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alt.freeweights.glm / stackexchange-tezos-sandboxes_glm_4_6_traces_together
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.glmSubject:

stackexchange-tezos-sandboxes_glm_4_6_traces_together

Date: 2026-11-15Commit: ec1717cSigned: 2DC28CC7B26A283B ✓

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

0M params16.4GBstackexchange-tezos-sandboxes_glm_4_6_traces_togethersafetensorspermissive
FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together
# manifest sha256 9a03781b393f… · 16.4 GB · 23 files
$ fw verify ./stackexchange-tezos-sandboxes_glm_4_6_traces_together laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together
From sourceHosted (signed)laion/stackexchange-tezos-sandboxes_glm_4_6_traces_togetherLast check: 2026-11-15 04:19 UTC
Run at homeGet help

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Fine-tune of Qwen3-8B.

Works with

Run24Fine-tune29Convert15Evaluate13Scan13Apps58
OverviewModel cardFilesUse itLicenseProvenanceModel 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
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 04:19 UTCpassed

Model card

From the publisher at commit ec1717c. Shown as plain text with links; images open at the publisher.

stackexchange-tezos-sandboxes_glm_4_6_traces_together#

This model is a fine-tuned version of Qwen/Qwen3-8B on the DCAgent/stackexchange-tezos-sandboxes_glm_4.6_traces_together 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 2.9.0+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
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md1.48 KB348b1a09b09bbf62de60aca888cbe9686674f83ba474fd1e3879a50901e5ba65
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json544 Bf3d0d70e6fd77b4cd97fe031ac3035efe50038b01eda63c516335f83f0d30b38
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KB0990b6c9886d3c687f6a36dfb9bc3d82c2b58092a1cf32ca771fb0fb858256c4
generation_config.json188 B7ba4fb1eb8982970a54c98414d98567d29adf420768362345ff908e190a08bdb
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.90 GB5543868c367c89c5540119fecec02e3089cf7bbec9ace9e1499c28e528b2f674
model-00002-of-00004.safetensors4.92 GB4bf6c1dc939aa7d1456e30a22dd197538928a5da86dcbac583ee977afebaad7c
model-00003-of-00004.safetensors4.98 GBa9f550e650a16ee0f02a2b296889fd81ee0636b60aa7d9ab528ecc6c1788acb8
model-00004-of-00004.safetensors1.58 GB11883736a91c02fa51d5ec8668b640a9e33ea8f073da28e462ec1cf7c5237ea1
model.safetensors.index.json32.9 KB9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json540 B341c14327067eea3d417657936138c8f44f33b272f213350c1dc83e968c0747c
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json544 Bf3d0d70e6fd77b4cd97fe031ac3035efe50038b01eda63c516335f83f0d30b38
trainer_log.jsonl172 KBdbaad1b8546e3ae56ac2550f8153060e5df0ae6ad3de7cfabbf689d7e1817f9d
trainer_state.json275 KB22b57b39734579821aaa542e48bb76ebdc0e149c313838e4af1740e0713d4fc6
training_args.bin8.66 KB9b980ec7762731efc05bac0aa6cfc8db18c53c93bdbf1b029a401997cbf79cec
training_loss.png42.2 KB40f47a60f5c94b3fc35d8fb77ba4227472501d86f11fe25bb4f28d6ebad05e2b
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
ec1717c774 pinned now2026-11-15 04:19 UTC23 files · 16.4 GB

Use it

$ fw get laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together
# manifest sha256 9a03781b393f… · 16.4 GB · 23 files
$ fw verify ./stackexchange-tezos-sandboxes_glm_4_6_traces_together laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together.json --dir ./stackexchange-tezos-sandboxes_glm_4_6_traces_together $ python3 fw.py verify ./stackexchange-tezos-sandboxes_glm_4_6_traces_together ./laion__stackexchange-tezos-sandboxes_glm_4_6_traces_together.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together --revision ec1717c7745ad82a06654e74916b7e5659780ec2 --local-dir ./stackexchange-tezos-sandboxes_glm_4_6_traces_together
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/stackexchange-tezos-sandboxes_glm_4_6_traces_together", revision="ec1717c7745ad82a06654e74916b7e5659780ec2") model = AutoModelForCausalLM.from_pretrained("laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together", revision="ec1717c7745ad82a06654e74916b7e5659780ec2", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together --revision ec1717c7745ad82a06654e74916b7e5659780ec2
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
348b1a09b09bbf62de60aca888cbe9686674f83ba474fd1e3879a50901e5ba65
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: stackexchange-tezos-sandboxes_glm_4_6_traces_togetherDate: 2026-11-15Commit: ec1717cSigned: 2DC28CC7B26A283B ✓
Upstream
laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together
Pinned commit
ec1717c7745ad82a06654e74916b7e5659780ec2
Manifest
stackexchange-tezos-sandboxes_glm_4_6_traces_together.json · .minisig
Manifest sha256
9a03781b393f46930d57825ead02bb77ceeba5c1755502c4ccb1d7708e3016ab
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:19 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together.json $ curl -O https://freeweights.allternit.com/manifests/laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together.json.minisig $ minisign -Vm stackexchange-tezos-sandboxes_glm_4_6_traces_together.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/stackexchange-tezos-sandboxes_glm_4_6_traces_together
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. stackexchange-tezos-sandboxes_glm_4_6_traces_together.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/stackexchange-tezos-sandboxes_glm_4_6_traces_together

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