From 4fec9e0bcb34e6eac08c344b2566b07aec4cad8b Mon Sep 17 00:00:00 2001 From: SunnyHarjani Date: Wed, 1 Aug 2018 01:22:54 -0400 Subject: [PATCH] Init commit --- main.py | 249 +++++++++++++++++++++++++++++++++++++++++++++++++ regression.png | Bin 0 -> 139943 bytes 2 files changed, 249 insertions(+) create mode 100644 main.py create mode 100644 regression.png diff --git a/main.py b/main.py new file mode 100644 index 0000000..23e6a89 --- /dev/null +++ b/main.py @@ -0,0 +1,249 @@ +''' +Sunny Harjani +''' + +from bs4 import BeautifulSoup +import os +import sys +import numpy as np +import matplotlib.pyplot as plt +from collections import defaultdict +import timeit +import pickle +import warnings +from sklearn.neighbors import KDTree +from sklearn.ensemble import RandomForestClassifier + +trainingSplit = .7 +xSegments = 3 +ySegments = 3 +resubstitution = False # Test using training set + +''' +Load .inkml files into a dictionary of lists +Dictionary key = ground truth +List = [UI, x's, y's] +''' +def loadSymbols(trainingSymbolsDir): + if os.path.isfile("symbols.pickle"): + symbols = pickle.load(open("symbols.pickle", "rb")) + else: + # Build ground truth dictionary to cross reference + iso_GT = {} + with open(trainingSymbolsDir+"iso_GT.txt") as f: + for line in f: + (key, val) = line.strip().split(',') + iso_GT[key] = val + + symbols = defaultdict(list) + for trainingSymbolsFile in os.listdir(trainingSymbolsDir): + if trainingSymbolsFile.endswith(".inkml"): + soup = BeautifulSoup(open(trainingSymbolsDir+trainingSymbolsFile), "lxml-xml") + UI = soup.find('annotation', {'type':'UI'}).get_text() + label = iso_GT[UI] + traces = soup.find_all('trace') + x = [] + y = [] + for trace in traces: + points = [(x).strip().split() for x in trace.get_text().split(',')] + x.extend([float(i[0]) for i in points]) + y.extend([-1*float(i[1]) for i in points]) + symbols[label].append([UI, x, y]) + pickle.dump(symbols, open("symbols.pickle", "wb")) + return symbols + +''' +Represents features extracted from .inkml files +''' +class CROHMEData: + def __init__(self): + # Number of samples represented + self.size = 0 + # Array containing features, as defined by extractFeatures(). Shape = [features per symbol, # of samples] + self.features = None + # Corresponding UIs of each sample. Shape = [1, # of samples] + self.UIs = None + # Corresponsing ground truth classes of each sample. Shape = [1, # of samples] + self.classes = None + +''' +Returns slopes as a result of segmented regression +x/ySegments determines how many segments +symbol[0] = symbol UI (optional) +symbol[1] = list of x coordinates +symbol[2] = list of y coordinates +''' +def extractFeatures(xSegments, ySegments, symbol): + xMax = max(symbol[1]) + xMin = min(symbol[1]) + yMax = max(symbol[2]) + yMin = min(symbol[2]) + xInterval = (xMax - xMin) / xSegments + yInterval = (yMax - yMin) / ySegments + + xBounds = [xMin] + for i in range(1, xSegments+1): + xBounds.append(xBounds[i-1] + xInterval) + yBounds = [yMin] + for i in range(1, ySegments+1): + yBounds.append(yBounds[i-1] + yInterval) + + # Cluster x and y coordinates based on segmentation lines + quadrants = [[[] for y in range(ySegments)] for x in range(xSegments)] + for xPoint, yPoint in zip(symbol[1], symbol[2]): + foundQuadrant = False + for xBoundIndex in range(1, xSegments+1): + if (foundQuadrant): + break + for yBoundIndex in range(1, ySegments+1): + if (xPoint < xBounds[xBoundIndex] and yPoint < yBounds[yBoundIndex]): + quadrants[xBoundIndex-1][yBoundIndex-1].append([xPoint, yPoint]) + foundQuadrant = True + break + + # Calculate linear regression in every quadrant + warnings.simplefilter('ignore', np.RankWarning) + for r in range(len(quadrants)): + for c in range(len(quadrants[r])): + if len(quadrants[r][c]) > 1: + x = [point[0] for point in quadrants[r][c]] + y = [point[1] for point in quadrants[r][c]] + m, b = np.polyfit(x, y, 1) + quadrants[r][c] = m # Discard y-intercept + + # Visualize segmented regression + # p = np.poly1d([m, b]) + # plt.plot(x, p(x)) + else: # Assume slope = 0 if < 2 points exist in the quadrant + quadrants[r][c] = 0 + + # Visualize gridlines + # for xBound in xBounds: + # plt.axvline(x=xBound, color='r') + # for yBound in yBounds: + # plt.axhline(y=yBound, color='r') + + # Visualize raw input + # plt.scatter(symbol[1], symbol[2]) + + # Visualize smoothed input + # plt.plot(symbol[1], symbol[2]) + + # Uncomment for visualization + # plt.axis('equal') + # print(symbol[0]) + # plt.xticks([]) + # plt.yticks([]) + # plt.show() + + return np.array(quadrants).flatten() + +''' +Segments symbols by feature and stores them as CROHMEData objects +''' +def loadData(): + if os.path.isfile("trainingData.pickle"): # Check if I've done this before + trainingData = pickle.load(open("trainingData.pickle", "rb")) + testingData = pickle.load(open("testingData.pickle", "rb")) + else: + symbols = loadSymbols(sys.argv[1]) + # symbols = loadSymbols("E:/Sunny/Downloads/task2-trainSymb2014/training&junk/") + trainingData = CROHMEData() + testingData = CROHMEData() + for key in symbols.keys(): + numOfTrainingSymbols = int(len(symbols[key]) * trainingSplit) + trainingData.size = trainingData.size + numOfTrainingSymbols + testingData.size = testingData.size + len(symbols[key]) - numOfTrainingSymbols + + featuresSize = xSegments * ySegments + trainingData.features = np.zeros((trainingData.size, featuresSize)) + trainingData.UIs = np.zeros(trainingData.size, dtype=object) + trainingData.classes = np.zeros(trainingData.size, dtype=object) + trainingIndex = 0 + + testingData.features = np.zeros((testingData.size, featuresSize)) + testingData.UIs = np.zeros(testingData.size, dtype=object) + testingData.classes = np.zeros(testingData.size, dtype=object) + testingIndex = 0 + + # Split training/test samples at every class to retain prior probabilities + for key in symbols.keys(): + symbolSplitIndex = int(len(symbols[key]) * trainingSplit) + symbolIndex = 0 + for symbol in symbols[key]: + features = extractFeatures(xSegments, ySegments, symbol) + if (symbolIndex < symbolSplitIndex): + trainingData.features[trainingIndex] = features + trainingData.UIs[trainingIndex] = symbol[0] + trainingData.classes[trainingIndex] = key + trainingIndex = trainingIndex + 1 + else: + testingData.features[testingIndex] = features + testingData.UIs[testingIndex] = symbol[0] + testingData.classes[testingIndex] = key + testingIndex = testingIndex + 1 + symbolIndex = symbolIndex + 1 + # Hope I don't have to do it again + pickle.dump(trainingData, open("trainingData.pickle", "wb")) + pickle.dump(testingData, open("testingData.pickle", "wb")) + return trainingData, testingData + +''' +Returns a given array with duplicates removed +''' +def unique(array): + uniq, index = np.unique(array, return_index=True) + return uniq[index.argsort()] + +if __name__ == "__main__": + trainingData, testingData = loadData() + if (resubstitution): + testingData = trainingData + + if os.path.isfile("KDTree.pickle"): + tree = pickle.load(open("KDTree.pickle", "rb")) + else: + tree = KDTree(trainingData.features) + pickle.dump(tree, open("KDTree.pickle", "wb")) + + matches = 0 + classificationFile = open("KDclassification.txt", "w") + groundTruthFile = open("groundTruth.txt", "w") + for testingFeature, testingClass, testingUI in zip(testingData.features, testingData.classes, testingData.UIs): + # Query KDTree for increasing number of neighbors until 10 unique neighbors are found + numOfGuesses = 1 + guesses = [] + while (len(guesses) < 10): + numOfGuesses = numOfGuesses * 10 + dist, ind = tree.query([testingFeature], k=numOfGuesses) + guesses = unique(trainingData.classes[ind]) + guesses = guesses[:10] + classificationFile.write("{}, {}\n".format(testingUI, ", ".join(guesses))) + groundTruthFile.write("{}, {}\n".format(testingUI, testingClass)) + # Internal accuracy measure + if (guesses[0] == testingClass): + matches = matches + 1 + classificationFile.close() + groundTruthFile.close() + # print ('KD', matches/testingData.size) + + if os.path.isfile("RandomForest.pickle"): + clf = pickle.load(open("RandomForest.pickle", "rb")) + else: + clf = RandomForestClassifier(n_estimators=100) + clf.fit(trainingData.features, trainingData.classes) + pickle.dump(clf, open("RandomForest.pickle", "wb")) + matches = 0 + classificationFile = open("RFclassification.txt", "w") + for testingFeature, testingClass, testingUI in zip(testingData.features, testingData.classes, testingData.UIs): + # Predict probabilities for every class + guesses = clf.predict_proba(testingFeature.reshape(1, -1))[0] + # Keep the 10 biggest probabilities + indices = np.argsort(-guesses)[:10] + guesses = clf.classes_[indices] + # Internal accuracy measure + if (guesses[0] == testingClass): + matches = matches + 1 + classificationFile.write("{}, {}\n".format(testingUI, ", ".join(guesses))) + classificationFile.close() + # print ('RF', matches/testingData.size) \ No newline at end of file diff --git a/regression.png b/regression.png new file mode 100644 index 0000000000000000000000000000000000000000..24a109345860ba0322326d0efa44f39efaefb143 GIT binary patch literal 139943 zcmeFYWmuGL)Go{ngD^-AB_R?64Bbd~4J{xoozf*B;UJyD&`1ghC@9?^lF}ebcZ$+T zNx1KMo;UVB_PhUnzdnx<#(Um!jM33jA;hP_$HKxQM5-$4Vqrmau&}VB z@$LXujx=!&v9Jg@oD>vvkO~S6I$rMfPA+y>SgJ8;8Myi>1C*$3UZkq3W2jDX_>$tz 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