alt.freeweights.text / tt-x2_clip-hi0p2-60-30B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

tt-x2_clip-hi0p2-60-30B

Date: 2026-11-15Commit: fdd66f2Signed: 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-hi0p2-60-30Bsafetensorspermissive
FactsParams30.5BSize61.1 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get laion/tt-x2_clip-hi0p2-60-30B
# manifest sha256 80e95c9343b3… · 61.1 GB · 16 files
$ fw verify ./tt-x2_clip-hi0p2-60-30B laion/tt-x2_clip-hi0p2-60-30B
From sourceHosted (signed)laion/tt-x2_clip-hi0p2-60-30BLast 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
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 04:15 UTCpassed

Model card

From the publisher at commit fdd66f2. Shown as plain text with links; images open at the publisher.

tt-x2_clip-hi0p2 -- step 60 (PPO upper-clip = 0.2)#

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-0.2 arm; the 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 0.226; step reward 0.229; pass@8 0.375; entropy 0.094) among saved exports (hf_save_interval 5; step 5 excluded as first save). Cross-validated by both the inline EMA and parse_skyrl_metrics.py --run_dir --save_every 5.

Run status -- terminated 2 steps short of horizon (healthy)#

The clip-0.2 arm was terminated by the owner at step 78/80 (it was still advancing; the chain was scancelled). This is a healthy, still-improving run, not a collapse: reward trends up (~0.15 early -> ~0.20-0.27 by steps 46-78), pass@8 rises (~0.25 -> ~0.30-0.48), and policy entropy is stable to slightly declining (0.11 -> 0.083, 0.75x). A transient single-batch dip at steps 33-34 (reward -> 0) recovered immediately at step 35 and is not a collapse. Step 60 is the best saved checkpoint; the unsaved EMA peak was around steps 66-67 (the run kept improving past step 60).

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-hi0p2 (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.md1.95 KB3dc2a55bf29aac700e595eabc5e82f7ba75cc4614afae00d8e30d3db38f47877
chat_template.jinja6.21 KB5a38bfa05833266240066aedc497decc9b00cc0d3e3b8cceea98cf530196ab06
config.json1.02 KBe8b91d3d30aae0cc141cb2412d434445f8b19dae5a77d01bb332d744d4d72005
generation_config.json217 B2cb42f3bbca69b7dbf925354f69a3a8c5ef2184f33f8c2cd744d24aaa8e6ca69
model-00001-of-00002.safetensors50.0 GBbcdd592745e92ba755dc89de32c60367743fef9c5e26b6b8a0dfde61501bc507
model-00002-of-00002.safetensors11.1 GB7879540804822d587c04452d2ed845d3d369bd2e7bfe9c090781537a35eafde9
model.safetensors.index.json1.70 MB8056f5e61a77bcc39322368320783ace12dfd0877cf642821620e33341d5d25e
tokenizer.json11.4 MBbe75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
tokenizer_config.json693 B45d3581eb7a1eba4265c25dab7825032d4945f8829fec21deeee33cb1f359881
training_logs/metrics.csv106 KB450bc7133f5c542e2bee5b4cdd352075a874de50dbbfee5f250ed0095c26c201
training_logs/report.md30.8 KB0a7d1c6737fa5e850d4ba5c8ff1b457e8a51034457d42ea34e251110c4c35275
training_logs/reward_plot.png667 KB8b7c77a3035c215be445905f33c813152588d89ea88ae2b0b5d48a8163c76c83
training_logs/rl_config.json9.58 KBa7fb9337993054ba5cc8858eb2e5d8613d65e074fa8420e4fe54c451bd9c783e
training_logs/tt-x2_clip-hi0p2_out_logs.tar.gz4.84 MBe0614a39d7250fec05e9f45e44bbe2fb01ffa45499640bd6388c7f2be1a73097
training_logs/vllm_metrics.csv7.58 MB6c826a3be7fce1f6e2ffec2707f4036f77cd7e3ba0cc290f7bec690ad5d19090
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
fdd66f2a93 pinned now2026-11-15 04:15 UTC16 files · 61.1 GB

Use it

$ fw get laion/tt-x2_clip-hi0p2-60-30B
# manifest sha256 80e95c9343b3… · 61.1 GB · 16 files
$ fw verify ./tt-x2_clip-hi0p2-60-30B laion/tt-x2_clip-hi0p2-60-30B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/tt-x2_clip-hi0p2-60-30B.json --dir ./tt-x2_clip-hi0p2-60-30B $ python3 fw.py verify ./tt-x2_clip-hi0p2-60-30B ./laion__tt-x2_clip-hi0p2-60-30B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/tt-x2_clip-hi0p2-60-30B --revision fdd66f2a931615cb65e0a9b3fdc3fdc16b4177f2 --local-dir ./tt-x2_clip-hi0p2-60-30B
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-x2_clip-hi0p2-60-30B", revision="fdd66f2a931615cb65e0a9b3fdc3fdc16b4177f2") model = AutoModelForCausalLM.from_pretrained("laion/tt-x2_clip-hi0p2-60-30B", revision="fdd66f2a931615cb65e0a9b3fdc3fdc16b4177f2", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/tt-x2_clip-hi0p2-60-30B --revision fdd66f2a931615cb65e0a9b3fdc3fdc16b4177f2

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
3dc2a55bf29aac700e595eabc5e82f7ba75cc4614afae00d8e30d3db38f47877
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-hi0p2-60-30BDate: 2026-11-15Commit: fdd66f2Signed: 2DC28CC7B26A283B ✓
Upstream
laion/tt-x2_clip-hi0p2-60-30B
Pinned commit
fdd66f2a931615cb65e0a9b3fdc3fdc16b4177f2
Manifest
tt-x2_clip-hi0p2-60-30B.json · .minisig
Manifest sha256
80e95c9343b39232ed9e76289a9b39497e3ca0ebb42bcf65666919bcee06a067
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-x2_clip-hi0p2-60-30B.json $ curl -O https://freeweights.allternit.com/manifests/laion/tt-x2_clip-hi0p2-60-30B.json.minisig $ minisign -Vm tt-x2_clip-hi0p2-60-30B.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-x2_clip-hi0p2-60-30B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. tt-x2_clip-hi0p2-60-30B.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