alt.freeweights.text / tt-x2_clip-hi0p01-15-30B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

tt-x2_clip-hi0p01-15-30B

Date: 2026-11-15Commit: a7c198cSigned: 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-x2_clip-hi0p01-15-30Bsafetensorspermissive
FactsParams30.5BSize61.1 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/tt-x2_clip-hi0p01-15-30B
# manifest sha256 709cc7fdd9d8… · 61.1 GB · 16 files
$ fw verify ./tt-x2_clip-hi0p01-15-30B laion/tt-x2_clip-hi0p01-15-30B
From sourceHosted (signed)laion/tt-x2_clip-hi0p01-15-30BLast check: 2026-11-15 04:16 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
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 a7c198c. Shown as plain text with links; images open at the publisher.

tt-x2_clip-hi0p01 — step 15 (PPO upper-clip = 0.01)#

GRPO checkpoint from the TaskTrove X2 (upper PPO clip) hyperparameter sweep. Base model Qwen/Qwen3-Coder-30B-A3B-Instruct, trained on DCAgent/exp_rpt_multifile with SkyRL + Terminus-2. This is the clip-0.01 arm; the campaign verifier is pass_ratio shaping.

Checkpoint selection#

global_step_15 was selected by the trailing-5 reward EMA (alpha = 1/3) over the full restart chain — the highest-EMA aligned checkpoint (EMA 0.1642; step reward 0.191; pass@8 0.359; entropy 0.127). hf_save_interval was 5; the first save (step 5) is excluded.

⚠ This run collapsed — not a valid X2 result#

The clip-0.01 arm was killed by the entropy stop rule at step 62 (banked 60, horizon 80). Reward flatlined around 0.13–0.22 (pass@8 ~0.19–0.44) with no clear upward trend for steps 1–54, policy entropy climbed monotonically (0.11 at step 1 -> 0.75 at step 50), then entropy blew up to 3.0 and reward/pass@8 crashed to ~0 at steps 55–62. Step 15 is the EMA-best checkpoint, taken before the entropy-driven decline; later checkpoints (50/55/60) are post-decline or post-collapse. This arm did not reach its horizon and is not a valid X2 sweep result on the same terms as the killed X1 lr-4e-6 arm.

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

Training Traces#

Training-time Daytona/Harbor rollouts: open-athena/tt-x2_clip-hi0p01 (the last episode of each trial — the rollouts the policy trained on after rollback/truncation).

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.md1.87 KBe7bd8749fdbbc3b6d4c793385867f7c719b763cd4512523b70764922d5cd5149
chat_template.jinja6.21 KB5a38bfa05833266240066aedc497decc9b00cc0d3e3b8cceea98cf530196ab06
config.json1.02 KBe8b91d3d30aae0cc141cb2412d434445f8b19dae5a77d01bb332d744d4d72005
generation_config.json217 B2cb42f3bbca69b7dbf925354f69a3a8c5ef2184f33f8c2cd744d24aaa8e6ca69
model-00001-of-00002.safetensors50.0 GBbc83a23d94ea277e1e27641367da293f558a7e00fd64da1c13795426b8240968
model-00002-of-00002.safetensors11.1 GBc7679d36652d06a16323676add852af30c2df75061791cc134e412ce3cb1373b
model.safetensors.index.json1.70 MB8056f5e61a77bcc39322368320783ace12dfd0877cf642821620e33341d5d25e
tokenizer.json11.4 MBbe75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
tokenizer_config.json693 B45d3581eb7a1eba4265c25dab7825032d4945f8829fec21deeee33cb1f359881
training_logs/metrics.csv61.4 KBab37cf01bc0433681b83d14c68ce8b79930cd341c31537655b8d3aab09e3efed
training_logs/report.md24.9 KB09dee0b375a3fd6f52d0f586a67e81652341eafa673d85e5a92a6e12513cfd05
training_logs/reward_plot.png433 KBeadf03a651a03ab0a8663497460c27099cec63b703b382f1fcf782ad50221d13
training_logs/rl_config.json9.22 KBa529f738f60f60c1fdbb59725c84e10367bea63d9ebafcb34fd074278a0b8dc2
training_logs/tt-x2_clip-hi0p01_out_logs.tar.gz3.23 MB8b7f4aef629c76f2d1721b3f35ca879aed4077d1e252e8e1c1e1debe2f5e04e2
training_logs/vllm_metrics.csv6.29 MBbb4c9319c3a40d525f5d9d05c6a4640886460d39a60aaa0fa79e50f413852802
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
a7c198c69a pinned now2026-11-15 04:16 UTC16 files · 61.1 GB

Use it

$ fw get laion/tt-x2_clip-hi0p01-15-30B
# manifest sha256 709cc7fdd9d8… · 61.1 GB · 16 files
$ fw verify ./tt-x2_clip-hi0p01-15-30B laion/tt-x2_clip-hi0p01-15-30B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/tt-x2_clip-hi0p01-15-30B.json --dir ./tt-x2_clip-hi0p01-15-30B $ python3 fw.py verify ./tt-x2_clip-hi0p01-15-30B ./laion__tt-x2_clip-hi0p01-15-30B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/tt-x2_clip-hi0p01-15-30B --revision a7c198c69a175ab962f0aa1a85a3286380da8d04 --local-dir ./tt-x2_clip-hi0p01-15-30B
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-x2_clip-hi0p01-15-30B", revision="a7c198c69a175ab962f0aa1a85a3286380da8d04") model = AutoModelForCausalLM.from_pretrained("laion/tt-x2_clip-hi0p01-15-30B", revision="a7c198c69a175ab962f0aa1a85a3286380da8d04", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/tt-x2_clip-hi0p01-15-30B --revision a7c198c69a175ab962f0aa1a85a3286380da8d04

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
e7bd8749fdbbc3b6d4c793385867f7c719b763cd4512523b70764922d5cd5149
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-x2_clip-hi0p01-15-30BDate: 2026-11-15Commit: a7c198cSigned: 2DC28CC7B26A283B ✓
Upstream
laion/tt-x2_clip-hi0p01-15-30B
Pinned commit
a7c198c69a175ab962f0aa1a85a3286380da8d04
Manifest
tt-x2_clip-hi0p01-15-30B.json · .minisig
Manifest sha256
709cc7fdd9d8a158a09ef292985ff36ac4df06946f5d315678b615599741e37f
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-x2_clip-hi0p01-15-30B.json $ curl -O https://freeweights.allternit.com/manifests/laion/tt-x2_clip-hi0p01-15-30B.json.minisig $ minisign -Vm tt-x2_clip-hi0p01-15-30B.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-x2_clip-hi0p01-15-30B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. tt-x2_clip-hi0p01-15-30B.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