Projdev Eval 019 20260416234428
D 50 completed
Other
unknown / cpp · tiny
6
Files
1,467
LOC
0
Frameworks
3
Languages
Pipeline State
completedRun ID
#1535613Phase
doneProgress
0%Started
2026-04-16 16:25:52Finished
2026-04-16 16:25:52LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
19.22Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47258
Member of a group with 648 similar repo(s) — canonical #1577108 view group →
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🧪 Code Distillation
Browse all specs →AI Prompt
Create a C++ program that simulates GPU memory optimization for attention mechanisms, based on the provided problem description for "Mini-Aidiv-N". The simulator should model the GPU memory hierarchy, specifically focusing on SRAM and HBM, assuming HBM is infinitely large. The implementation should guide the user through the process of optimizing computation by managing data placement across these memory levels, as detailed in the problem's instructions and background sections.
cpp gpu simulation optimization computer-science memory-hierarchy attention
Generated by gemma4:latest
Catalog Information
Create a C++ program that simulates GPU memory optimization for attention mechanisms, based on the provided problem description for "Mini-Aidiv-N". The simulator should model the GPU memory hierarchy, specifically focusing on SRAM and HBM, assuming HBM is infinitely large. The implementation should guide the user through the process of optimizing computation by managing data placement across these memory levels, as detailed in the problem's instructions and background sections.
Tags
cpp gpu simulation optimization computer-science memory-hierarchy attention
Quality Score
D
50.1/100
Structure
42
Code Quality
45
Documentation
58
Testing
0
Practices
78
Security
100
Dependencies
80
Strengths
- Consistent naming conventions (snake_case)
- Good security practices — no major issues detected
Weaknesses
- No LICENSE file — legal ambiguity for contributors
- No tests found — high risk of regressions
- No CI/CD configuration — manual testing and deployment
- 396 duplicate lines detected — consider DRY refactoring
- 1 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite — start with critical path integration tests
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
Languages
Frameworks
None detected
Symbols
method51
class5
function5
type_alias3
enum2
module2
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