cvat-ai/cvat
Oct 2025 – Oct 2025
1 Month active
Languages Used
PythonSQL
Technical Skills
API DevelopmentBackend DevelopmentDjangoTesting
Denis Malin
PROFILE
Denis Malin
Worked on the cvat-ai/cvat repository to implement a configurable job limit feature, introducing MAX_JOBS_PER_TASK to control the number of jobs created per task while excluding ground-truth jobs from this cap. The solution enforced the limit during task creation and included comprehensive API endpoint tests to validate correct behavior. This backend enhancement, developed using Python and Django, focused on improving resource management and ensuring predictable scaling of tasks to jobs. The work also integrated testing practices to maintain API reliability and CI stability. No major bugs were addressed during this period, with efforts concentrated on feature development and robust validation.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
1Total
Bugs
0
Commits
1
Features
1
Lines of code
182
Activity Months1
Your Network
32 peopleShared Repositories
32
Prathamesh PatilMember
Andrei StronginMember
Andrei StronginMember
Andrey ZhavoronkovMember
Boris SekachevMember
Boris SekachevMember
MhhhxXMember
cuiweiyuanMember
Daniel BorgesMember
Work History
October 2025
1 Commits • 1 Features
Oct 1, 2025October 2025 CVAT development: Implemented MAX_JOBS_PER_TASK to cap the number of jobs per task and enforce the limit during task creation. Ground-truth jobs are excluded from the limit, and API endpoint tests were added to validate the behavior. The change is backed by the commit 'Introduce job limit per task (#9888)'. This feature enhances resource management, prevents over-subscription, and improves predictability of task-to-job scaling across user workloads. No major bugs fixed were recorded in the provided data. Overall impact: tighter governance of task/job workloads, safer auto-scaling, and stronger API reliability. Technologies demonstrated include Python backend changes, API design, testing (endpoint tests), and CI integration. Business value includes more predictable throughput, better resource utilization, and reduced risk of runaway job creation.
1 Commits • 1 Features
Oct 1, 2025October 2025 CVAT development: Implemented MAX_JOBS_PER_TASK to cap the number of jobs per task and enforce the limit during task creation. Ground-truth jobs are excluded from the limit, and API endpoint tests were added to validate the behavior. The change is backed by the commit 'Introduce job limit per task (#9888)'. This feature enhances resource management, prevents over-subscription, and improves predictability of task-to-job scaling across user workloads. No major bugs fixed were recorded in the provided data. Overall impact: tighter governance of task/job workloads, safer auto-scaling, and stronger API reliability. Technologies demonstrated include Python backend changes, API design, testing (endpoint tests), and CI integration. Business value includes more predictable throughput, better resource utilization, and reduced risk of runaway job creation.
October 2025
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Quality Metrics
Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance80.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
PythonSQL
Technical Skills
API DevelopmentBackend DevelopmentDjangoTesting
Repositories Contributed To
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