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12 changes: 12 additions & 0 deletions
12
python-parallel-processing/01_java_vs_python/Fibonacci.java
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public class Fibonacci { | ||
public static void main(String[] args) { | ||
int cpus = Runtime.getRuntime().availableProcessors(); | ||
for (int i = 0; i < cpus; i++) { | ||
new Thread(() -> fib(45)).start(); | ||
} | ||
} | ||
private static int fib(int n) { | ||
return n < 2 ? n : fib(n - 2) + fib(n - 1); | ||
} | ||
} | ||
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import os | ||
import threading | ||
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def fib(n): | ||
return n if n < 2 else fib(n - 2) + fib(n - 1) | ||
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for _ in range(os.cpu_count()): | ||
threading.Thread(target=fib, args=(35,)).start() |
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10
python-parallel-processing/02_process-based_parallelism/01_fibonacci_multiprocessing.py
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import multiprocessing | ||
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def fib(n): | ||
return n if n < 2 else fib(n - 2) + fib(n - 1) | ||
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if __name__ == "__main__": | ||
for _ in range(multiprocessing.cpu_count()): | ||
multiprocessing.Process(target=fib, args=(35,)).start() |
12 changes: 12 additions & 0 deletions
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python-parallel-processing/02_process-based_parallelism/02_fibonacci_multiprocessing_pool.py
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import multiprocessing | ||
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def fib(n): | ||
return n if n < 2 else fib(n - 2) + fib(n - 1) | ||
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if __name__ == "__main__": | ||
with multiprocessing.Pool(processes=4) as pool: | ||
results = pool.map(fib, range(40)) | ||
for i, result in enumerate(results): | ||
print(f"fib({i}) = {result}") |
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...l-processing/02_process-based_parallelism/03_fibonacci_concurrent_futures_process_pool.py
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from concurrent.futures import ProcessPoolExecutor | ||
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def fib(n): | ||
return n if n < 2 else fib(n - 2) + fib(n - 1) | ||
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if __name__ == "__main__": | ||
with ProcessPoolExecutor(max_workers=4) as executor: | ||
results = executor.map(fib, range(40)) | ||
for i, result in enumerate(results): | ||
print(f"fib({i}) = {result}") |
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python-parallel-processing/02_process-based_parallelism/04_echo_benchmark.py
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import time | ||
from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor | ||
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def echo(data): | ||
return data | ||
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if __name__ == "__main__": | ||
data = [complex(i, i) for i in range(15_000_000)] | ||
for executor in ThreadPoolExecutor(), ProcessPoolExecutor(): | ||
t1 = time.perf_counter() | ||
with executor: | ||
future = executor.submit(echo, data) | ||
future.result() | ||
t2 = time.perf_counter() | ||
print(f"{type(executor).__name__:>20s}: {t2 - t1:.2f}s") |
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5
python-parallel-processing/03_gil-immune_library/numpy_threads.py
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import numpy as np | ||
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rng = np.random.default_rng() | ||
matrix = rng.random(size=(5000, 5000)) | ||
matrix @ matrix |
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python-parallel-processing/03_gil-immune_library/requirements.txt
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numpy | ||
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#!/bin/bash | ||
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gcc $(python3-config --cflags) -shared -fPIC -O3 -o fibmodule.so fibmodule.c | ||
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37
python-parallel-processing/04_extension_module/fibmodule.c
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#include <Python.h> | ||
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int fib(int n) { | ||
return n < 2 ? n : fib(n - 2) + fib(n - 1); | ||
} | ||
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static PyObject* fibmodule_fib(PyObject* self, PyObject* args) { | ||
int n, result; | ||
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if (!PyArg_ParseTuple(args, "i", &n)) { | ||
return NULL; | ||
} | ||
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Py_BEGIN_ALLOW_THREADS | ||
result = fib(n); | ||
Py_END_ALLOW_THREADS | ||
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return Py_BuildValue("i", result); | ||
} | ||
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static PyMethodDef fib_methods[] = { | ||
{"fib", fibmodule_fib, METH_VARARGS, "Calculate the nth Fibonacci"}, | ||
{NULL, NULL, 0, NULL} | ||
}; | ||
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static struct PyModuleDef fibmodule = { | ||
PyModuleDef_HEAD_INIT, | ||
"fibmodule", | ||
"Efficient Fibonacci number calculator", | ||
-1, | ||
fib_methods | ||
}; | ||
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PyMODINIT_FUNC PyInit_fibmodule(void) { | ||
return PyModule_Create(&fibmodule); | ||
} | ||
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7
python-parallel-processing/04_extension_module/fibonacci_ext.py
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import os | ||
import threading | ||
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import fibmodule | ||
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for _ in range(os.cpu_count()): | ||
threading.Thread(target=fibmodule.fib, args=(45,)).start() |
4 changes: 4 additions & 0 deletions
4
python-parallel-processing/05_extension_module_cython/compile.sh
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#!/bin/bash | ||
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cythonize --inplace --annotate -3 fibmodule.py | ||
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20
python-parallel-processing/05_extension_module_cython/fibmodule.py
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import cython | ||
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@cython.ccall | ||
def fib(n: cython.int) -> cython.int: | ||
with cython.nogil: | ||
return _fib(n) | ||
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@cython.cfunc | ||
@cython.nogil | ||
@cython.exceptval(check=False) | ||
def _fib(n: cython.int) -> cython.int: | ||
return n if n < 2 else _fib(n - 2) + _fib(n - 1) | ||
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if cython.compiled: | ||
print("Cython compiled this module") | ||
else: | ||
print("Cython didn't compile this module") |
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8
python-parallel-processing/05_extension_module_cython/fibmodule.pyx
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cpdef int fib(int n): | ||
with nogil: | ||
return _fib(n) | ||
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cdef int _fib(int n) noexcept nogil: | ||
return n if n < 2 else _fib(n - 2) + _fib(n - 1) | ||
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7
python-parallel-processing/05_extension_module_cython/fibonacci_ext.py
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import os | ||
import threading | ||
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import fibmodule | ||
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for _ in range(os.cpu_count()): | ||
threading.Thread(target=fibmodule.fib, args=(45,)).start() |
2 changes: 2 additions & 0 deletions
2
python-parallel-processing/05_extension_module_cython/requirements.txt
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cython | ||
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#!/bin/bash | ||
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gcc -shared -fPIC -O3 -o fibonacci.so fibonacci.c |
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int fib(int n) { | ||
return n < 2 ? n : fib(n - 2) + fib(n - 1); | ||
} |
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import ctypes | ||
import os | ||
import threading | ||
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fibonacci = ctypes.CDLL("./fibonacci.so") | ||
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fib = fibonacci.fib | ||
fib.argtypes = (ctypes.c_int,) | ||
fib.restype = ctypes.c_int | ||
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for _ in range(os.cpu_count()): | ||
threading.Thread(target=fib, args=(45,)).start() |
126 changes: 126 additions & 0 deletions
126
python-parallel-processing/07_image_processing/image_processing.py
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# image_processing.py | ||
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import argparse | ||
import pathlib | ||
import time | ||
import tkinter as tk | ||
import tkinter.ttk as ttk | ||
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import numpy as np | ||
import PIL.Image | ||
import PIL.ImageTk | ||
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import parallel | ||
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class AppWindow(tk.Tk): | ||
def __init__(self, image: PIL.Image.Image) -> None: | ||
super().__init__() | ||
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# Main window | ||
self.title("Exposure and Gamma Correction") | ||
self.resizable(False, False) | ||
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# Parameters frame | ||
self.frame = ttk.LabelFrame(self, text="Parameters") | ||
self.frame.pack(fill=tk.X, padx=10, pady=10) | ||
self.frame.columnconfigure(0, weight=0) | ||
self.frame.columnconfigure(1, weight=1) | ||
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# EV slider | ||
self.var_ev = tk.DoubleVar(value=0) | ||
ev_label = ttk.Label(self.frame, text="Exposure:") | ||
ev_label.grid(row=0, column=0, sticky=tk.W, padx=10, pady=10) | ||
ev_slider = ttk.Scale( | ||
self.frame, | ||
from_=-1, | ||
to=1, | ||
orient=tk.HORIZONTAL, | ||
variable=self.var_ev, | ||
) | ||
ev_slider.bind("<B1-Motion>", self.on_slide) | ||
ev_slider.grid(row=0, column=1, sticky=tk.W + tk.E, padx=10, pady=10) | ||
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# Gamma slider | ||
self.var_gamma = tk.DoubleVar(value=1) | ||
gamma_label = ttk.Label(self.frame, text="Gamma:") | ||
gamma_label.grid(row=1, column=0, sticky=tk.W, padx=10, pady=10) | ||
gamma_slider = ttk.Scale( | ||
self.frame, | ||
from_=0.1, | ||
to=2, | ||
orient=tk.HORIZONTAL, | ||
variable=self.var_gamma, | ||
) | ||
gamma_slider.bind("<B1-Motion>", self.on_slide) | ||
gamma_slider.grid( | ||
row=1, column=1, sticky=tk.W + tk.E, padx=10, pady=10 | ||
) | ||
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# Image preview | ||
self.preview = ttk.Label(self, relief=tk.SUNKEN) | ||
self.preview.pack(padx=10, pady=10) | ||
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# Status bar | ||
self.var_status = tk.StringVar() | ||
status_bar = ttk.Label( | ||
self, anchor=tk.W, relief=tk.SUNKEN, textvariable=self.var_status | ||
) | ||
status_bar.pack(side=tk.BOTTOM, fill=tk.X) | ||
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# Image pixels | ||
self.pixels = np.array(image) | ||
self.update() | ||
self.show_preview(image) | ||
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self.mainloop() | ||
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def on_slide(self, *args, **kwargs) -> None: | ||
# Get parameters | ||
ev = 2.0 ** self.var_ev.get() | ||
gamma = 1.0 / self.var_gamma.get() | ||
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# Process pixels | ||
t1 = time.perf_counter() | ||
pixels = self.pixels.copy() | ||
parallel.process(pixels, ev, gamma) | ||
t2 = time.perf_counter() | ||
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# Render preview | ||
image = PIL.Image.fromarray(pixels) | ||
self.show_preview(image) | ||
t3 = time.perf_counter() | ||
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# Update status | ||
self.var_status.set( | ||
f"Processed in {(t2 - t1) * 1000:.0f} ms " | ||
f"(Rendered in {(t3 - t1) * 1000:.0f} ms)" | ||
) | ||
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def show_preview(self, image: PIL.Image.Image) -> None: | ||
scale = 0.75 | ||
offset = 2.0 * self.frame.winfo_height() | ||
image.thumbnail( | ||
( | ||
int(self.winfo_screenwidth() * scale), | ||
int(self.winfo_screenheight() * scale - offset), | ||
) | ||
) | ||
image_tk = PIL.ImageTk.PhotoImage(image) | ||
self.preview.configure(image=image_tk) | ||
self.preview.image = image_tk | ||
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def parse_args() -> argparse.Namespace: | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument("image_path", type=pathlib.Path) | ||
return parser.parse_args() | ||
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def main(args: argparse.Namespace) -> None: | ||
with PIL.Image.open(args.image_path) as image: | ||
AppWindow(image) | ||
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if __name__ == "__main__": | ||
main(parse_args()) |
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