https://ms-kumar.github.io/shivkumar-portfolio/tags/deep-learning/Deep LearningHugoBlox Kit (https://hugoblox.com)en-usWed, 01 Nov 2023 00:00:00 +0000https://ms-kumar.github.io/shivkumar-portfolio/media/icon_hu_1c0e9cb08cfb822a.pnghttps://ms-kumar.github.io/shivkumar-portfolio/tags/deep-learning/https://ms-kumar.github.io/shivkumar-portfolio/publications/clothformer-icrais-2023/Wed, 01 Nov 2023 00:00:00 +0000https://ms-kumar.github.io/shivkumar-portfolio/publications/clothformer-icrais-2023/<p>Read the paper on .</p>https://ms-kumar.github.io/shivkumar-portfolio/publications/dcsp-rcnn-icrais-2023/Wed, 01 Nov 2023 00:00:00 +0000https://ms-kumar.github.io/shivkumar-portfolio/publications/dcsp-rcnn-icrais-2023/<p>Read the paper on .</p>https://ms-kumar.github.io/shivkumar-portfolio/projects/dl-kernels/Fri, 01 Jan 2021 00:00:00 +0000https://ms-kumar.github.io/shivkumar-portfolio/projects/dl-kernels/<h2 id="project-details">Project Details</h2> <div class="not-prose my-6 grid grid-cols-1 gap-4"> <div class="group rounded-2xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-all hover:-translate-y-0.5 hover:border-primary-300 hover:shadow-md dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <div class="flex items-start gap-2.5"> <div class="mt-0.5 flex h-7 w-7 shrink-0 items-center justify-center rounded-lg bg-primary-600 text-[11px] font-bold text-white shadow-sm shadow-primary-500/25 dark:bg-primary-500"> 01 </div> <div> <h3 class="m-0 text-base font-semibold text-gray-900 dark:text-white">Accelerator Framework</h3> <div class="mt-1 text-sm leading-5 text-gray-600 dark:text-gray-300">Developed a PyTorch and TensorFlow software suite for high-performance accelerator training and inference.</div> </div> </div> </div> <div class="group rounded-2xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-all hover:-translate-y-0.5 hover:border-primary-300 hover:shadow-md dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <div class="flex items-start gap-2.5"> <div class="mt-0.5 flex h-7 w-7 shrink-0 items-center justify-center rounded-lg bg-primary-600 text-[11px] font-bold text-white shadow-sm shadow-primary-500/25 dark:bg-primary-500"> 02 </div> <div> <h3 class="m-0 text-base font-semibold text-gray-900 dark:text-white">Kernel Debugging</h3> <div class="mt-1 text-sm leading-5 text-gray-600 dark:text-gray-300">Analyzed and resolved kernel bugs and performance bottlenecks.</div> </div> </div> </div> <div class="group rounded-2xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-all hover:-translate-y-0.5 hover:border-primary-300 hover:shadow-md dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <div class="flex items-start gap-2.5"> <div class="mt-0.5 flex h-7 w-7 shrink-0 items-center justify-center rounded-lg bg-primary-600 text-[11px] font-bold text-white shadow-sm shadow-primary-500/25 dark:bg-primary-500"> 03 </div> <div> <h3 class="m-0 text-base font-semibold text-gray-900 dark:text-white">TPC Mapping</h3> <div class="mt-1 text-sm leading-5 text-gray-600 dark:text-gray-300">Mapped PyTorch kernels to TPC kernels in C++.</div> </div> </div> </div> <div class="group rounded-2xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-all hover:-translate-y-0.5 hover:border-primary-300 hover:shadow-md dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <div class="flex items-start gap-2.5"> <div class="mt-0.5 flex h-7 w-7 shrink-0 items-center justify-center rounded-lg bg-primary-600 text-[11px] font-bold text-white shadow-sm shadow-primary-500/25 dark:bg-primary-500"> 04 </div> <div> <h3 class="m-0 text-base font-semibold text-gray-900 dark:text-white">Custom Operators</h3> <div class="mt-1 text-sm leading-5 text-gray-600 dark:text-gray-300">Developed operators using combinations of TPC kernels.</div> </div> </div> </div> <div class="group rounded-2xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-all hover:-translate-y-0.5 hover:border-primary-300 hover:shadow-md dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <div class="flex items-start gap-2.5"> <div class="mt-0.5 flex h-7 w-7 shrink-0 items-center justify-center rounded-lg bg-primary-600 text-[11px] font-bold text-white shadow-sm shadow-primary-500/25 dark:bg-primary-500"> 05 </div> <div> <h3 class="m-0 text-base font-semibold text-gray-900 dark:text-white">Model Export</h3> <div class="mt-1 text-sm leading-5 text-gray-600 dark:text-gray-300">Converted deep learning models to ONNX for deployment.</div> </div> </div> </div> <div class="group rounded-2xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-all hover:-translate-y-0.5 hover:border-primary-300 hover:shadow-md dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <div class="flex items-start gap-2.5"> <div class="mt-0.5 flex h-7 w-7 shrink-0 items-center justify-center rounded-lg bg-primary-600 text-[11px] font-bold text-white shadow-sm shadow-primary-500/25 dark:bg-primary-500"> 06 </div> <div> <h3 class="m-0 text-base font-semibold text-gray-900 dark:text-white">Graph Validation</h3> <div class="mt-1 text-sm leading-5 text-gray-600 dark:text-gray-300">Used Netron to visualize and validate exported model graphs.</div> </div> </div> </div> <div class="group rounded-2xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-all hover:-translate-y-0.5 hover:border-primary-300 hover:shadow-md dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <div class="flex items-start gap-2.5"> <div class="mt-0.5 flex h-7 w-7 shrink-0 items-center justify-center rounded-lg bg-primary-600 text-[11px] font-bold text-white shadow-sm shadow-primary-500/25 dark:bg-primary-500"> 07 </div> <div> <h3 class="m-0 text-base font-semibold text-gray-900 dark:text-white">Performance Focus</h3> <div class="mt-1 text-sm leading-5 text-gray-600 dark:text-gray-300">Optimized execution across accelerator training and inference workloads.</div> </div> </div> </div> </div> <h2 id="tech-stack">Tech Stack</h2> <div class="not-prose my-6 grid grid-cols-1 gap-4"> <div class="rounded-xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-colors hover:border-primary-300 dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <p class="m-0 text-xs font-semibold uppercase tracking-[0.16em] text-gray-500 dark:text-gray-400">Frameworks &amp; Data</p> <div class="mt-3 flex flex-wrap gap-2"> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">Python</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">NumPy</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">Pandas</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">PyTorch</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">TensorFlow</span> </div> </div> <div class="rounded-xl border border-gray-200 bg-white/70 p-4 shadow-sm transition-colors hover:border-primary-300 dark:border-white/[0.08] dark:bg-white/[0.03] dark:hover:border-primary-500/40"> <p class="m-0 text-xs font-semibold uppercase tracking-[0.16em] text-gray-500 dark:text-gray-400">Acceleration &amp; Tooling</p> <div class="mt-3 flex flex-wrap gap-2"> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">C&#43;&#43;</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">TPC Kernels</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">ONNX</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">Netron</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">VS Code</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">Linux</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">Git</span> <span class="rounded-full border border-primary-200 bg-primary-50 px-2.5 py-1 text-xs font-medium text-primary-700 dark:border-primary-500/20 dark:bg-primary-500/10 dark:text-primary-300">JIRA</span> </div> </div> </div>