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» http://www.webhostingtalk.com/showthread.php?t=1721214

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» http://www.webhostingtalk.com/showthread.php?t=1658402

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» http://www.webhostingtalk.com/showthread.php?t=1427999

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» http://www.webhostingtalk.com/showthread.php?t=1128181&highlight=soladrive

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» http://www.webhostingtalk.com/showthread.php?t=1182442&highlight=soladrive

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» (url)http://www.webhostingtalk.com/showthread.php?t=1721214 (/URL)

» (url)http://www.webhostingtalk.com/showthread.php?t=1693670 (/URL)

» (url)http://www.webhostingtalk.com/showthread.php?t=1658402 (/URL)

» (url)http://www.webhostingtalk.com/showthread.php?t=1482870&p=9450513#post9450513 (/URL)

» http://www.webhostingtalk.com/showthread.php?t=1427999

» http://www.webhostingtalk.com/showthread.php?t=1358474

» http://www.webhostingtalk.com/showthread.php?p=8844371

» http://www.webhostingtalk.com/showthread.php?p=8767309

» http://www.webhostingtalk.com/showthread.php?t=1220491

» http://www.webhostingtalk.com/showpost.php?p=8460173&postcount=21

» http://www.webhostingtalk.com/showpost.php?p=8461401&postcount=4

» http://www.webhostingtalk.com/showthread.php?t=1128181&highlight=soladrive

» http://www.webhostingtalk.com/showthread.php?t=1185960&highlight=soladrive

» (URL=’http://www.webhostingtalk.com…thread.php?t=1182442&highlight=soladrive(/URL)

The day that turns your life around… Inspiration for newbies or anyone having a hard time! :)

A personal mentor of mine is Jim Rohn. To anyone who don't know him, this video can inspire you a lot!

His wisdom has definitely changed my life around. Hope we does the same to you!

performance – Speed of Python vs Julia for Game of Life. Why is Julia slow?

To compare the speed of Julia to Python+numba, I implemented Game of Life in both languages.

For anyone who is not familiar with Game of Life: Start with a matrix of boolean entries, encoding whether a cell is alive or dead. Then, at every iteration, update the state of a cell based upon its value and the eight neighboring values.

  1. If the cell is alive, and exactly two or three neighboring cells are alive, the cell stays alive.
  2. If the cell is alive and fewer than two or more than three neighboring cells are alive, the cell dies.
  3. If a cell is dead, and exactly three neighbors are alive, it becomes alive.
  4. If none of the above applies, the cell keeps it state.

I chose a special initial condition called Acorn, just to make sure the population stays alive sufficiently long.

Here is the reference Python+numba code with the respective timing and output.

import numpy as np
import matplotlib.pyplot as plt
from time import time
from numba import njit

def acorn(n): # Initial condition
    state = np.zeros((n,n))
    mid = n//2
    state(mid,mid-2:mid+5) = 1
    state(mid,mid) = 0
    state(mid,mid+1) = 0
    state(mid+1,mid+1) = 1
    state(mid+2,mid-1) = 1
    return state>0
    
    
@njit
def update(s):
    dimx,dimy = s.shape
    nexts = np.copy(s)
    for i in range(1,dimx-1):
        for j in range(1,dimy-1):
            count = -1 if s(i,j) else 0
            for offi in (-1,0,+1):
                for offj in (-1,0,+1):
                    if s(i+offi,j+offj):
                        count += 1
                            
            if s(i,j):
                if count < 2 or count > 3:
                    nexts(i,j) = False
            else:
                if count ==3:
                    nexts(i,j) = True
    return nexts

    
def run(state,n):
    for i in range(n):
        state = update(state)  
    return state
    
n = 100
nruns = 1000
state = acorn(n)
t = time()
s = run(state,nruns)
dt = time() -t 
plt.pcolormesh(s)
plt.grid("on")
print("Elapsed time {:.5f} seconds".format(dt))
print("One run in {:.5f} seconds".format(dt/n))
print("{} runs per seconds".format(int(n/dt)))
plt.savefig("out.png")

Output (after a precompilation run):

Elapsed time 0.07883 seconds
One run in 0.00079 seconds
1268 runs per seconds

enter image description here

This seems reasonably fast on my Intel i5 notebook with 12gb of RAM and Python 3.8 and recent numpy + numba versions.

Next is the Julia code. I basically translated the Python code to Julia using my limited Julia knowledge.

using PyPlot

function acorn(n)
    mid = Int(n/2)+1
    state = zeros(n,n)
    state(mid,mid-2:mid+4) .= 1
    state(mid,mid) = 0
    state(mid,mid+1) = 0
    state(mid+1,mid+1) = 1
    state(mid+2,mid-1) = 1
    return state .> 0
end

function update!(nextstate::BitArray{2},state::BitArray{2})
    dimx,dimy = size(state)
    for i = 2:dimx-1
        for j = 2:dimy -1
            count = ifelse(state(i,j),-1,0)
            for offi in (-1,0,1)
                for offj in (-1,0,1)
                    if state(i+offi,j+offj)
                        count += 1
                    end
                end
            end
            
            if state(i,j)
               if count <2 || count > 3
                    nextstate(i,j) = false
                end
            else
                if count == 3
                    nextstate(i,j) = true
                end
            end
        end    
    end
end

function run(state,nsteps)
    nextstate = deepcopy(state)
    for i=1:nsteps
        update!(nextstate,state)
        state  = deepcopy(nextstate)
    end
    return state
end

nsteps = 1000
n = 100
state = acorn(n)
@time s = run(state,nsteps)
plt.pcolormesh(s)
plt.grid("on")

Output:

  1.746477 seconds (38.55 M allocations: 4.015 GiB, 7.56% gc time)

enter image description here

I see that there is a lot of memory allocation going on. But I am not sure about the best way to avoid this. Ultimately (unless I come up with a completely different algorithm), I do need two matrices (state array and its copy).

What do I have to change in my Julia code to reach similar or better performance than my Python code?

How do i change my google profile picture forever in life permanently?

Every time you change your profile picture on google it saves it. and i would like to know how to delete recent google profile pictures.

Python Conway’s Game of Life Implementation

I am making Conway’s game of life in python, and I am a beginner. I decided to use 6 functions overall to implement it and here they are:

Function 1: create a blank grid
input: nothing
return: a blank grid

Function 2: print a given grid
input: a grid
return: nothing

Function 3: load a pattern
input: a file name, a grid
return: nothing

Function 4: advance a grid one generation
input: a grid
return: a new grid advanced by one generation

Function 5: advance a cell one generation
input: a row, a column, a grid
return: whether the cell is alive or not (True or False)

Function 6: determine the number of living neighbors of a cell
input: a row, a column, a grid
return: the number of living neighbors of the cell

Function 5 and 6 are really just helpers to 4 because you need 6 for 5, and 5 for 4. I have done 1, 2, 3, 5, and 6, and I am working on 4 right now, but I get an error when I run my code in function 6.

living_cell = "O"
dead_cell = "-"


def create_blank_grid():
    # # line = (dead_cell for i in range(59))
    # line = ()
    # for i in range(59):
    #     line.append(dead_cell)
    #
    # # grid = (("-") * 30 for i in range(60))
    # line.append("n")
    # # grid = (line for i in range(30))

    line = ()
    for i in range(59):
        line.append(dead_cell)
    line.append("n")

    grid = ()
    for j in range(30):
        grid.append(line(:))
    

# 11 31
# 11 32
# 12 31
# 12 33
# 13 32


    return grid


# print(create_blank_grid())

def print_grid(grid):
    for i in grid:
        # print(len(i))
        for j in i:
            if j == "n":
                print(" " * (69 - 59))
            else:
                print(j, end="")

    
    return grid


# print_grid(create_blank_grid())


def load_design(file_name, grid):
    myFile = open(file_name, "r")
    coordinates = ()
    for line in myFile:
        real_line = line.split()
        row, col = real_line(0), real_line(1)
        coordinates.append((row, col))
    myFile.close()

    # turn on certain cells here

    for row, col in coordinates:
        row, col = int(row), int(col)
        # print(row, col)
        grid(row)(col) = living_cell
        # print_grid(grid)

    for i in grid:
        # print(len(i))
        for j in i:
            print(j, end="")
    # return grid
            


load_design("square.in", create_blank_grid())
# square.in just has coordinates (row, col) in str form like this:
# 11 31
# 11 32
# 12 31
# 12 32


def num_living_neighbors(row, col, grid):
    # just to make sure
    row = int(row)
    col = int(col)
    
    living_neighbors_count = 0

    # if grid(row)(col + 1) == living_cell:
    #     living_neighbors_count += 1

    # if grid(row)(col - 1) == living_cell:
    #     living_neighbors_count += 1

    # if grid((row + 1) % len(grid))(col) == living_cell:
    #     living_neighbors_count += 1

    # if grid(row - 1)(col) == living_cell:
    #     living_neighbors_count += 1

    # if grid((row + 1) % len(grid))((col + 1) % len(grid)) == living_cell:
    #     living_neighbors_count += 1

    # if grid((row + 1) % len(grid))((col - 1) % len(grid)) == living_cell:
    #     living_neighbors_count += 1

    # if grid(row - 1)(col + 1) == living_cell:
    #     living_neighbors_count += 1

    # if grid(row - 1)(col - 1) == living_cell:
    #     living_neighbors_count += 1
    
    
    if (col + 1) < len(grid(row)) and grid(row)(col + 1) == living_cell:
      living_neighbors_count += 1
      
    if (col - 1) >= 0 and grid(row)(col - 1) == living_cell:
      living_neighbors_count += 1

    if (row + 1) < len(grid(row)) and grid(row + 1)(col) == living_cell:
        living_neighbors_count += 1

    if (row - 1) >= 0 and grid(row - 1)(col) == living_cell:
        living_neighbors_count += 1

    if (((col + 1) < len(grid(row))) and (row + 1) < len(grid(row))) and grid(row + 1)(col + 1) == living_cell:
        living_neighbors_count += 1

    if (((row + 1) < len(grid(row))) and (col - 1) >= 0) and grid(row + 1)(col - 1) == living_cell:
        living_neighbors_count += 1

    if (((row - 1) >= 0) and (col + 1) < len(grid(row))) and grid(row - 1)(col + 1) == living_cell:
        living_neighbors_count += 1

    if (((row - 1) >= 0) and (col - 1) >= 0) and grid(row - 1)(col - 1) == living_cell:
        living_neighbors_count += 1
    


    return living_neighbors_count





def adv_cell_one_gen(row, col, grid):
    
    dead = ()
    living = ()
    
    # is alive, less than 2 alive neighbors
    if grid(row)(col) == living_cell and num_living_neighbors(row, col, grid) < 2:
        # grid(row)(col) = dead_cell
        # return False
        dead.append((row, col))

    # is alive, 2 or 3 alive neighbors
    if grid(row)(col) == living_cell and (
            num_living_neighbors(row, col, grid) == 2 or num_living_neighbors(row, col, grid) == 3):
        # grid(row)(col) = dead_cell
        # return True
        living.append((row, col))

    # is alive, more than 4 alive neighbors
    if grid(row)(col) == living_cell and num_living_neighbors(row, col, grid) > 4:
        # grid(row)(col) = dead_cell
        # return False
        dead.append((row, col))
        
    # is dead, has 3 alive neighbors
    if grid(row)(col) == dead_cell and num_living_neighbors(row, col, grid) == 3:
        # grid(row)(col) = dead_cell
        # return True
        living.append((row, col))
    
    for i in grid:
      for j in i:
        if (i, j) in living:
          print(living_cell)
        elif (i, j) in dead:
          print(dead_cell)
    
    

def adv_grid_one_gen(grid):
    
    for i in range(len(grid)):
      for j in range(i):
        adv_cell_one_gen(i, j, grid)
    


    
    # for i in range(len(grid)):
    #     for j in range(len(grid(i))):
    #         if adv_cell_one_gen(j, i, grid) == True:
    #             grid(i)(j) = living_cell
    #         else:
    #             grid(i)(j) = dead_cell
                
                
    return grid


# print(adv_grid_one_gen(print_grid(create_blank_grid())))
adv_grid_one_gen(create_blank_grid())

When I run this I get this error:

Traceback (most recent call last):
  File "C:/Users/Krish/python-masterclass/current-python-masterclass-remaster/HelloWorld/conway's game of life.py", line 231, in <module>
    adv_grid_one_gen(create_blank_grid())
  File "C:/Users/Krish/python-masterclass/current-python-masterclass-remaster/HelloWorld/conway's game of life.py", line 214, in adv_grid_one_gen
    adv_cell_one_gen(i, j, grid)
  File "C:/Users/Krish/python-masterclass/current-python-masterclass-remaster/HelloWorld/conway's game of life.py", line 196, in adv_cell_one_gen
    if grid(row)(col) == dead_cell and num_living_neighbors(row, col, grid) == 3:
  File "C:/Users/Krish/python-masterclass/current-python-masterclass-remaster/HelloWorld/conway's game of life.py", line 145, in num_living_neighbors
    if (row + 1) < len(grid(row)) and grid(row + 1)(col) == living_cell:
IndexError: list index out of range

I know what this means, but I am unable to understand why I got it since I tried to check before indexing so I wouldn’t get an error, or in other words, I tried to prevent this error but I still got it.

I have no clue what to do, and I would appreciate it if someone could help me with this, and preferably write out some/all of function 6 since that is the root of my problems.

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