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alt.freeweights.text / exp_tas_top_k_16_traces
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

exp_tas_top_k_16_traces

Date: 2026-11-15Commit: a8a11faSigned: 2DC28CC7B26A283B ✓

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

0M params16.4GBexp_tas_top_k_16_tracessafetensorspermissive
FactsParams0MSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/exp_tas_top_k_16_traces
# manifest sha256 72b72c47b5b1… · 16.4 GB · 23 files
$ fw verify ./exp_tas_top_k_16_traces laion/exp_tas_top_k_16_traces
From sourceHosted (signed)laion/exp_tas_top_k_16_tracesLast check: 2026-11-15 04:29 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.text
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 04:29 UTCpassed

Model card

From the publisher at commit a8a11fa. Shown as plain text with links; images open at the publisher.

exp_tas_top_k_16_traces#

This model is a fine-tuned version of Qwen/Qwen3-8B on the DCAgent/exp_tas_top_k_16_traces 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 4.57.3
  • 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.md1.39 KB788843dc1b7a51f5db2ca3cec7f83b7a14c5b5aed0e7ceadd7242b36ed01bb55
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
all_results.json540 B9479f55e8b9757fb41d140c64b81c60e0c76c45ec81cb9d5cee50ebbf3ab5cc9
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KBba0034e547c55d23e895919cd5ae10d05eefdda9562463b2c4a4c0fbeb32d698
generation_config.json188 Bd62d5449628acccf95dca468b1ff99002b3d0d428dfcdbe132f1be35a815a97b
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.90 GBa0eedd7f78da9bbfee4d007bebb9de4e9bdb640eeae9d11eab990166ee46d09f
model-00002-of-00004.safetensors4.92 GBb15e3c91bda22f79307d55da075e76322c98d7df3a76a6a46be385001a00c2d0
model-00003-of-00004.safetensors4.98 GBd069e7298d371fa166f66c481c8bca60862bc6004a78c0cd1c33f5c8e7e44942
model-00004-of-00004.safetensors1.58 GB1895575a7568554d1c2181dba92d9596fcd1c5374f6f39691adbcc07ce4aa143
model.safetensors.index.json32.9 KB9befa4b90440360a9eea244d7c3ab235d0df1e536929078af008d1895522ec7e
run_summary.json450 B63b8593916811dcc17e301c9ed966c85530d2cd042e74f688be28492f7f399d2
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB776e3ac0537ac47639ddbfd840314938cfb7188be09f7436ed6704efb338ac77
train_results.json540 B9479f55e8b9757fb41d140c64b81c60e0c76c45ec81cb9d5cee50ebbf3ab5cc9
trainer_log.jsonl173 KBfdc18d3a9d920f42b644beeb560d652fbb86502a1a2654b60ba4baca34ebadc9
trainer_state.json277 KB686f121c3cf2d2a62a32ab987c591b05804e1f939139ef3495c79bfb8e8a6dd4
training_args.bin8.59 KBbc7ad64f1ab2405e142e7f757dcfb9f46c8e8b9de4119ce67a0ab7eac7d91985
training_loss.png47.1 KB8688f053fbffa8c5e6aa08e650b8d10448ebb6e3eb2404db52ada84926729e15
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
a8a11faba0 pinned now2026-11-15 04:29 UTC23 files · 16.4 GB

Use it

$ fw get laion/exp_tas_top_k_16_traces
# manifest sha256 72b72c47b5b1… · 16.4 GB · 23 files
$ fw verify ./exp_tas_top_k_16_traces laion/exp_tas_top_k_16_traces
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/exp_tas_top_k_16_traces.json --dir ./exp_tas_top_k_16_traces $ python3 fw.py verify ./exp_tas_top_k_16_traces ./laion__exp_tas_top_k_16_traces.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/exp_tas_top_k_16_traces --revision a8a11faba0e42fd4abf2b5556d32bed3010aa063 --local-dir ./exp_tas_top_k_16_traces
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_tas_top_k_16_traces", revision="a8a11faba0e42fd4abf2b5556d32bed3010aa063") model = AutoModelForCausalLM.from_pretrained("laion/exp_tas_top_k_16_traces", revision="a8a11faba0e42fd4abf2b5556d32bed3010aa063", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/exp_tas_top_k_16_traces --revision a8a11faba0e42fd4abf2b5556d32bed3010aa063
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
788843dc1b7a51f5db2ca3cec7f83b7a14c5b5aed0e7ceadd7242b36ed01bb55
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.textSubject: exp_tas_top_k_16_tracesDate: 2026-11-15Commit: a8a11faSigned: 2DC28CC7B26A283B ✓
Upstream
laion/exp_tas_top_k_16_traces
Pinned commit
a8a11faba0e42fd4abf2b5556d32bed3010aa063
Manifest
exp_tas_top_k_16_traces.json · .minisig
Manifest sha256
72b72c47b5b1b417a5a40e1aa089dba3204805da8cfee56c1e194b56ec8583d3
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_tas_top_k_16_traces.json $ curl -O https://freeweights.allternit.com/manifests/laion/exp_tas_top_k_16_traces.json.minisig $ minisign -Vm exp_tas_top_k_16_traces.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_tas_top_k_16_traces
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. exp_tas_top_k_16_traces.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/exp_tas_top_k_16_traces

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