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alt.freeweights.text / tt-x1_lr-lr8e6-60-30B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

tt-x1_lr-lr8e6-60-30B

Date: 2026-11-15Commit: 60ae253Signed: 2DC28CC7B26A283B ✓

Text generation model with 30.5B parameters. Safetensors weights, 61.1 GB in all. Published by laion under Apache-2.0.

30.5B params61.1GBtt-x1_lr-lr8e6-60-30Bsafetensorspermissive
FactsParams30.5BSize61.1 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/tt-x1_lr-lr8e6-60-30B
# manifest sha256 b7e7473b2f52… · 61.1 GB · 16 files
$ fw verify ./tt-x1_lr-lr8e6-60-30B laion/tt-x1_lr-lr8e6-60-30B
From sourceHosted (signed)laion/tt-x1_lr-lr8e6-60-30BLast check: 2026-11-15 04:16 UTC
Run at homeGet help

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

Fine-tune of Qwen3-Coder-30B-A3B-Instruct.

Works with

Run24Fine-tune29Convert15Evaluate13Scan13Apps58
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
61.1 GB
Weights
61.1 GB (safetensors)
Parameters
30.5B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
16, each with a sha256
Publisher
laion
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

Base model: Qwen/Qwen3-Coder-30B-A3B-Instruct

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 04:16 UTCpassed

Model card

From the publisher at commit 60ae253. Shown as plain text with links; images open at the publisher.

tt-x1_lr-lr8e6 -- step 60 (X1 learning rate 8e-6)#

GRPO checkpoint from the TaskTrove X1 (learning rate) sweep. Base model Qwen/Qwen3-Coder-30B-A3B-Instruct, trained on DCAgent/exp_rpt_multifile with SkyRL + Terminus-2; campaign verifier is pass_ratio shaping.

Checkpoint selection#

global_step_60 was selected by the trailing-5 reward EMA (alpha = 1/3) over the full restart chain -- the highest-EMA aligned checkpoint (EMA 0.1894; step reward 0.1973; pass@8 0.3125; entropy 0.2878), per parse_skyrl_metrics.py --run_dir --save_every 5.

Run status -- terminated mid-horizon (elevated entropy)#

Terminated by the owner at step 71/80. Policy entropy climbed ~3.2x (0.11 -> 0.36) -- elevated and rising (entropy stop rule fires at 10x). Step 60 is the best saved checkpoint. Not a horizon result.

See training_logs/ for metrics.csv, report.md, reward_plot.png, rl_config.json, and the gzipped .out chain.

Training Traces#

open-athena/tt-x1_lr-lr8e6 -- 1/4 systematic subsample (every 4th trial, uniform coverage of steps 1-71; 22,169 rows). The full ~96k-trial set was GPFS-read-bound (~9h on the login node); subsample is a documented deviation for this terminated (71/80) arm.

Files

16 files · 61.1 GBWeights 61.1 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 16 files with their sha256
FileSizesha256
.gitattributes1.64 KBde80bb6edf1a833ee29462d6cd72903a73880454d897febf28a9959c3c4c42a8
README.md1.47 KBbca46becfc9e6b44e91d27b5e689e56e9a597d5723328b8a306fa2740d7deaa4
chat_template.jinja6.21 KB5a38bfa05833266240066aedc497decc9b00cc0d3e3b8cceea98cf530196ab06
config.json1.02 KBe8b91d3d30aae0cc141cb2412d434445f8b19dae5a77d01bb332d744d4d72005
generation_config.json217 B2cb42f3bbca69b7dbf925354f69a3a8c5ef2184f33f8c2cd744d24aaa8e6ca69
model-00001-of-00002.safetensors50.0 GB2504f012dfa06f3158f729043d93a29bf0a042656a6ac48c0a95840cce10ace7
model-00002-of-00002.safetensors11.1 GB654daf31df1fbb8c6c511dc756283084fa4ffb030aa3b263f39f7a438e357743
model.safetensors.index.json1.70 MB8056f5e61a77bcc39322368320783ace12dfd0877cf642821620e33341d5d25e
tokenizer.json11.4 MBbe75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
tokenizer_config.json693 B45d3581eb7a1eba4265c25dab7825032d4945f8829fec21deeee33cb1f359881
training_logs/metrics.csv112 KBec42d72561b45251a42090a921e6ac8628501a9bdba7141a2a0904cf0c835f25
training_logs/report.md32.4 KB069239ccb950126612f41ef10ee2114900e50a2bdd888c8f633116532bfc4722
training_logs/reward_plot.png524 KBc6e522c734a8ad9e8c71a5d393686c2045aca3f4b0aa13b3f7a2a2f63d7845c8
training_logs/rl_config.json9.19 KB50bd240456f7e426285daa0e173557369f8c38af206764f3a5b2e4ed4938b452
training_logs/tt-x1_lr-lr8e6_out_logs.tar.gz4.96 MB3ac3eaed5dba1c444f49426f7370085474de2e655aeecaf57614185420ca6a43
training_logs/vllm_metrics.csv8.31 MB3522410ad47a2eeff3b5c6fd001563f9a8de90b6d270163f940c97c7c174236f
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
60ae253d9f pinned now2026-11-15 04:16 UTC16 files · 61.1 GB

Use it

$ fw get laion/tt-x1_lr-lr8e6-60-30B
# manifest sha256 b7e7473b2f52… · 61.1 GB · 16 files
$ fw verify ./tt-x1_lr-lr8e6-60-30B laion/tt-x1_lr-lr8e6-60-30B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/tt-x1_lr-lr8e6-60-30B.json --dir ./tt-x1_lr-lr8e6-60-30B $ python3 fw.py verify ./tt-x1_lr-lr8e6-60-30B ./laion__tt-x1_lr-lr8e6-60-30B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/tt-x1_lr-lr8e6-60-30B --revision 60ae253d9fa21e8e9baf780d7d532845305e7438 --local-dir ./tt-x1_lr-lr8e6-60-30B
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/tt-x1_lr-lr8e6-60-30B", revision="60ae253d9fa21e8e9baf780d7d532845305e7438") model = AutoModelForCausalLM.from_pretrained("laion/tt-x1_lr-lr8e6-60-30B", revision="60ae253d9fa21e8e9baf780d7d532845305e7438", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/tt-x1_lr-lr8e6-60-30B --revision 60ae253d9fa21e8e9baf780d7d532845305e7438
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
bca46becfc9e6b44e91d27b5e689e56e9a597d5723328b8a306fa2740d7deaa4
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: tt-x1_lr-lr8e6-60-30BDate: 2026-11-15Commit: 60ae253Signed: 2DC28CC7B26A283B ✓
Upstream
laion/tt-x1_lr-lr8e6-60-30B
Pinned commit
60ae253d9fa21e8e9baf780d7d532845305e7438
Manifest
tt-x1_lr-lr8e6-60-30B.json · .minisig
Manifest sha256
b7e7473b2f52c6b199dbd56c51825d986034582d74a12609707bbf2dfa7cfdb7
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:16 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/tt-x1_lr-lr8e6-60-30B.json $ curl -O https://freeweights.allternit.com/manifests/laion/tt-x1_lr-lr8e6-60-30B.json.minisig $ minisign -Vm tt-x1_lr-lr8e6-60-30B.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-Coder-30B-A3B-Instruct · 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/tt-x1_lr-lr8e6-60-30B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. tt-x1_lr-lr8e6-60-30B.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/tt-x1_lr-lr8e6-60-30B

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