CatalogWantedMirrorsLedgerOperating StatementDocsStudio statusCard system
alt.freeweights.text / explore-tis-minp-40-8B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

explore-tis-minp-40-8B

Date: 2026-11-15Commit: 9ff8516Signed: 2DC28CC7B26A283B ✓

Model with 8.2B parameters. Safetensors weights, 16.7 GB in all. Published by laion under Apache-2.0.

8.2B params16.7GBexplore-tis-minp-40-8Bsafetensorspermissive
FactsParams8.2BSize16.7 GBFormatssafetensorsTasknot taggedLicenseApache-2.0From sourcepermissive
$ fw get laion/explore-tis-minp-40-8B
# manifest sha256 84f561ffa8eb… · 16.7 GB · 39 files
$ fw verify ./explore-tis-minp-40-8B laion/explore-tis-minp-40-8B
From sourceHosted (signed)laion/explore-tis-minp-40-8BLast check: 2026-11-15 04:29 UTC
Run at homeGet help

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Fine-tune of GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

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

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
16.7 GB
Weights
16.4 GB (safetensors)
Parameters
8.2B
Formats
safetensors
Task
not tagged
License
Apache-2.0 (permissive)
Files
39, each with a sha256
Publisher
laion
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

Base model: laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink

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 04:29 UTCpassed

Model card

From the publisher at commit 9ff8516. Shown as plain text with links; images open at the publisher.

explore-tis-minp-40-8B#

RL (SkyRL, agentic terminal-bench / Harbor + Daytona) checkpoint from the explore-tis sampling-parameter ablation. This is the min-p sampling arm (explore-tis-minp).

  • Base model: laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink (an 8B model)
  • Dataset: DCAgent/exp_rpt_pymethods2test-large
  • Algorithm: RLOO-n, no KL loss, loss_reduction=seq_mean_token_sum_norm_global, TIS on (tis_imp_ratio_cap=2.0)
  • Sampling: temperature=1.0, min_p=0.05, top_k=-1, top_p=1.0
  • Selected checkpoint: global_step_40 (best trailing-5 EMA, α=1/3, of reward/avg_raw_reward over saved exports with step ≤ 78; EMA ≈ 0.4722). The 78-step cutoff was applied to exclude a step-79+ greedy/eval-pass reward artifact.
  • Max training steps: 80

Training Traces#

Rollout traces for this run: open-athena/explore-tis-minp

Training Logs#

Parsed metrics, reward-vs-steps plots, and raw console logs are under training_logs/ in this repo.

Files

39 files · 16.7 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 39 files with their sha256
FileSizesha256
.gitattributes1.89 KBbbcdc7c2d1e5d5927c8951bdddf1402527c0ea858867c2a79f08edfbd79d2827
README.md1.27 KBbd659e4fbb908653962413097221921c26bf340e0ba0fe26852d3bad77256acd
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KBed36641e183b3d95dcefad8906aa22d183c445e4b582c8a0ca7d71a713c85f2d
generation_config.json188 B3b101cd89b140b757d0bca469e75570e75789a2423ada90a33ec17707dfacf08
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.90 GBec3d13caca14ffee10c5b6241ce4f96030fd532f83f1a7932958d56305e6f5ce
model-00002-of-00004.safetensors4.92 GBe0855e9b3361e7585ac578dc1b4052be6ca5f592492900371870eaf1ebca3479
model-00003-of-00004.safetensors4.98 GBf3977df9d5d1fd65dd00319c8a11dea4bb109a31765b7a4c6f6510f21f45e55d
model-00004-of-00004.safetensors1.58 GB25a6672ad0f2c8fb2623ef48cb6f9987e2fa0deacaa5fe7eead7170c2b64be22
model.safetensors.index.json32.9 KBe7e4bdc58d3302c97357f27979b270987dd620cf0cd9b1c130e3a51c9d64df95
rl_config.yaml8.44 KBcb6336f0d227b975f3856242c6c6e2b9a779fd12acdd94e7a24398f50994c0a4
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
training_logs/20260612_111844_metrics_explore-tis-minp_736731.csv10.7 KB832a2a177d94c195f894a8a6442eb7c23bbe955b7b1a7eaaba039ac44a3460d9
training_logs/20260612_111844_metrics_explore-tis-minp_736732.csv22.1 KB34caf20a686410415a144728011d3186296a768546bc962263f9c98caa590734
training_logs/20260612_111844_metrics_explore-tis-minp_736733.csv18.8 KB9ab72766e99c349a96ff191d62935a0601961a1c93eb0b88658f14fb2badfdf5
training_logs/20260612_111844_metrics_explore-tis-minp_736734.csv2.50 KB79207a2f1d6ad6fde4dbfb70a77567bab2dd62da9d24ae5e15ed340ef177c6b3
training_logs/20260612_111844_metrics_explore-tis-minp_736735.csv2.58 KB591ba2495565bd3b1cddbfbc0d0b288a76f2f20498f982e599a867ccb910c2ce
training_logs/20260612_111844_metrics_explore-tis-minp_736736.csv2.50 KB62fa5a62c09e4df665cb8a42995c80ac990c32f9e76e2737e3fae11575313dd8
training_logs/20260612_111844_metrics_report.md24.1 KB0065ec6cbfbded0cd78543bf6d091821baa6273b538884df28485c1bbb41c938
training_logs/20260612_111844_metrics_table.csv50.9 KBfecc5c2d988e5c5cadd1ed1a86916dc42cbea1b7fbe9cd812f71965799542522
training_logs/20260612_111844_reward_vs_steps.png301 KBda0bbd33a49e24e6133528ba41b3ccc6df568e73f260709d32dfdb2e44250b8f
training_logs/20260612_111844_vllm_metrics_explore-tis-minp_736731.csv327 KBe70c0e5da735f35dc57e24229dcc1ddf1dc46414bf28e51fc6d2f22c0dc97471
training_logs/20260612_111844_vllm_metrics_explore-tis-minp_736732.csv693 KB8388085844ca0fc7e2adf7cb300edc327fd287d4dfe62e53bff33ffd5cc0612e
training_logs/20260612_111844_vllm_metrics_explore-tis-minp_736733.csv639 KBaf28c0482884b82935dee6b4e6bfbb9ecfe728184bf00194516402e45d2b3682
training_logs/20260612_111844_vllm_metrics_explore-tis-minp_736734.csv26.5 KB90cbcc986807b8ff78ee174adeaca7c951ce5b0dc92605553ea80ae869c8fdb1
training_logs/20260612_111844_vllm_metrics_explore-tis-minp_736735.csv30.0 KB102dcaf8ce44cb423dc0b66e1f178beb1dafe42f1613023724cd0a1472eb8837
training_logs/20260612_111844_vllm_metrics_explore-tis-minp_736736.csv29.1 KB31bba6cb96991fd02468653f698d7c37771b6d30f785d3cb3589ad3063dce62b
training_logs/20260612_111844_vllm_metrics_table.csv2.27 MBcde6e78f57ab1d85003f2070a1a2de001617a93ac2a65c96c1bdc48306764f73
training_logs/explore-tis-minp_736731.out44.0 MBd843f381d4783075a6e8933df93a3da97118a25bbc08842b0ed4f7e87c9c34a1
training_logs/explore-tis-minp_736732.out105 MB4d7fa49d610399a57892193f7dea36058f2b7ed1680b7cc6a83c86f15b3c69c9
training_logs/explore-tis-minp_736733.out91.0 MBfc91901b24c0444d5564675e786d72030eef02794a0c9b16e9cc85077408ee14
training_logs/explore-tis-minp_736734.out3.71 MB16de9abac9bd62cc1b7078fc8c3567a7d9216d9064acf7320d40f7e6c3557ed9
training_logs/explore-tis-minp_736735.out4.06 MBb14a0dc24f691a2676de465acd345aa7ed869b0d2888b5b396a1acabcff8adcf
training_logs/explore-tis-minp_736736.out4.07 MBc49f807ae2e7572d434aaa918ce1d9f62b5e76774dd7b40cd228d002e396d680
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
9ff8516bd6 pinned now2026-11-15 04:29 UTC39 files · 16.7 GB

Use it

$ fw get laion/explore-tis-minp-40-8B
# manifest sha256 84f561ffa8eb… · 16.7 GB · 39 files
$ fw verify ./explore-tis-minp-40-8B laion/explore-tis-minp-40-8B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/explore-tis-minp-40-8B.json --dir ./explore-tis-minp-40-8B $ python3 fw.py verify ./explore-tis-minp-40-8B ./laion__explore-tis-minp-40-8B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/explore-tis-minp-40-8B --revision 9ff8516bd6e6f3bc466eff2a92b45c6b99bc8f5f --local-dir ./explore-tis-minp-40-8B
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
bd659e4fbb908653962413097221921c26bf340e0ba0fe26852d3bad77256acd
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: explore-tis-minp-40-8BDate: 2026-11-15Commit: 9ff8516Signed: 2DC28CC7B26A283B ✓
Upstream
laion/explore-tis-minp-40-8B
Pinned commit
9ff8516bd6e6f3bc466eff2a92b45c6b99bc8f5f
Manifest
explore-tis-minp-40-8B.json · .minisig
Manifest sha256
84f561ffa8eb1e3ecd7384be4555387d243122b01ddc2e72fe5d245e151d1b76
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:29 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/explore-tis-minp-40-8B.json $ curl -O https://freeweights.allternit.com/manifests/laion/explore-tis-minp-40-8B.json.minisig $ minisign -Vm explore-tis-minp-40-8B.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

laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink · 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/explore-tis-minp-40-8B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. explore-tis-minp-40-8B.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/explore-tis-minp-40-8B

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