alt.freeweights.text / tt-x4_temperature-t0p7-45-30B

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

tt-x4_temperature-t0p7-45-30B

Date: 2026-11-15Commit: a4b0c5aSigned: 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-x4_temperature-t0p7-45-30Bsafetensorspermissive

FactsParams30.5BSize61.1 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/tt-x4_temperature-t0p7-45-30B
# manifest sha256 66ea5b3ded0a… · 61.1 GB · 16 files
$ fw verify ./tt-x4_temperature-t0p7-45-30B laion/tt-x4_temperature-t0p7-45-30B

From sourceHosted (signed)laion/tt-x4_temperature-t0p7-45-30BLast check: 2026-11-15 04:16 UTC

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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

Run24 Fine-tune29 Convert15 Evaluate13 Scan13 Apps58

Runs with

Ranked by fit to this model (safetensors), then by GitHub stars.

vLLM exo Text Generation WebUI

SGLang MLC LLM KTransformers LMCache Xinference LMDeploy mistral.rs Mooncake FlashInfer

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AIBrix fastllm ExLlamaV3

Transformers LocalAI tinygrad gpu-unlock Triton Inference Server BentoML CTranslate2 ExLlamaV2 LitServe

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mergekit TensorRT Model Optimizer

LLM Compressor Neural Compressor AutoRound AQLM GPTQModel ONNX Core ML Tools ExecuTorch

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Evaluate with

Opik DeepEval Ragas lm-evaluation-harness OpenCompass SWE-bench

simple-evals TruLens HELM

LightEval

Evaluate Weave

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Autoevals

Scan with

promptfoo garak Guardrails NeMo Guardrails Giskard DeepTeam AI Fairness 360 Fairlearn Detoxify MCP Scanner AgentDojo ModelScan

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picklescan

Overview Model card Files Use it License Provenance Model 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

Badge	Host	Last check	Result
From source	huggingface.co	2026-11-15 04:16 UTC	passed

Model card

From the publisher at commit a4b0c5a. Shown as plain text with links; images open at the publisher.

tt-x4_temperature-t0p7 -- step 45 (X4 rollout temperature 0.7)#

GRPO checkpoint from the TaskTrove hyperparameter 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_45 was selected by the trailing-5 reward EMA (alpha = 1/3) over the full restart chain -- the highest-EMA aligned checkpoint (EMA 0.1962; step reward 0.2656; pass@8 0.4531; entropy 0.2981) among saved exports (hf_save_interval 5; first save excluded), per parse_skyrl_metrics.py --run_dir --save_every 5.

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

The arm was terminated by the owner at step 66/80 (mid-horizon). Policy entropy had climbed to 4.40xx its step-1 value -- elevated and rising (the campaign entropy stop rule fires at 10x), i.e. the policy was degenerating before the kill. Step 45 is the best saved checkpoint before that decline. This is not a horizon result.

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-x4_temperature-t0p7 (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

File	Size	sha256
.gitattributes	1.64 KB	de80bb6edf1a833ee29462d6cd72903a73880454d897febf28a9959c3c4c42a8
README.md	1.62 KB	00581576a27d2ff503453435ca459be5c4643cc45a4fe27f69ac5c2b46b2f1d9
chat_template.jinja	6.21 KB	5a38bfa05833266240066aedc497decc9b00cc0d3e3b8cceea98cf530196ab06
config.json	1.02 KB	e8b91d3d30aae0cc141cb2412d434445f8b19dae5a77d01bb332d744d4d72005
generation_config.json	217 B	2cb42f3bbca69b7dbf925354f69a3a8c5ef2184f33f8c2cd744d24aaa8e6ca69
model-00001-of-00002.safetensors	50.0 GB	e5029c8807069460caeee0303c3f25e5dc9c121825e1df1d3597c3b98ef9cd8f
model-00002-of-00002.safetensors	11.1 GB	b2bde9895666a274b7a0fefb4ceca4d04a70d738a435d1347bbdcc0d4389d03e
model.safetensors.index.json	1.70 MB	8056f5e61a77bcc39322368320783ace12dfd0877cf642821620e33341d5d25e
tokenizer.json	11.4 MB	be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
tokenizer_config.json	693 B	45d3581eb7a1eba4265c25dab7825032d4945f8829fec21deeee33cb1f359881
training_logs/metrics.csv	90.6 KB	c34185118be297a6a3b60c4d9981dba18e6ca26642e2d89480b13cb9e28dda7a
training_logs/report.md	27.7 KB	f450ffd20392055a6d46981743fb31eb70de8f3161f5187775976100ded6d92f
training_logs/reward_plot.png	600 KB	312cb24d06aa8d727195594a53f5041ddc77e0b996c9927bd4142d1ecb16ea65
training_logs/rl_config.json	9.35 KB	f8420d5b669f5f5aada2daa41aac6555da34391fc269c684029a62e5877a3514
training_logs/tt-x4_temperature-t0p7_out_logs.tar.gz	3.77 MB	44c205c7b2b56993674e48140edde5a341b675cc095ec65231b64a49f24053d6
training_logs/vllm_metrics.csv	7.55 MB	69144f73cd21a76d7c26c55009b6c45061a59f5fc659bd334f603042d6add86d

VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.

Upstream commit	Date	Contents
a4b0c5a14c pinned now	2026-11-15 04:16 UTC	16 files · 61.1 GB

Use it

$ fw get laion/tt-x4_temperature-t0p7-45-30B
# manifest sha256 66ea5b3ded0a… · 61.1 GB · 16 files
$ fw verify ./tt-x4_temperature-t0p7-45-30B laion/tt-x4_temperature-t0p7-45-30B

fw.pyChecks the signature and every sha256, tries each source in order, resumes.

$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/tt-x4_temperature-t0p7-45-30B.json --dir ./tt-x4_temperature-t0p7-45-30B
$ python3 fw.py verify ./tt-x4_temperature-t0p7-45-30B ./laion__tt-x4_temperature-t0p7-45-30B.json

hfThe Hugging Face CLI with one setting. Same repo id.

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/tt-x4_temperature-t0p7-45-30B --revision a4b0c5a14ccecb302ff718cbdbe72a0b28649763 --local-dir ./tt-x4_temperature-t0p7-45-30B

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-x4_temperature-t0p7-45-30B", revision="a4b0c5a14ccecb302ff718cbdbe72a0b28649763")
model = AutoModelForCausalLM.from_pretrained("laion/tt-x4_temperature-t0p7-45-30B", revision="a4b0c5a14ccecb302ff718cbdbe72a0b28649763", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/tt-x4_temperature-t0p7-45-30B --revision a4b0c5a14ccecb302ff718cbdbe72a0b28649763

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: 00581576a27d2ff503453435ca459be5c4643cc45a4fe27f69ac5c2b46b2f1d9
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-x4_temperature-t0p7-45-30BDate: 2026-11-15Commit: a4b0c5aSigned: 2DC28CC7B26A283B ✓

Upstream: laion/tt-x4_temperature-t0p7-45-30B
Pinned commit: a4b0c5a14ccecb302ff718cbdbe72a0b28649763
Manifest: tt-x4_temperature-t0p7-45-30B.json · .minisig
Manifest sha256: 66ea5b3ded0a267d96295740772b3a5bc148ab28fb4dc98770107abd3e039b96
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-x4_temperature-t0p7-45-30B.json
$ curl -O https://freeweights.allternit.com/manifests/laion/tt-x4_temperature-t0p7-45-30B.json.minisig
$ minisign -Vm tt-x4_temperature-t0p7-45-30B.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-x4_temperature-t0p7-45-30B

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. tt-x4_temperature-t0p7-45-30B.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/tt-x4_temperature-t0p7-45-30B

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tt-x4_temperature-t0p7-45-30B

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Convert with

Evaluate with

Scan with

Works with

Overview

Model card

tt-x4_temperature-t0p7 -- step 45 (X4 rollout temperature 0.7)#

Checkpoint selection#

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

Training Traces#

Files

Use it

License

Provenance

How to verify

Model tree

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