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Build GPU Infrastructure Workload Allocator with AI SDK and Milvus — evaluation

Evaluates GPU workload node assignment efficiency and cost reduction score.

Evaluation type
task based
Challenge
Build GPU Infrastructure Workload Allocator with AI SDK and Milvus
Difficulty
Intermediate
Rigor
Not declared

The author has not specified a rigor level.

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Evaluation overview

How the linked challenge is judged: tasks, benchmarks, and criteria count.

Tasks
1
Benchmarks
0
Criteria
0

Task templates

Inputs and expected outputs.

Task 1

gpu_workload_match

Matches incoming deep learning training job profile with optimal cloud GPU instance.

Input format

JSON containing batch_size, model_params_billions, memory_gb, max_budget_usd

Output format

JSON containing assigned_instance, cost_per_hour, and vector_distance