alt.freeweights.text / tt-x4_temperature-t1p0-45-30B

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

tt-x4_temperature-t1p0-45-30B

Date: 2026-11-15Commit: 3efc31cSigned: 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-t1p0-45-30Bsafetensorspermissive

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

$ fw get laion/tt-x4_temperature-t1p0-45-30B
# manifest sha256 8e0030a7bed6… · 61.1 GB · 16 files
$ fw verify ./tt-x4_temperature-t1p0-45-30B laion/tt-x4_temperature-t1p0-45-30B

From sourceHosted (signed)laion/tt-x4_temperature-t1p0-45-30BLast check: 2026-11-15 04:16 UTC

Run at home Get 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

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

Show all 24

AIBrix fastllm ExLlamaV3

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

Convert with

mergekit TensorRT Model Optimizer

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

Show all 15

Evaluate with

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

simple-evals TruLens HELM

LightEval

Evaluate Weave

Show all 13

Autoevals

Scan with

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

Show all 13

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 3efc31c. Shown as plain text with links; images open at the publisher.

tt-x4_temperature-t1p0 -- step 45 (X4 rollout temperature 1.0)#

GRPO checkpoint from the TaskTrove X4 (rollout temperature) 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 0.2328; step reward 0.2305; pass@8 0.375; entropy 0.078), per parse_skyrl_metrics.py --run_dir --save_every 5.

Run status -- COMPLETED at its two-epoch horizon#

The temp-1.0 arm finished both dataset epochs (step 66, matching sibling arm temp 0.7) with a healthy profile: policy entropy declined ~0.25x (0.21 -> 0.05) -- no entropy runaway. The post-horizon extension (to max_steps 80) was stopped by the owner at step 68. Exports 55-65 were lost to infra chain-stalls before saving; step 45 is the best saved export (the FSDP checkpoint banked at 66 but was not HF-exported).

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

Training Traces#

open-athena/tt-x4_temperature-t1p0 -- 1/4 systematic subsample (every 4th trial, uniform coverage of the full 66-step horizon; 15,258 rows from 68,768 trials). The full set was GPFS-read-bound on the Jupiter login node (~6h); subsample is a documented, owner-approved deviation.

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	1.70 KB	f597e39f2e5b0e820e810496e36aee321dc80575680c89fa6a706b3302228b0f
README.md	1.74 KB	a38461611c4b56a2044a3d61768b2455d7cbd19add4bf0fca23450c05fed829c
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	19d97d8f2b2e367f94e77435d2037b66febf254b086618300cfaea33acdf6da4
model-00002-of-00002.safetensors	11.1 GB	22d175165ed82f226ae9649d3735eced8ce2cfd3e0ca7852d52d4d29e24960e5
model.safetensors.index.json	1.70 MB	8056f5e61a77bcc39322368320783ace12dfd0877cf642821620e33341d5d25e
tokenizer.json	11.4 MB	be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
tokenizer_config.json	693 B	45d3581eb7a1eba4265c25dab7825032d4945f8829fec21deeee33cb1f359881
training_logs/metrics.csv	106 KB	f9d7af0496dc0b3d37fdd5167f8d1a662a2d490524291d0419c9fb721bbcff61
training_logs/report.md	32.2 KB	4be8643efee8d9e1a3138c1eefd00db0ec30c7f8e21b7aa36b9e3b891f0589f2
training_logs/reward_plot.png	374 KB	7b9cf1e0255197a8129b88ba17987df695340913b112e5c544c63871f776d8c2
training_logs/rl_config.json	9.35 KB	b19ebd9871aba4c14785d60ece6e12f372822b651ec4d1d2cc5b621b426a7b43
training_logs/tt-x4_temperature-t1p0_out_logs.tar.gz	5.70 MB	cf31425ea0b1f153fa42756465aad9fd299d430a86282f3836a132c0f7a6ca46
training_logs/vllm_metrics.csv	14.4 MB	e3fb0a2c42d7f31de6e784ea3557b5c290437d7bfff7d2776f00ca9794dbbc82

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

Upstream commit	Date	Contents
3efc31cc3e pinned now	2026-11-15 04:16 UTC	16 files · 61.1 GB

Use it

$ fw get laion/tt-x4_temperature-t1p0-45-30B
# manifest sha256 8e0030a7bed6… · 61.1 GB · 16 files
$ fw verify ./tt-x4_temperature-t1p0-45-30B laion/tt-x4_temperature-t1p0-45-30B

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-t1p0-45-30B.json --dir ./tt-x4_temperature-t1p0-45-30B
$ python3 fw.py verify ./tt-x4_temperature-t1p0-45-30B ./laion__tt-x4_temperature-t1p0-45-30B.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/tt-x4_temperature-t1p0-45-30B --revision 3efc31cc3ea32c828147951b0ab929525cab5a3d --local-dir ./tt-x4_temperature-t1p0-45-30B

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-t1p0-45-30B", revision="3efc31cc3ea32c828147951b0ab929525cab5a3d")
model = AutoModelForCausalLM.from_pretrained("laion/tt-x4_temperature-t1p0-45-30B", revision="3efc31cc3ea32c828147951b0ab929525cab5a3d", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/tt-x4_temperature-t1p0-45-30B --revision 3efc31cc3ea32c828147951b0ab929525cab5a3d

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: a38461611c4b56a2044a3d61768b2455d7cbd19add4bf0fca23450c05fed829c
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-t1p0-45-30BDate: 2026-11-15Commit: 3efc31cSigned: 2DC28CC7B26A283B ✓

Upstream: laion/tt-x4_temperature-t1p0-45-30B
Pinned commit: 3efc31cc3ea32c828147951b0ab929525cab5a3d
Manifest: tt-x4_temperature-t1p0-45-30B.json · .minisig
Manifest sha256: 8e0030a7bed60881a48044791f98de5e5f61bfde15056b606e17164b718a15a6
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-t1p0-45-30B.json
$ curl -O https://freeweights.allternit.com/manifests/laion/tt-x4_temperature-t1p0-45-30B.json.minisig
$ minisign -Vm tt-x4_temperature-t1p0-45-30B.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-t1p0-45-30B

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-t1p0-45-30B.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/tt-x4_temperature-t1p0-45-30B

Related models

All of alt.freeweights.text →

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

tt-x4_temperature-t1p0-45-30B

Works with

Runs with

Fine-tune with

Convert with

Evaluate with

Scan with

Works with

Overview

Model card

tt-x4_temperature-t1p0 -- step 45 (X4 rollout temperature 1.0)#

Checkpoint selection#

Run status -- COMPLETED at its two-epoch horizon#

Training Traces#

Files

Use it

License

Provenance

How to verify

Model tree

Related models