File size: 1,374 Bytes
c780f59 d5c6f39 c780f59 d5c6f39 c780f59 d5c6f39 | 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 | name: kernel_writer
version: 1.0.0
description: |
Real world CUDA kernel engineering environment for iterative optimization, code review checks and performance driven reward shaping.
environment:
type: code_optimization
runtime: python3.12.3
containerized: true
metadata:
tags:
- openenv
- CUDA
- kernel_optimization
- reinforcement_learning
author: aaloksan
tasks:
- id: vector_add_easy
name: "Vector Addition Kernel Optimization"
difficulty: easy
objective: "Improve memory throughput while preserving correctness."
grader: deterministic_rule_based
- id: matmul_medium
name: "Matrix Multiplication Kernel Optimization"
difficulty: medium
objective: "Apply shared-memory tiling and synchronization safely."
grader: deterministic_rule_based
- id: reduction_hard
name: "Reduction Kernel Optimization"
difficulty: hard
objective: "Use warp-level optimization and reduce memory conflicts."
grader: deterministic_rule_based
interfaces:
reset:
method: POST
path: /reset
returns: initial observation, metadata info
step:
method: POST
path: /step
returns: observation, reward, done, info
state:
method: GET
path: /state
returns: current environment state
baseline:
script: inference.py
model_env_var: MODEL_NAME
api_key_env_var: OPENAI_API_KEY
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