink

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Works with

Overview

Model card

glm46-swesmith-maxeps-131k-fixthink#

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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