alt.freeweights.text / tt-x10-fsdp2-fa2-117-30B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

tt-x10-fsdp2-fa2-117-30B

Date: 2026-11-15Commit: 955c0f8Signed: 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-x10-fsdp2-fa2-117-30Bsafetensorspermissive
FactsParams30.5BSize61.1 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/tt-x10-fsdp2-fa2-117-30B
# manifest sha256 4c80fc876e73… · 61.1 GB · 14 files
$ fw verify ./tt-x10-fsdp2-fa2-117-30B laion/tt-x10-fsdp2-fa2-117-30B
From sourceHosted (signed)laion/tt-x10-fsdp2-fa2-117-30BLast check: 2026-11-15 04:15 UTC

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

Overview

Size
61.1 GB
Weights
61.1 GB (safetensors)
Parameters
30.5B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
14, 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 04:15 UTCpassed

Model card

From the publisher at commit 955c0f8. Shown as plain text with links; images open at the publisher.

tt-x10-fsdp2-fa2 — step 117 (X10b training backend: FSDP2 vs Megatron)#

GRPO checkpoint from the TaskTrove X10b backend experiment, trained on Iris / CoreWeave (cw-rno2a, 4x8 H100). Base model Qwen/Qwen3-Coder-30B-A3B-Instruct, trained on DCAgent/exp_rpt_multifile with SkyRL + Terminus-2. Single variable vs the X8 longclip base: trainer.strategy=fsdp2 (+ flash-attention-2, async). Campaign verifier is pass_ratio shaping.

Checkpoint selection#

global_step_117 was selected by the trailing-5 reward EMA (alpha = 1/3) over the stitched 6-generation curve (steps 1-131, no gaps) — the highest-EMA checkpoint (EMA 0.2535; step reward 0.2793; pass@8 0.3906; entropy 0.0215), inside the reward plateau. Export performed on-Iris from the sharded FSDP checkpoint bank via the checkpoint-export job (hf_upload_mode=latest).

Run status — question ANSWERED; stopped at 131/400 (plateau)#

X10b's question — does FSDP2 survive the X8 schedule that collapsed every Megatron arm — is answered yes: 131 stable steps with entropy falling 0.284 -> 0.0129 (~22x, exploration exhausted) and response length held (11.9k -> 13.5k tokens; no length collapse). Reward plateaued from ~step 40 (20-step windows 40-131 flat within noise; peak raw 0.332 at step 116); the remaining horizon buys nothing. Stopped by owner decision 2026-08-15 at logged step 131, banked 129.

See training_logs/ for metrics.csv (stitched per-step curve + trailing-5 EMA), report.md, reward_plot.png, and the launch rl_config.yaml. W&B (dogml/OpenThoughts-Agent): base jjjhduya, final gen r7 0s0kinwg.

Training Traces#

open-athena/tt-x10-fsdp2-fa2 — 1/8 systematic subsample (every 8th trial of 89,425 across 5 run generations, uniform coverage of steps 1-131). Full-set transfer from CoreWeave object storage was ~430 GB; the subsample is a documented deviation, approved by the owner, for an arm whose question was answered before horizon.

Files

14 files · 61.1 GBWeights 61.1 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 14 files with their sha256
FileSizesha256
.gitattributes1.64 KBde80bb6edf1a833ee29462d6cd72903a73880454d897febf28a9959c3c4c42a8
README.md2.23 KBc0ae9b3f81bf6ea7d9c19a223f0a65791d1bd24f88b327daa91b92e8270e3e09
chat_template.jinja6.21 KB5a38bfa05833266240066aedc497decc9b00cc0d3e3b8cceea98cf530196ab06
config.json1.02 KB03936c406dc10581e12423b964e19333916011d0816a933332a43869efa10acf
generation_config.json216 Bf2a80a84a116bc7a296bbddfea4e48cf69a12f46e1925fe912b59c21a3651a90
model-00001-of-00002.safetensors50.0 GB54cfe8e1d983dc4086d4c9854d10dc0a77fd20c95b45ab9ce7ac36b4de4d1948
model-00002-of-00002.safetensors11.1 GB2745395fe329676a7c4689752d3ebed850453ff16273dee4a32d5ce4fde5d1d5
model.safetensors.index.json1.70 MB8056f5e61a77bcc39322368320783ace12dfd0877cf642821620e33341d5d25e
tokenizer.json11.4 MBbe75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
tokenizer_config.json695 Bf6f4c67578d26ccdf6535fa0bc88683b9a0e7acb6797aca1f4759ad3330c22e9
training_logs/metrics.csv13.6 KB0c26436663d951cc7184c4250ea61fff30bc419df49d1f2f2d8e7e4fec52ddbb
training_logs/report.md2.42 KB74c375c8472507ccd5683757fb6e6f0f5bc9d3f57989e4db2f2954bc0f3edc7b
training_logs/reward_plot.png117 KB2a5507af258c638fc5acb1c1f54f8beb6f423c7a7cb74ef68239061ba0c82b58
training_logs/rl_config.yaml7.63 KB66ed71d78b69a082a07d288e5c23d5711274ba77aa7a943b229d292edc047731
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
955c0f80c2 pinned now2026-11-15 04:15 UTC14 files · 61.1 GB

Use it

$ fw get laion/tt-x10-fsdp2-fa2-117-30B
# manifest sha256 4c80fc876e73… · 61.1 GB · 14 files
$ fw verify ./tt-x10-fsdp2-fa2-117-30B laion/tt-x10-fsdp2-fa2-117-30B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/tt-x10-fsdp2-fa2-117-30B.json --dir ./tt-x10-fsdp2-fa2-117-30B $ python3 fw.py verify ./tt-x10-fsdp2-fa2-117-30B ./laion__tt-x10-fsdp2-fa2-117-30B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/tt-x10-fsdp2-fa2-117-30B --revision 955c0f80c2ac0d7ca554c8bebbb7118aa9e279ff --local-dir ./tt-x10-fsdp2-fa2-117-30B
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-x10-fsdp2-fa2-117-30B", revision="955c0f80c2ac0d7ca554c8bebbb7118aa9e279ff") model = AutoModelForCausalLM.from_pretrained("laion/tt-x10-fsdp2-fa2-117-30B", revision="955c0f80c2ac0d7ca554c8bebbb7118aa9e279ff", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/tt-x10-fsdp2-fa2-117-30B --revision 955c0f80c2ac0d7ca554c8bebbb7118aa9e279ff

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
c0ae9b3f81bf6ea7d9c19a223f0a65791d1bd24f88b327daa91b92e8270e3e09
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-x10-fsdp2-fa2-117-30BDate: 2026-11-15Commit: 955c0f8Signed: 2DC28CC7B26A283B ✓
Upstream
laion/tt-x10-fsdp2-fa2-117-30B
Pinned commit
955c0f80c2ac0d7ca554c8bebbb7118aa9e279ff
Manifest
tt-x10-fsdp2-fa2-117-30B.json · .minisig
Manifest sha256
4c80fc876e73aa09d114b7015b2344eeebf75a4ef018f13da853fc5c7ec1682b
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:15 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/tt-x10-fsdp2-fa2-117-30B.json $ curl -O https://freeweights.allternit.com/manifests/laion/tt-x10-fsdp2-fa2-117-30B.json.minisig $ minisign -Vm tt-x10-fsdp2-fa2-117-30B.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-x10-fsdp2-fa2-117-30B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. tt-x10-fsdp2-fa2-117-30B.json. Provenance. Takedown history: none.
From: laion <huggingface.co/laion>Subject: a2-rl-e2egit_large-50-32B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-v2-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_unitsyn-python-large-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_mix_h2_language_proportional-65-8B