From 8068099897d105d2c9a2b4a42be137b9b6871a3d Mon Sep 17 00:00:00 2001 From: arnaucode Date: Sat, 28 Oct 2017 12:10:28 +0200 Subject: [PATCH] training neural network ok, needs too much ram. Started implementation of the server --- .gitignore | 1 + cropObjects/.gitignore | 4 + cropObjects/README.md | 37 +++++ cropObjects/detectObject.py | 57 +++++++ cropObjects/detectObject.pyc | Bin 0 -> 2380 bytes cropObjects/detectObjects.py | 24 +++ cropObjects/detectObjects.pyc | Bin 0 -> 1091 bytes cropObjects/main.py | 42 ++++++ imagesToDataset/.gitignore | 2 + imagesToDataset/README.md | 37 +++++ imagesToDataset/dataset.npy | Bin 0 -> 5075826 bytes imagesToDataset/main.py | 47 ++++++ imagesToDataset/openDataset.py | 16 ++ nnTrain/.gitignore | 1 + nnTrain/README.md | 24 +++ nnTrain/dataset.npy | Bin 0 -> 5075826 bytes nnTrain/nn.pkl | 265 +++++++++++++++++++++++++++++++++ nnTrain/predict.py | 32 ++++ nnTrain/train.py | 62 ++++++++ serverPredictor/.gitignore | 1 + serverPredictor/loadNN.py | 0 serverPredictor/main.py | 63 ++++++++ serverPredictor/nn.pkl | 265 +++++++++++++++++++++++++++++++++ serverPredictor/test.sh | 10 ++ serverPredictor/test1.png | Bin 0 -> 72946 bytes serverPredictor/test2.png | Bin 0 -> 155554 bytes 26 files changed, 990 insertions(+) create mode 100644 .gitignore create mode 100644 cropObjects/.gitignore create mode 100644 cropObjects/README.md create mode 100644 cropObjects/detectObject.py create mode 100644 cropObjects/detectObject.pyc create mode 100644 cropObjects/detectObjects.py create mode 100644 cropObjects/detectObjects.pyc create mode 100644 cropObjects/main.py create mode 100644 imagesToDataset/.gitignore create mode 100644 imagesToDataset/README.md create mode 100644 imagesToDataset/dataset.npy create mode 100644 imagesToDataset/main.py create mode 100644 imagesToDataset/openDataset.py create mode 100644 nnTrain/.gitignore create mode 100644 nnTrain/README.md create mode 100644 nnTrain/dataset.npy create mode 100644 nnTrain/nn.pkl create mode 100644 nnTrain/predict.py create mode 100644 nnTrain/train.py create mode 100644 serverPredictor/.gitignore create mode 100644 serverPredictor/loadNN.py create mode 100644 serverPredictor/main.py create mode 100644 serverPredictor/nn.pkl create mode 100644 serverPredictor/test.sh create mode 100644 serverPredictor/test1.png create mode 100644 serverPredictor/test2.png diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..d059a98 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +serverGo diff --git a/cropObjects/.gitignore b/cropObjects/.gitignore new file mode 100644 index 0000000..e4effa1 --- /dev/null +++ b/cropObjects/.gitignore @@ -0,0 +1,4 @@ +object +noobject +*.jpeg +*.png diff --git a/cropObjects/README.md b/cropObjects/README.md new file mode 100644 index 0000000..d11883e --- /dev/null +++ b/cropObjects/README.md @@ -0,0 +1,37 @@ +# imagesToDataset +Gets all the images from the directories 'object' and 'noobject', and puts in a dataset file. +The dataset file is a dataset.data file that contains 2 columns: +- images arrays of pixels +- 0 or 1, depending if is from the 'noobject' or 'object' directory + + +First, install the libraries. + +### install scikit-learn +http://scikit-learn.org/stable/install.html +pip install -U scikit-learn + +### install scikit-image +http://scikit-image.org/download +pip install -U scikit-image + +### install numpy +https://www.scipy.org/install.html +python -m pip install --upgrade pip +pip install --user numpy scipy matplotlib ipython jupyter pandas sympy nose + +### install Pillow +http://pillow.readthedocs.io/en/3.0.x/installation.html +(sudo) pip install Pillow + +### install matplotlib +https://matplotlib.org/users/installing.html +python -mpip install -U pip +python -mpip install -U matplotlib + +may need to install python-tk: +sudo apt-get install python-tk + + +## to run +python readDataset.py diff --git a/cropObjects/detectObject.py b/cropObjects/detectObject.py new file mode 100644 index 0000000..cc7d792 --- /dev/null +++ b/cropObjects/detectObject.py @@ -0,0 +1,57 @@ +import numpy as np +from PIL import Image +import matplotlib.pyplot as plt + +import os +from skimage import io + +from skimage import color +from skimage import filters + + + +def imgFileToData(path): + image = Image.open(path) + image_data = np.asarray(image) + return image_data + +def imgFileToData2(path): + img = io.imread(path) + return img + +def detectObj(image_data): + #image_data_blue = image_data[:,:,2] + image_data_blue = color.rgb2grey(image_data) + #image_data_blue = threshold(image_data) + + median_blue = np.median(image_data_blue) + print median_blue + median_blue = median_blue - median_blue/1.5 + print median_blue + print image_data_blue + + non_empty_columns = np.where(image_data_blue.min(axis=0) thresh + return binary + +def prova(img): + #return color.rgb2grey(img) + return img + +def crop(image_data, box): + return image_data[box[0]:box[1], box[2]:box[3]] + +def saveDataToImageFile(data, filename): + image = Image.fromarray(data) + image.save(filename) diff --git a/cropObjects/detectObject.pyc b/cropObjects/detectObject.pyc new file mode 100644 index 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HcmV?d00001 diff --git a/cropObjects/detectObjects.py b/cropObjects/detectObjects.py new file mode 100644 index 0000000..a970b83 --- /dev/null +++ b/cropObjects/detectObjects.py @@ -0,0 +1,24 @@ +import cv2 +#reading the image +#image = cv2.imread("demo.jpeg") + +def detectObjects(image): + edged = cv2.Canny(image, 10, 250) + cv2.imshow("Edges", edged) + cv2.waitKey(0) + + #applying closing function + kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (7, 7)) + closed = cv2.morphologyEx(edged, cv2.MORPH_CLOSE, kernel) + cv2.imshow("Closed", closed) + cv2.waitKey(0) + + #finding_contours + (_, cnts, _) = cv2.findContours(closed.copy(), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE) + + for c in cnts: + peri = cv2.arcLength(c, True) + approx = cv2.approxPolyDP(c, 0.02 * peri, True) + cv2.drawContours(image, [approx], -1, (0, 255, 0), 2) + cv2.imshow("Output", image) + cv2.waitKey(0) diff --git a/cropObjects/detectObjects.pyc b/cropObjects/detectObjects.pyc new file mode 100644 index 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+S'\x00\x00\x00\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\x00\x00\x00' +p103 +tp104 +bsS'y_type_' +p105 +Vmulticlass +p106 +sS'pos_label' +p107 +I1 +sS'_sklearn_version' +p108 +S'0.19.0' +p109 +sbasb. \ No newline at end of file diff --git a/nnTrain/predict.py b/nnTrain/predict.py new file mode 100644 index 0000000..bada913 --- /dev/null +++ b/nnTrain/predict.py @@ -0,0 +1,32 @@ +from sklearn.neural_network import MLPClassifier +from skimage import io + +img1 = io.imread("imgs/25.png") +img2 = io.imread("imgs/24.png") +img3 = io.imread("imgs/104.png") + +img4 = io.imread("otherimgs/image_0008.jpg") + + +data_train = [img1, img2, img3, img4] +data_labels = [1, 1, 1, 0] +data_test = [img4, img3] +clf = MLPClassifier(solver='lbfgs', alpha=1e-5, + hidden_layer_sizes=(5,2), random_state=1) +clf.fit(data_train, data_labels) + +clf.predict(data_test) + +print "MPLClassifier values:" +[coef.shape for coef in clf.coefs_] + + + +''' +images_and_predictions = list(zip(digits.images[n_samples // 2:], predicted)) +for index, (image, prediction) in enumerate(images_and_predictions[:4]): + plt.subplot(2, 4, index + 5) + plt.axis('off') + plt.imshow(image, cmap=plt.cm.gray_r, interpolation='nearest') + plt.title('Prediction: %i' % prediction) +''' diff --git a/nnTrain/train.py b/nnTrain/train.py new file mode 100644 index 0000000..f6e27a6 --- /dev/null +++ b/nnTrain/train.py @@ -0,0 +1,62 @@ +import matplotlib.pyplot as plt +import numpy as np +from random import randint +import pickle +from sknn.mlp import Classifier, Layer, Convolution + +def datasetToTrainAndTestData(dataset, numtest): + np.random.shuffle(dataset) + print "length total data:" + str(len(dataset)) + + traindata = np.copy(dataset) + testdata = [] + for i in range(numtest): + #get random integer between 0 and the total amount of images in the dataset + n = randint(0, len(traindata)) + testdata.append(dataset[n]) + + #delete the n image (dataset[n]) of the traindata + traindata = np.delete(traindata, n, axis=0) + testdataNP = np.array(testdata) + return traindata, testdataNP + + +#read the dataset made with the 'imagesToDataset' repository +dataset = np.load('dataset.npy') + +traindata, testdata = datasetToTrainAndTestData(dataset, 10) +print "length traindata: " + str(len(traindata)) +print "length testdata: " + str(len(testdata)) + +#traindataAttributes contains all the pixels of each image +traindataAttributes = traindata[:,0] +traindataAttributes = np.array([[row] for row in traindataAttributes]) + +#traindataLabels contains each label of each image +traindataLabels = traindata[:,1] +traindataLabels = traindataLabels.astype('int') + +#testdataAttributes contains the pixels of the test images +testdataAttributes = testdata[:,0] +testdataAttributes = np.array([[row] for row in testdataAttributes]) + +#testdataLabels contains each label of each image +testdataLabels = testdata[:,1] +testdataLabels = testdataLabels.astype('int') + +#default: units=100, learning_rate=0.001, n_iter=25 +nn = Classifier( + layers=[ + Layer("Sigmoid", units=10), + Layer("Softmax")], + learning_rate=0.001, + n_iter=20, + verbose=True) + +nn.fit(traindataAttributes, traindataLabels) + +print('\nTRAIN SCORE', nn.score(traindataAttributes, traindataLabels)) +print('TEST SCORE', nn.score(testdataAttributes, testdataLabels)) + +#save the neural network configuration +pickle.dump(nn, open('nn.pkl', 'wb')) diff --git a/serverPredictor/.gitignore b/serverPredictor/.gitignore new file mode 100644 index 0000000..af40d02 --- /dev/null +++ b/serverPredictor/.gitignore @@ -0,0 +1 @@ +currentimage.png diff --git a/serverPredictor/loadNN.py b/serverPredictor/loadNN.py new file mode 100644 index 0000000..e69de29 diff --git a/serverPredictor/main.py b/serverPredictor/main.py new file mode 100644 index 0000000..4ec976c --- /dev/null +++ b/serverPredictor/main.py @@ -0,0 +1,63 @@ +from flask import Flask +from flask_restful import Resource, Api, request + +import matplotlib.pyplot as plt +import numpy as np +import cv2 +import io +from PIL import Image, ImageOps + +import pickle + +app = Flask(__name__) +app.config['MAX_CONTENT_LENGTH'] = 16 * 1024 * 1024 # 16 MB +api = Api(app) + +size = 100, 100 + + +#load Neural Network, generated with nnTrain +nn = pickle.load(open('nn.pkl', 'rb')) + +class Predict(Resource): + def get(self): + message = {'message': 'getted route1'} + return message + def post(self): + filer = request.files['file'] + #open the uploaded image, and transform to the numpy array + filer.save("currentimage.png") + image = Image.open("currentimage.png") + thumb = ImageOps.fit(image, size, Image.ANTIALIAS) + image_data = np.asarray(thumb).flatten() + imagetopredict = np.array([image_data]) + + #predict the class of the image with the neural network + prediction = nn.predict(imagetopredict) + print "prediction" + print prediction[0][0] + if prediction[0][0]==0: + result = "noobject" + else: + result = "object" + message = {'class': result} + return message + + +class Route2(Resource): + def get(self): + return {'message': 'getted route2'} + + +class Route3(Resource): + def get(self): + return {'message': 'getted route3'} + + +api.add_resource(Predict, '/predict') +api.add_resource(Route2, '/route2') +api.add_resource(Route3, '/route3') + + +if __name__ == '__main__': + app.run(port='3045') diff --git a/serverPredictor/nn.pkl b/serverPredictor/nn.pkl new file mode 100644 index 0000000..97a3b59 --- /dev/null +++ b/serverPredictor/nn.pkl @@ -0,0 +1,265 @@ +ccopy_reg +_reconstructor +p0 +(csknn.mlp +Classifier +p1 +c__builtin__ +object +p2 +Ntp3 +Rp4 +(dp5 +S'loss_type' +p6 +NsS'dropout_rate' +p7 +NsS'verbose' +p8 +I01 +sS'valid_set' +p9 +NsS'regularize' +p10 +NsS'learning_rate' +p11 +F0.001 +sS'batch_size' +p12 +I1 +sS'valid_size' +p13 +F0.0 +sS'debug' +p14 +I00 +sS'learning_momentum' +p15 +F0.9 +sS'normalize' +p16 +NsS'learning_rule' +p17 +Vsgd +p18 +sS'unit_counts' +p19 +(lp20 +I30000 +aI10 +aI2 +asS'weight_decay' +p21 +NsS'auto_enabled' +p22 +(dp23 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