Tag: GPU
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GPU vs CPU Inference: 5 Scenarios, Real Costs & Latency
GPU vs CPU inference across 5 traffic scenarios: real costs, latency benchmarks, and when each makes sense. BERT/ResNet/Whisper tested on AWS.
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Kubeflow Pipeline GPU Stalls: 5 Pod Resource Limit Fixes
Fix 5 GPU stalling issues in Kubeflow pipelines caused by resource request mismatches. Real cluster examples, pod QoS traps, and taint tolerations.
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FlashAttention-2 vs xFormers: H100 Cost at 100M Tokens
Compare FlashAttention-2 vs xFormers on H100 GPUs for 100M token training. Discover which framework cuts costs and boosts speed for LLM workloads.
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LoRA vs QLoRA vs Full Fine-tuning: GPU Memory Benchmarks
Full fine-tuning costs $5/hr on A100. QLoRA drops it to $0.50 on T4 โ with matching accuracy at rank 64. Real memory breakdowns + 47-run benchmark.