[pull] main from ashvardanian:main

.vscode/settings.json

@@ -122,7 +122,9 @@
     "unscalable",
     "Uring",
     "Vardanian",
+    "Verilog",
     "vfmadd",
+    "VHDL",
     "VNNI",
     "VPCLMULQDQ",
     "Weis",

CMakeLists.txt

@@ -8,7 +8,7 @@ cmake_minimum_required(VERSION 3.25.2 FATAL_ERROR)
 # Project Setup
 # ------------------------------------------------------------------------------
 project(less_slow
-  VERSION 0.9.0
+  VERSION 0.9.1
   LANGUAGES C CXX ASM
   DESCRIPTION "Learning how to write Less Slow code, from numerical micro-kernels and SIMD to coroutines, ranges, and polymorphic state machines"
   HOMEPAGE_URL "https://github.com/ashvardanian/less_slow.cpp")

README.md

@@ -34,7 +34,8 @@ Some of the highlights include:
 - __CUDA C++, [PTX](https://en.wikipedia.org/wiki/Parallel_Thread_Execution) Intermediate Representations, and SASS__, and how do they differ from CPU code?
 - __How to choose between intrinsics, inline `asm`, and separate `.S` files__ for your performance-critical code?
 - __Tensor Cores & Memory__ differences on CPUs, and Volta, Ampere, Hopper, and Blackwell GPUs!
-- __What are Encrypted Enclaves__ and what's the latency of Intel SGX, AMD SEV, and ARM Realm? 🔜
+- __How coding FPGA differs from GPU__ and what is High-Level Synthesis, Verilog, and VHDL? 🔜 #36
+- __What are Encrypted Enclaves__ and what's the latency of Intel SGX, AMD SEV, and ARM Realm? 🔜 #31
 
 To read, jump to the [`less_slow.cpp` source file](https://github.com/ashvardanian/less_slow.cpp/blob/main/less_slow.cpp) and read the code snippets and comments.
 Follow the instructions below to run the code in your environment and compare it to the comments as you read through the source.
@@ -109,6 +110,23 @@ Alternatively, use the Linux `perf` tool for performance counter collection:
 sudo perf stat taskset 0xEFFFEFFFEFFFEFFFEFFFEFFFEFFFEFFF build_release/less_slow --benchmark_enable_random_interleaving=true --benchmark_filter=super_sort
 ```
 
+## Project Structure
+
+The primary file of this repository is clearly the `less_slow.cpp` C++ file with CPU-side code.
+Several other files for different hardware-specific optimizations are created:
+
+```sh
+$ tree .
+.
+├── CMakeLists.txt          # Build & assembly instructions for all files
+├── less_slow.cpp           # Primary CPU-side benchmarking code with the majority of examples
+├── less_slow_amd64.S       # Hand-written Assembly kernels for 64-bit x86 CPUs
+├── less_slow_aarch64.S     # Hand-written Assembly kernels for 64-bit Arm CPUs
+├── less_slow.cu            # CUDA C++ examples for parallel algorithms for Nvidia GPUs
+├── less_slow_sm70.ptx      # Hand-written PTX IR kernels for Nvidia Volta GPUs
+└── less_slow_sm90a.ptx     # Hand-written PTX IR kernels for Nvidia Hopper GPUs
+```
+
 ## Memes and References
 
 Educational content without memes?!

VERSION

@@ -1 +1 @@
-0.9.0
+0.9.1