geoffreygarrett

We couldn’t find that file to show.

geoffreygarrett

import numpy as np
from CNN_Class import CNN, random_split, CustomDataset
import pygmo as pg

NORMALIZE = True
IMAGE_PATH = 'database/'
dataset = CustomDataset(image_path=IMAGE_PATH, normalise=NORMALIZE, train=True)
lengths = [10000, 10778]  # train data and test data
train_dataset, test_dataset = random_split(dataset, lengths)  # 20778

geoffreygarrett

def argument_input_interface(
        n_conv,
        kernel_conv,
        stride_conv,
        kernel_pool,
        stride_pool,
        n_layers,
        dim1=(6, 32),
        dim2=(120, 40)
):

geoffreygarrett

>> Signature for class instantiation.
# trial = CNN(train_dataset,
#             test_dataset,
#             n_conv,
#             dim1,
#             kernel_conv,
#             stride_conv,
#             kernel_pool,
#             stride_pool,
#             n_layers,

geoffreygarrett

/usr/bin/python3 /home/ggarrett/Repositories/DeepLearning/CNN_Class.py
LOADING DATA...
DATA LOADING SUCCESSFUL
PRESS ENTER TO START TRAINING
Net(
  (conv0): Conv2d(3, 6, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
  (conv1): Conv2d(6, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (conv2): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (fc0): Linear(in_features=1152, out_features=120, bias=True)

geoffreygarrett

#!/bin/bash

DATE="$(date +%d-%b-%Y)"
USER="$(id -u -n)"
BACKUP_PATH="/media/${USER}/$1/Ubuntu_Backup-$DATE"

# Define folders to backup from home.
declare -a arr=("Documents" "Desktop" "Picture" "PycharmProjects" "Repositories"	"InspiringCodeSnippets" "University")

function backup_folder() {

geoffreygarrett

# REFERENCE: https://stackoverflow.com/questions/4505747/how-should-i-structure-a-python-package-that-contains-cython-code 
# github) (I don't expect this to be a popular package, but it was a good chance to learn Cython).
# This method relies on the fact that building a .pyx file with Cython.Distutils.build_ext (at least with Cython version 0.14) always seems to create a .c file in the same directory as the source .pyx file.
# Here is a cut-down version of setup.py which I hope shows the essentials:

from distutils.core import setup
from distutils.extension import Extension

try:
    from Cython.Distutils import build_ext

geoffreygarrett

import json
import os

AE4878_path = os.path.dirname(os.path.realpath(__file__))
with open(os.path.join(AE4878_path,'constants.json')) as handle:
    course_constants = json.loads(handle.read())

geoffreygarrett

{
  "AU": {
    "unit": "u.km",
    "val": 149597870.66
  },
  "DS": {
    "unit": "u.s",
    "val": 86164.1004
  },
  "iDelfi": {