LLM-Training-Puzzles
GPU-Puzzles
| LLM-Training-Puzzles | GPU-Puzzles | |
|---|---|---|
| 2 | 12 | |
| 734 | 5,090 | |
| - | - | |
| 6.9 | 3.4 | |
| 4 months ago | 4 months ago | |
| Jupyter Notebook | Jupyter Notebook | |
| MIT License | MIT License |
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LLM-Training-Puzzles
GPU-Puzzles
- Solve Puzzles. Learn CUDA
- GPU Puzzles
- Understanding Automatic Differentiation in 30 lines of Python
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FlashAttention-2, 2x faster than FlashAttention
I found it helpful to start with CUDA on numba since it lets you write GPU kernels in python. Assuming you're like most ML engineers and you're more familiar with python than C++, this allows you to separately learn CUDA concepts from also learning C++ at the same time. There's also a set of GPU puzzles for beginners [1] using to get started with numba CUDA.
[1] https://github.com/srush/GPU-Puzzles
- [Computer Science] srush/GPU-Puzzles: Solve puzzles. Learn CUDA.
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Build on AWS Weekly - S1 E2 - Breaking Blocks with Terraform
Are you having fun with Machine Learning? Go and teach yourself beginner GPU programming with this wonderful notebook: GitHub repo
- GPU-Puzzles: Solve Puzzles. Learn CUDA
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[D] What are some good resources to learn CUDA programming?
Practice puzzles: https://github.com/srush/GPU-Puzzles
- Learn GPU programming in interactive fashion
What are some alternatives?
lida - Automatic Generation of Visualizations and Infographics using Large Language Models
vscode-infracost - See cost estimates for Terraform right in your editor💰📉
ReAct - [ICLR 2023] ReAct: Synergizing Reasoning and Acting in Language Models
triton - Development repository for the Triton language and compiler
text-generation-webui-colab - A colab gradio web UI for running Large Language Models
cutlass - CUDA Templates for Linear Algebra Subroutines
chameleon-llm - Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
carbon-lang - Carbon Language's main repository: documents, design, implementation, and related tools. (NOTE: Carbon Language is experimental; see README)
ragas - Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines
terraform-minecraft - A Terraform Script that can deploy Minecraft Servers
owl - Owl - OCaml Scientific Computing @ https://ocaml.xyz
Tensor-Puzzles - Solve puzzles. Improve your pytorch.