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Mayank Ketkar

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One Week in Ray: 21 Bugs Between Us and a Production ML Pipeline
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One Week in Ray: 21 Bugs Between Us and a Production ML Pipeline

#ray #python #mlops #distributedsystems
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13 min read
The Ghost in the Batch: How vLLM Silently Switches Algorithms
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The Ghost in the Batch: How vLLM Silently Switches Algorithms

#vllm #machinelearning #gpu #determinism
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5 min read
How to Read GPU Profiling Logs: A Ground-Up Guide
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How to Read GPU Profiling Logs: A Ground-Up Guide

#gpu #profiling #performance #cuda
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7 min read
Two Ways to Move Tensors Without Stopping: Inside vLLM's Async GPU Transfer Patterns
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Two Ways to Move Tensors Without Stopping: Inside vLLM's Async GPU Transfer Patterns

#gpu #cuda #python #machinelearning
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7 min read
Your Ray Data Pipeline Works at 10K Samples. Here's Why It Crashes at 1M.
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Your Ray Data Pipeline Works at 10K Samples. Here's Why It Crashes at 1M.

#architecture #dataengineering #machinelearning #performance
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7 min read
Compiling the Vision Encoder: Squeezing 3% More Throughput from Qwen3-VL on Hopper GPUs
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Compiling the Vision Encoder: Squeezing 3% More Throughput from Qwen3-VL on Hopper GPUs

#vllm #pytorch #gpu #machinelearning
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11 min read
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