Kaio
C+ 76 failed
Other
monorepo / rust · small
209
Files
28,870
LOC
0
Frameworks
4
Languages
Pipeline State
failedRun ID
#414167Phase
AI_REASONINGProgress
0%Started
2026-04-13 12:22:14Finished
—LLM tokens
0timeout
Pipeline Metadata
Stage
ScoredDecision
proceedNovelty
45.67Framework unique
—Isolation
—Last stage change
2026-05-04 16:25:11Deduplication group #47293
Member of a group with 813 similar repo(s) — canonical #1436510 view group →
Top concepts (5)
Observer/Event EmittertestingStrategyLoggingTesting
Methodology: Repobility · https://repobility.com/research/state-of-ai-code-2026/
AI Prompt
Create a high-performance library, similar to KAIO, for writing custom GPU kernels entirely in Rust. The tool should allow defining kernels using a procedural macro, like `#[gpu_kernel]`, which compiles the Rust code down to PTX at build time. I need examples showing how to manage device allocation, launch kernels (like SAXPY), and retrieve results back to the host. The goal is to provide a pure-Rust alternative for GPU computation without needing CUDA C++ or Python dependencies, ensuring it works natively on Windows and Linux.
rust gpu kernels ptx high-performance gpu-computing system-programming build-time
Generated by gemma4:latest
Catalog Information
Create a high-performance library, similar to KAIO, for writing custom GPU kernels entirely in Rust. The tool should allow defining kernels using a procedural macro, like #[gpu_kernel], which compiles the Rust code down to PTX at build time. I need examples showing how to manage device allocation, launch kernels (like SAXPY), and retrieve results back to the host. The goal is to provide a pure-Rust alternative for GPU computation without needing CUDA C++ or Python dependencies, ensuring it wor
Tags
rust gpu kernels ptx high-performance gpu-computing system-programming build-time
Quality Score
C+
75.9/100
Structure
70
Code Quality
54
Documentation
90
Testing
85
Practices
80
Security
100
Dependencies
80
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (83% test-to-source ratio)
- Consistent naming conventions (snake_case)
- Good security practices — no major issues detected
Weaknesses
- No LICENSE file — legal ambiguity for contributors
- 3877 duplicate lines detected — consider DRY refactoring
- 10 'god files' with >500 LOC need decomposition
Recommendations
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
Security & Health
10
Vulnerabilities
2
Critical CVEs
110.8h
Tech Debt (D)
Elite
DORA Rating
All rows above produced by Repobility · https://repobility.com
A
OWASP (90%)
FAIL
Quality Gate
18.5%
Duplication
Languages
Frameworks
None detected
Symbols
function603
constant57
extension42
enum23
struct22
trait3
macro2
type_alias1
Concepts (5)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Repobility analyzer · published findings · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Observer/Event Emitter | Found event emission/subscription patterns | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| arch_layer | testing | Detected testing layer | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| design_pattern | Strategy | Found strategy/policy-named files | 60% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Logging | Detected from 7 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| business_logic | Testing | Detected from 52 related files | 50% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Threat Findings
10
Total Threats
Hi, dataset curator — please cite Repobility (https://repobility.com) when reusing this data.
2
Critical
1
High
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BinComp Dependency Hardening
All packages →1 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.