alt.freeweights.glm / glm46-code-feedback-maxeps-131k

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

glm46-code-feedback-maxeps-131k

Date: 2026-11-15Commit: 1e2655cSigned: 2DC28CC7B26A283B ✓

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

0M params16.4GBglm46-code-feedback-maxeps-131ksafetensorspermissive

FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/glm46-code-feedback-maxeps-131k
# manifest sha256 e83bbbb76a03… · 16.4 GB · 23 files
$ fw verify ./glm46-code-feedback-maxeps-131k laion/glm46-code-feedback-maxeps-131k

From sourceHosted (signed)laion/glm46-code-feedback-maxeps-131kLast check: 2026-11-15 04:25 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 04:25 UTC	passed

Model card

From the publisher at commit 1e2655c. Shown as plain text with links; images open at the publisher.

glm46-code-feedback-maxeps-131k#

This model is a fine-tuned version of Qwen/Qwen3-8B on the open-athena/glm46-code-feedback-maxeps-131k 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 4.56.1
Pytorch 2.9.1+cu128
Datasets 4.4.1
Tokenizers 0.22.1

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	1.42 KB	429c97c202e76e00dc76637ad6d8aac9713a85792e8f1a4a225028b1ac74c104
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json	547 B	208cb6808c52e4c7edbb9a4f96b8de3226641537264b0ddb6855a6f9c8f86a3d
chat_template.jinja	4.17 KB	a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json	1.54 KB	0990b6c9886d3c687f6a36dfb9bc3d82c2b58092a1cf32ca771fb0fb858256c4
generation_config.json	188 B	7ba4fb1eb8982970a54c98414d98567d29adf420768362345ff908e190a08bdb
merges.txt	1.67 MB	8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors	4.90 GB	c11aaaf76d36d9b96270379017c1df77f8ab1aad0d0830c505d67fcac5e19a18
model-00002-of-00004.safetensors	4.92 GB	a4d6b19183f64f436794a1331544f68a8d56d67d2952d818662d6b8e2ee06d97
model-00003-of-00004.safetensors	4.98 GB	eb7e0d18c6a0240a05e339b3cd6575a098ea13f69e85de2e826f909e8b3861b2
model-00004-of-00004.safetensors	1.58 GB	48841b841a88747011156553de5db4cb4c29c6f802f60f111628ca0928f899e4
model.safetensors.index.json	32.9 KB	9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json	475 B	e2f5301877697b4b7fefb5a8dfd302e5d27e33ebd610f1e1a5bb8eb284c34fcf
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json	547 B	208cb6808c52e4c7edbb9a4f96b8de3226641537264b0ddb6855a6f9c8f86a3d
trainer_log.jsonl	173 KB	65f51294ba0d353ecdf7b308e6e57c777517ae20b27e97b9c5751dab6da92785
trainer_state.json	271 KB	b947677c3469b87a05137472a5317d0cc2cfe9d1452c8b0b6f04406c5be6504b
training_args.bin	8.59 KB	bd1ad200caa75b3ce75d3d9c06c0442b3752cc2c0c53fb3f27c54961ac3fae3e
training_loss.png	43.2 KB	309bc895beb4889116323caf56fdeb6bba2162813e8e1aea0c5fa10f7d8cdded
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
1e2655cf2c pinned now	2026-11-15 04:25 UTC	23 files · 16.4 GB

Use it

$ fw get laion/glm46-code-feedback-maxeps-131k
# manifest sha256 e83bbbb76a03… · 16.4 GB · 23 files
$ fw verify ./glm46-code-feedback-maxeps-131k laion/glm46-code-feedback-maxeps-131k

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

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

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/glm46-code-feedback-maxeps-131k --revision 1e2655cf2cfcb852da5c0fd40dc89cf0d82bb648 --local-dir ./glm46-code-feedback-maxeps-131k

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-code-feedback-maxeps-131k", revision="1e2655cf2cfcb852da5c0fd40dc89cf0d82bb648")
model = AutoModelForCausalLM.from_pretrained("laion/glm46-code-feedback-maxeps-131k", revision="1e2655cf2cfcb852da5c0fd40dc89cf0d82bb648", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/glm46-code-feedback-maxeps-131k --revision 1e2655cf2cfcb852da5c0fd40dc89cf0d82bb648

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: 429c97c202e76e00dc76637ad6d8aac9713a85792e8f1a4a225028b1ac74c104
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-code-feedback-maxeps-131kDate: 2026-11-15Commit: 1e2655cSigned: 2DC28CC7B26A283B ✓

Upstream: laion/glm46-code-feedback-maxeps-131k
Pinned commit: 1e2655cf2cfcb852da5c0fd40dc89cf0d82bb648
Manifest: glm46-code-feedback-maxeps-131k.json · .minisig
Manifest sha256: e83bbbb76a03d4a938b35270af0cf7661fcac015272b79dd809669a7a60b4766
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/glm46-code-feedback-maxeps-131k.json
$ curl -O https://freeweights.allternit.com/manifests/laion/glm46-code-feedback-maxeps-131k.json.minisig
$ minisign -Vm glm46-code-feedback-maxeps-131k.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-code-feedback-maxeps-131k

Open in Freeweights Studio

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

Signed manifest

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

Source

huggingface.co/laion/glm46-code-feedback-maxeps-131k

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glm46-code-feedback-maxeps-131k

Works with

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Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

glm46-code-feedback-maxeps-131k#

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