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alt.freeweights.text / explore-tis-temp10-60-8B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

explore-tis-temp10-60-8B

Date: 2026-11-15Commit: 433604aSigned: 2DC28CC7B26A283B ✓

Model with 8.2B parameters. Safetensors weights, 16.6 GB in all. Published by laion under Apache-2.0.

8.2B params16.6GBexplore-tis-temp10-60-8Bsafetensorspermissive
FactsParams8.2BSize16.6 GBFormatssafetensorsTasknot taggedLicenseApache-2.0From sourcepermissive
$ fw get laion/explore-tis-temp10-60-8B
# manifest sha256 024ddc0f0959… · 16.6 GB · 39 files
$ fw verify ./explore-tis-temp10-60-8B laion/explore-tis-temp10-60-8B
From sourceHosted (signed)laion/explore-tis-temp10-60-8BLast check: 2026-11-15 04:22 UTC
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Fine-tune of GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink.

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

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
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Overview

Size
16.6 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

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From sourcehuggingface.co2026-11-15 04:22 UTCpassed

Model card

From the publisher at commit 433604a. Shown as plain text with links; images open at the publisher.

explore-tis-temp10-60-8B#

RL (SkyRL, agentic terminal-bench / Harbor + Daytona) checkpoint from the explore-tis sampling-parameter ablation. This is the temperature=1.0 arm (explore-tis-temp10).

  • 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, top_p=0.95, top_k=20
  • Selected checkpoint: global_step_60 (best trailing-5 EMA, α=1/3, of reward/avg_raw_reward over saved exports with step ≤ 78; EMA ≈ 0.4635). 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-temp10

Training Logs#

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

Files

39 files · 16.6 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 39 files with their sha256
FileSizesha256
.gitattributes1.90 KB0910f84d65a00589ece1b7a230c5205da83c390634c603508ac1772a6ba7c8a6
README.md1.27 KB9a6e8594f0e0f4923d29a15df124dc6aeebee7366680ae50547d6ab973638aa5
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 GB95e51502a9930ce581a9f463fd9da5dc0e804f80e4b3fccd0755a5a4516ef9ec
model-00002-of-00004.safetensors4.92 GBa0270ed4cf1a42a3b75763bd26ed069be06ff30805f33a8b1e5a377ea369eb54
model-00003-of-00004.safetensors4.98 GBd776bfb2e9b61f966130b9efffae2d4c2159a8287e25a626d8fadd8d13b33f2e
model-00004-of-00004.safetensors1.58 GB1e9b30f722d7e8fe7ba35d68e40ec6557a54cecd245d01e265ee0c5a188ca46a
model.safetensors.index.json32.9 KBe7e4bdc58d3302c97357f27979b270987dd620cf0cd9b1c130e3a51c9d64df95
rl_config.yaml8.34 KBb0d3449fd9a259dd1b4ebd898a82ae0cef85d69a3f7316cbcae97f2ae1cf8ef2
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
training_logs/20260612_111835_metrics_explore-tis-temp10_736670.csv22.8 KBa010542be352a7031cb05e63c03a62108ade0e69afdf605905409dfe1f0ed9bf
training_logs/20260612_111835_metrics_explore-tis-temp10_736671.csv21.9 KB6e5a0e95a66c04621fc0fee5f09251300f140680dc0cbc30b6f3c9441ded2c94
training_logs/20260612_111835_metrics_explore-tis-temp10_736672.csv5.88 KB2420f4a19f8ac1042065e8286bc1d39966a125f82d317fa2bfc461eb4dde53ea
training_logs/20260612_111835_metrics_explore-tis-temp10_736673.csv2.50 KBa14c2a3265a5da20bade3661a9cc92a794c3c09f1a1aaeb8c1f4a3a679772c4b
training_logs/20260612_111835_metrics_explore-tis-temp10_736674.csv2.59 KBc6cf97a2c0006e831ebef331f4f0fb07fabddfc404dc2052dce8cf541679925c
training_logs/20260612_111835_metrics_explore-tis-temp10_736675.csv2.60 KB060bc70c103fddc5def20d6966f17166d8947507fc58d1fc19fd1469c4df309f
training_logs/20260612_111835_metrics_report.md24.1 KB68e15e71a1adac19f791275b783e85697f8d5cba910353d268906ce0b9124bb5
training_logs/20260612_111835_metrics_table.csv50.3 KBd888f04ad95d1bc32c24793d3a73b6c07f15bce8c8e23db387c2dd6c94f1b29c
training_logs/20260612_111835_reward_vs_steps.png299 KBae7d1c68293bcb1b295887242220c3d424b8cfa63b4051d710cdd73976f0cb59
training_logs/20260612_111835_vllm_metrics_explore-tis-temp10_736670.csv694 KBe113d608681d3ae6aa5815268c64f761556d31f15482221912fc35eda8ac528b
training_logs/20260612_111835_vllm_metrics_explore-tis-temp10_736671.csv691 KB9d4d4aa484329262c9780a300d102f9113903953961b833b451cc7db94ac5a4c
training_logs/20260612_111835_vllm_metrics_explore-tis-temp10_736672.csv213 KB415c3bf0ed065b45baeb7566953133b329f55861b6100faabf6b72b1a1c761ff
training_logs/20260612_111835_vllm_metrics_explore-tis-temp10_736673.csv35.4 KBbd6febc6dab5ddb4de857ec776c3a0f5376e5f32efaf68038258d894c4f93881
training_logs/20260612_111835_vllm_metrics_explore-tis-temp10_736674.csv29.1 KB8cc9aea7b108438964d49acd4eeabf2d00cad06161ae0c29ade10968027bfb9c
training_logs/20260612_111835_vllm_metrics_explore-tis-temp10_736675.csv28.3 KBbae5d71b6914985da8cd0f2721e1cc2f3d22069dde135abb4b2b3fac9aa76ce7
training_logs/20260612_111835_vllm_metrics_table.csv2.24 MBb8cd174b8eba605c9be703c7e48e1c5886846468f1a6747ebcc18e645d9a9fb9
training_logs/explore-tis-temp10_736670.out100 MBe2fbe1fb878039cd1eaac721b558fb6ba2dd5b341c5d6835a6ab585d5c18c15c
training_logs/explore-tis-temp10_736671.out94.7 MB2ed910a4dae796fb24c9cbc8f84a98f3de882f91f7142a6894417dc38fd016af
training_logs/explore-tis-temp10_736672.out21.4 MB68ac2a81f622f86520928f531ee4afc2f7704f76b27a15f567c335200be8adf6
training_logs/explore-tis-temp10_736673.out4.59 MBaf0390f80e551afa72f4e41289bcf44c39ece603bbbe059ed60c38b2266d4398
training_logs/explore-tis-temp10_736674.out3.84 MBefc450dc75074cd33578dfeb96ce7572981129993b46167437970373ede36596
training_logs/explore-tis-temp10_736675.out3.76 MB48880f44d643aa477e3515af38287782023b1b89ba4b5d95161b34c917048bef
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
433604a244 pinned now2026-11-15 04:22 UTC39 files · 16.6 GB

Use it

$ fw get laion/explore-tis-temp10-60-8B
# manifest sha256 024ddc0f0959… · 16.6 GB · 39 files
$ fw verify ./explore-tis-temp10-60-8B laion/explore-tis-temp10-60-8B
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-temp10-60-8B.json --dir ./explore-tis-temp10-60-8B $ python3 fw.py verify ./explore-tis-temp10-60-8B ./laion__explore-tis-temp10-60-8B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/explore-tis-temp10-60-8B --revision 433604a2440418d5161b33ac4bbf6f7c207970e7 --local-dir ./explore-tis-temp10-60-8B
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
9a6e8594f0e0f4923d29a15df124dc6aeebee7366680ae50547d6ab973638aa5
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Read the license text

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Provenance

From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject: explore-tis-temp10-60-8BDate: 2026-11-15Commit: 433604aSigned: 2DC28CC7B26A283B ✓
Upstream
laion/explore-tis-temp10-60-8B
Pinned commit
433604a2440418d5161b33ac4bbf6f7c207970e7
Manifest
explore-tis-temp10-60-8B.json · .minisig
Manifest sha256
024ddc0f09590be6464288b88174a6106d2e0cdd81d014b1012eb7d2a38528bc
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:22 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/explore-tis-temp10-60-8B.json $ curl -O https://freeweights.allternit.com/manifests/laion/explore-tis-temp10-60-8B.json.minisig $ minisign -Vm explore-tis-temp10-60-8B.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

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Parent

laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink · this model is a finetune of it

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Signed manifest
minisign, key 2DC28CC7B26A283B. explore-tis-temp10-60-8B.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/explore-tis-temp10-60-8B

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