alt.freeweights.text / rl_pymethods2test-r2egym_terminus-structured

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

rl_pymethods2test-r2egym_terminus-structured

Date: 2026-11-15Commit: 8707980Signed: 2DC28CC7B26A283B ✓

Text generation model with 8.2B parameters. Safetensors weights, 16.4 GB in all. Published by laion under Apache-2.0.

8.2B params16.4GBrl_pymethods2test-r2egym_terminus-structuredsafetensorspermissive

FactsParams8.2BSize16.4 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive

$ fw get laion/rl_pymethods2test-r2egym_terminus-structured
# manifest sha256 ff0a061ceb73… · 16.4 GB · 16 files
$ fw verify ./rl_pymethods2test-r2egym_terminus-structured laion/rl_pymethods2test-r2egym_terminus-structured

From sourceHosted (signed)laion/rl_pymethods2test-r2egym_terminus-structuredLast check: 2026-11-15 04:30 UTC

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Fine-tune of r2egym-nl2bash-stack-bugsseq-fixthink-again.

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

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Autoevals

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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: 16.4 GB
Weights: 16.4 GB (safetensors)
Parameters: 8.2B
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: laion/r2egym-nl2bash-stack-bugsseq-fixthink-again

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 04:30 UTC	passed

Model card

From the publisher at commit 8707980. Shown as plain text with links; images open at the publisher.

rl_pymethods2test-r2egym_terminus-structured#

RL-trained Qwen3-8B with structured tool calls (terminus-structured agent).

Training Pipeline#

SFT (r2egym+nl2bash+swesmith) → RL mixed dataset (37 steps) → RL full r2egym (55 steps) → RL pymethods2test (156 steps, full epoch)

Key Results#

SWEBench-100 pass@3: 37-42% (depending on eval run)
Pymethods2test pass@8: 91-97%
SWEBench in-train eval: up to 14 fully solved at various checkpoints
Training on test-writing (pymethods) maintains code-editing ability (SWEBench)

Training Details#

Base model: laion/r2egym-nl2bash-stack-bugsseq-fixthink-again
Agent: terminus-structured (bash, view, edit, create, search tools)
Algorithm: RLOO-N
Learning rate: 1e-5
Context: 32k (24k input + 8k output)
Framework: BenSkyRL + Harbor (JSC HPC)

Usage#

from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained("laion/rl_pymethods2test-r2egym_terminus-structured")
tokenizer = AutoTokenizer.from_pretrained("laion/rl_pymethods2test-r2egym_terminus-structured")

Files

16 files · 16.4 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.

Hide all 16 files with their sha256

File	Size	sha256
.gitattributes	1.57 KB	34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md	1.49 KB	aaaecc89f0b2b932593ae2ccec9476e652bda172839ebf3058267227118260fa
added_tokens.json	707 B	c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
chat_template.jinja	4.17 KB	a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json	1.54 KB	ba0034e547c55d23e895919cd5ae10d05eefdda9562463b2c4a4c0fbeb32d698
generation_config.json	188 B	d62d5449628acccf95dca468b1ff99002b3d0d428dfcdbe132f1be35a815a97b
merges.txt	1.67 MB	8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors	5.29 GB	03eb32d6a0739f4dd21513790ba9b7c92e5ebeb66895268d75151283c313bd6a
model-00002-of-00004.safetensors	5.30 GB	8e8a7e363e6ab012ec13276a16d8a9f956b176cb6c45fb808dc2fdff31a0d90a
model-00003-of-00004.safetensors	5.36 GB	179e3fa47d25ffc622b39ab564ad6720f6970ca8f66b39857e1c12760ea16593
model-00004-of-00004.safetensors	428 MB	819f25c92b6b237810925048b7f99997195efd61f3e2c5e9378dc030eed3fef4
model.safetensors.index.json	32.9 KB	d25b6d9f406fc3e6d0472554555295ab62e1788f1db4ee1e87f597cd481fb73b
special_tokens_map.json	613 B	76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json	11.4 MB	aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json	5.43 KB	3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
vocab.json	2.78 MB	ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910

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

Upstream commit	Date	Contents
870798063a pinned now	2026-11-15 04:30 UTC	16 files · 16.4 GB

Use it

$ fw get laion/rl_pymethods2test-r2egym_terminus-structured
# manifest sha256 ff0a061ceb73… · 16.4 GB · 16 files
$ fw verify ./rl_pymethods2test-r2egym_terminus-structured laion/rl_pymethods2test-r2egym_terminus-structured

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

$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/rl_pymethods2test-r2egym_terminus-structured.json --dir ./rl_pymethods2test-r2egym_terminus-structured
$ python3 fw.py verify ./rl_pymethods2test-r2egym_terminus-structured ./laion__rl_pymethods2test-r2egym_terminus-structured.json

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

$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/rl_pymethods2test-r2egym_terminus-structured --revision 870798063a27549b8b62d348dc2769f1972baa1c --local-dir ./rl_pymethods2test-r2egym_terminus-structured

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/rl_pymethods2test-r2egym_terminus-structured", revision="870798063a27549b8b62d348dc2769f1972baa1c")
model = AutoModelForCausalLM.from_pretrained("laion/rl_pymethods2test-r2egym_terminus-structured", revision="870798063a27549b8b62d348dc2769f1972baa1c", device_map="auto")

vLLMServe an OpenAI-compatible API.

$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve laion/rl_pymethods2test-r2egym_terminus-structured --revision 870798063a27549b8b62d348dc2769f1972baa1c

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: aaaecc89f0b2b932593ae2ccec9476e652bda172839ebf3058267227118260fa
Terms gate: No extra terms beyond the license.

Read the license text

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Provenance

From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject: rl_pymethods2test-r2egym_terminus-structuredDate: 2026-11-15Commit: 8707980Signed: 2DC28CC7B26A283B ✓

Upstream: laion/rl_pymethods2test-r2egym_terminus-structured
Pinned commit: 870798063a27549b8b62d348dc2769f1972baa1c
Manifest: rl_pymethods2test-r2egym_terminus-structured.json · .minisig
Manifest sha256: ff0a061ceb73b74e834b6bf9178759b86c0335d5c8354adbf7209026b0621aa9
Signature: minisign, Ed25519, key 2DC28CC7B26A283B
Created: 2026-11-15 04:30 UTC
Generator: freeweights-manifest/0.1.0
Takedowns: None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/rl_pymethods2test-r2egym_terminus-structured.json
$ curl -O https://freeweights.allternit.com/manifests/laion/rl_pymethods2test-r2egym_terminus-structured.json.minisig
$ minisign -Vm rl_pymethods2test-r2egym_terminus-structured.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/r2egym-nl2bash-stack-bugsseq-fixthink-again · 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/rl_pymethods2test-r2egym_terminus-structured

Open in Freeweights Studio

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

Signed manifest

minisign, key 2DC28CC7B26A283B. rl_pymethods2test-r2egym_terminus-structured.json. Provenance. Takedown history: none.

Source

huggingface.co/laion/rl_pymethods2test-r2egym_terminus-structured

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rl_pymethods2test-r2egym_terminus-structured

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Overview

Model card

rl_pymethods2test-r2egym_terminus-structured#

Training Pipeline#

Key Results#

Training Details#

Usage#

Files

Use it

License

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