Spaces:
Runtime error
Runtime error
File size: 1,621 Bytes
331f4b7 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 | name: ReproAgent
version: 1.0.0
description: AI agent that automatically reproduces ML research papers
environment:
id: reproagent-v1
entry_point: reproagent.environment:ReproAgentEnv
observation_space:
type: Dict
spaces:
paper_features:
type: Box
low: 0.0
high: 1.0
shape: [5]
dtype: float32
repo_features:
type: Box
low: 0.0
high: 1.0
shape: [5]
dtype: float32
execution_features:
type: Box
low: 0.0
high: 1.0
shape: [5]
dtype: float32
experiment_features:
type: Box
low: 0.0
high: 1.0
shape: [5]
dtype: float32
meta_features:
type: Box
low: 0.0
high: 1.0
shape: [5]
dtype: float32
action_space:
type: Discrete
n: 50
reward_range:
min: -100
max: 200
max_episode_steps: 100
tasks:
- name: easy
description: "Clean repository with good documentation, runs first time"
difficulty: 1
success_threshold: 0.95
- name: medium
description: "Repository needs debugging and dependency fixes"
difficulty: 2
success_threshold: 0.90
- name: hard
description: "No code available, must implement from scratch"
difficulty: 3
success_threshold: 0.85
metadata:
author: ReproAgent Team
license: MIT
tags:
- research
- reproduction
- machine-learning
- debugging
- hyperparameter-tuning
frameworks:
- pytorch
- tensorflow
- jax
version: 1.0.0
creation_date: "2024"
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