From 15a77e7bcfee1b11ced1a2531026f64a2d8abe6a Mon Sep 17 00:00:00 2001 From: snbenge Date: Fri, 17 Apr 2020 20:50:40 -0400 Subject: [PATCH] Adding basic chatbot to be modified for our usage. This is partially from: https://data-flair.training/blogs/python-chatbot-project/ --- src/semantic/chatbot_model.h5 | Bin 0 -> 183128 bytes src/semantic/classes.pkl | Bin 0 -> 164 bytes src/semantic/classes.txt | 9 +++ src/semantic/gui_chatbot.py | 114 ++++++++++++++++++++++++++++++++++ src/semantic/intents.json | 73 ++++++++++++++++++++++ src/semantic/pickleManage.py | 33 ++++++++++ src/semantic/train_chatbot.py | 92 +++++++++++++++++++++++++++ src/semantic/words.pkl | Bin 0 -> 1035 bytes src/semantic/words.txt | 87 ++++++++++++++++++++++++++ 9 files changed, 408 insertions(+) create mode 100644 src/semantic/chatbot_model.h5 create mode 100644 src/semantic/classes.pkl create mode 100644 src/semantic/classes.txt create mode 100644 src/semantic/gui_chatbot.py create mode 100644 src/semantic/intents.json create mode 100644 src/semantic/pickleManage.py create mode 100644 src/semantic/train_chatbot.py create mode 100644 src/semantic/words.pkl create mode 100644 src/semantic/words.txt diff 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zp<6tTv>L)SYe#b*e1B%qzz|n6dNb=E{eZQvY!Syya>E5iQ7k^^%WV{g(zZjTAmLUN zE0y!Yt%i0)b6^cOSyt0&zAPJL32QmO4O{8u^^UOVR}9_YG(oty#9lh>;1K;$IFe~N zki*K=ouuV28WF4!z*4_na!0R6GRfzX$@IhtKuhr?dp>->?$5-j8MOzw2Ps2YJl2UlR1bUyQdf z^~~=HOITMAYwFAA@#toA9U0!~Ev&KFDb*VLmVK2Nj6)};vz|*E*(FiEz`f)tJiDQQ zy>_95But7y^5v-Aq0lF!t17C+4 zNxiLd9A59`V2+B-?Nj-DfS8jV)NW>VlUA!$cBRC8OMJ1TMzp7M+$slNv}Bi)7ADdjBrHDpXymL_2= zb;j?9IfI+pg> PKb3ubdonT{h(!MbX-*)t literal 0 HcmV?d00001 diff --git a/src/semantic/classes.pkl b/src/semantic/classes.pkl new file mode 100644 index 0000000000000000000000000000000000000000..ccf71de6e018b62b0ace38393a2edeac3ea4f2e4 GIT binary patch literal 164 zcmXwxF%H5o3`GMiZDC>J4osZK3#!~=B@rcwbSoC5QQiERROR_THRESHOLD] + # sorting strength probability + results.sort(key=lambda x: x[1], reverse=True) + return_list = [] + for r in results: + return_list.append({"intent": classes[r[0]], "probability": str(r[1])}) + return return_list + +def getResponse(ints, intents_json): + tag = ints[0]['intent'] + list_of_intents = intents_json['intents'] + for i in list_of_intents: + if(i['tag']== tag): + result = random.choice(i['responses']) + break + return result + + +#Creating tkinter GUI +import tkinter +from tkinter import * + +def send(): + msg = EntryBox.get("1.0",'end-1c').strip() + EntryBox.delete("0.0",END) + + if msg != '': + ChatBox.config(state=NORMAL) + ChatBox.insert(END, "You: " + msg + '\n\n') + ChatBox.config(foreground="#446665", font=("Verdana", 12 )) + + ints = predict_class(msg) + res = getResponse(ints, intents) + + ChatBox.insert(END, "Bot: " + res + '\n\n') + + ChatBox.config(state=DISABLED) + ChatBox.yview(END) + + +root = Tk() +root.title("Chatbot") +root.geometry("400x500") +root.resizable(width=FALSE, height=FALSE) + +#Create Chat window +ChatBox = Text(root, bd=0, bg="white", height="8", width="50", font="Arial",) + +ChatBox.config(state=DISABLED) + +#Bind scrollbar to Chat window +scrollbar = Scrollbar(root, command=ChatBox.yview, cursor="heart") +ChatBox['yscrollcommand'] = scrollbar.set + +#Create Button to send message +SendButton = Button(root, font=("Verdana",12,'bold'), text="Send", width="12", height=5, + bd=0, bg="#f9a602", activebackground="#3c9d9b",fg='#000000', + command= send ) + +#Create the box to enter message +EntryBox = Text(root, bd=0, bg="white",width="29", height="5", font="Arial") +#EntryBox.bind("", send) + + +#Place all components on the screen +scrollbar.place(x=376,y=6, height=386) +ChatBox.place(x=6,y=6, height=386, width=370) +EntryBox.place(x=128, y=401, height=90, width=265) +SendButton.place(x=6, y=401, height=90) + +root.mainloop() diff --git a/src/semantic/intents.json b/src/semantic/intents.json new file mode 100644 index 0000000..3f97da9 --- /dev/null +++ b/src/semantic/intents.json @@ -0,0 +1,73 @@ +{"intents": [ + {"tag": "greeting", + "patterns": ["Hi there", "How are you", "Is anyone there?","Hey","Hola", "Hello", "Good day"], + "responses": ["Hello, thanks for asking", "Good to see you again", "Hi there, how can I help?"], + "context": [""] + }, + {"tag": "goodbye", + "patterns": ["Bye", "See you later", "Goodbye", "Nice chatting to you, bye", "Till next time"], + "responses": ["See you!", "Have a nice day", "Bye! Come back again soon."], + "context": [""] + }, + {"tag": "thanks", + "patterns": ["Thanks", "Thank you", "That's helpful", "Awesome, thanks", "Thanks for helping me"], + "responses": ["Happy to help!", "Any time!", "My pleasure"], + "context": [""] + }, + {"tag": "noanswer", + "patterns": [], + "responses": ["Sorry, can't understand you", "Please give me more info", "Not sure I understand"], + "context": [""] + }, + {"tag": "options", + "patterns": ["How you could help me?", "What you can do?", "What help you provide?", "How you can be helpful?", "What support is offered"], + "responses": ["I can guide you through Adverse drug reaction list, Blood pressure tracking, Hospitals and Pharmacies", "Offering support for Adverse drug reaction, Blood pressure, Hospitals and Pharmacies"], + "context": [""] + }, + {"tag": "navigation", + "patterns": ["How to check Adverse drug reaction?", "Open adverse drugs module", "Give me a list of drugs causing adverse behavior", "List all drugs suitable for patient with adverse reaction", "Which drugs dont have adverse reaction?" ], + "responses": ["Navigating to Adverse drug reaction module"], + "context": [""] + }, + {"tag": "exit", + "patterns": ["Open blood pressure module", "Task related to blood pressure", "Blood pressure data entry", "I want to log blood pressure results", "Blood pressure data management" ], + "responses": ["Navigating to Blood Pressure module"], + "context": [""] + }, + {"tag": "blood_pressure_search", + "patterns": ["I want to search for blood pressure result history", "Blood pressure for patient", "Load patient blood pressure result", "Show blood pressure results for patient", "Find blood pressure results by ID" ], + "responses": ["Please provide Patient ID", "Patient ID?"], + "context": ["search_blood_pressure_by_patient_id"] + }, + {"tag": "search_blood_pressure_by_patient_id", + "patterns": [], + "responses": ["Loading Blood pressure result for Patient"], + "context": [""] + }, + {"tag": "pharmacy_search", + "patterns": ["Find me a pharmacy", "Find pharmacy", "List of pharmacies nearby", "Locate pharmacy", "Search pharmacy" ], + "responses": ["Please provide pharmacy name"], + "context": ["search_pharmacy_by_name"] + }, + {"tag": "search_pharmacy_by_name", + "patterns": [], + "responses": ["Loading pharmacy details"], + "context": [""] + }, + {"tag": "hospital_search", + "patterns": ["Lookup for hospital", "Searching for hospital to transfer patient", "I want to search hospital data", "Hospital lookup for patient", "Looking up hospital details" ], + "responses": ["Please provide hospital name or location"], + "context": ["search_hospital_by_params"] + }, + {"tag": "search_hospital_by_params", + "patterns": [], + "responses": ["Please provide hospital type"], + "context": ["search_hospital_by_type"] + }, + {"tag": "search_hospital_by_type", + "patterns": [], + "responses": ["Loading hospital details"], + "context": [""] + } + ] +} diff --git a/src/semantic/pickleManage.py b/src/semantic/pickleManage.py new file mode 100644 index 0000000..daa8b3f --- /dev/null +++ b/src/semantic/pickleManage.py @@ -0,0 +1,33 @@ +import pickle + +# file to print current pickle files to text file +# this allows us to monitor current dictionaries +def printPickle(filename): + pickle_in = open(filename + '.pkl',"rb") + currDict = pickle.load(pickle_in) + f = open(filename + '.txt',"w") + for x in currDict: + f.write('%s\n' % x ) + f.close() + +# update pickle files to update dictionaries +# example: grades = {'Bart', 'Lisa', 'Milhouse', 'Nelson'} +def createPickle(filename, pklList): + f = open(filename + '.pkl', 'wb') # Pickle file is newly created where foo1.py is + pickle.dump(pklList, f) # dump data to f + f.close() + +def updatePickle(filename, pklList): + pickle_in = open(filename + '.pkl',"rb") + currDict = pickle.load(pickle_in) + f = open(filename + '.pkl', 'wb') # Pickle file is newly created where foo1.py is + pickle.dump(currDict|pklList, f) # dump data to f + f.close() + +printPickle("classes") +printPickle("words") + +# Example usage +# createPickle('test', {'Bart', 'Lisa', 'Milhouse', 'Nelson'}) +# updatePickle('test', {'Theo'}) +# printPickle("test") diff --git a/src/semantic/train_chatbot.py b/src/semantic/train_chatbot.py new file mode 100644 index 0000000..2c211ae --- /dev/null +++ b/src/semantic/train_chatbot.py @@ -0,0 +1,92 @@ +import numpy as np +from keras.models import Sequential +from keras.layers import Dense, Activation, Dropout +from keras.optimizers import SGD +import random + +import nltk +from nltk.stem import WordNetLemmatizer +lemmatizer = WordNetLemmatizer() +import json +import pickle + +words=[] +classes = [] +documents = [] +ignore_letters = ['!', '?', ',', '.'] +intents_file = open('intents.json').read() +intents = json.loads(intents_file) + +for intent in intents['intents']: + for pattern in intent['patterns']: + #tokenize each word + word = nltk.word_tokenize(pattern) + words.extend(word) + #add documents in the corpus + documents.append((word, intent['tag'])) + # add to our classes list + if intent['tag'] not in classes: + classes.append(intent['tag']) +print(documents) +# lemmaztize and lower each word and remove duplicates +words = [lemmatizer.lemmatize(w.lower()) for w in words if w not in ignore_letters] +words = sorted(list(set(words))) +# sort classes +classes = sorted(list(set(classes))) +# documents = combination between patterns and intents +print (len(documents), "documents") +# classes = intents +print (len(classes), "classes", classes) +# words = all words, vocabulary +print (len(words), "unique lemmatized words", words) + +pickle.dump(words,open('words.pkl','wb')) +pickle.dump(classes,open('classes.pkl','wb')) + +# create our training data +training = [] +# create an empty array for our output +output_empty = [0] * len(classes) +# training set, bag of words for each sentence +for doc in documents: + # initialize our bag of words + bag = [] + # list of tokenized words for the pattern + pattern_words = doc[0] + # lemmatize each word - create base word, in attempt to represent related words + pattern_words = [lemmatizer.lemmatize(word.lower()) for word in pattern_words] + # create our bag of words array with 1, if word match found in current pattern + for word in words: + bag.append(1) if word in pattern_words else bag.append(0) + + # output is a '0' for each tag and '1' for current tag (for each pattern) + output_row = list(output_empty) + output_row[classes.index(doc[1])] = 1 + + training.append([bag, output_row]) +# shuffle our features and turn into np.array +random.shuffle(training) +training = np.array(training) +# create train and test lists. X - patterns, Y - intents +train_x = list(training[:,0]) +train_y = list(training[:,1]) +print("Training data created") + +# Create model - 3 layers. First layer 128 neurons, second layer 64 neurons and 3rd output layer contains number of neurons +# equal to number of intents to predict output intent with softmax +model = Sequential() +model.add(Dense(128, input_shape=(len(train_x[0]),), activation='relu')) +model.add(Dropout(0.5)) +model.add(Dense(64, activation='relu')) +model.add(Dropout(0.5)) +model.add(Dense(len(train_y[0]), activation='softmax')) + +# Compile model. Stochastic gradient descent with Nesterov accelerated gradient gives good results for this model +sgd = SGD(lr=0.01, decay=1e-6, momentum=0.9, nesterov=True) +model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy']) + +#fitting and saving the model +hist = model.fit(np.array(train_x), np.array(train_y), epochs=200, batch_size=5, verbose=1) +model.save('chatbot_model.h5', hist) + +print("model created") diff --git a/src/semantic/words.pkl b/src/semantic/words.pkl new file mode 100644 index 0000000000000000000000000000000000000000..71d696a67809d435206c44b7af9f38c6bca53c18 GIT binary patch literal 1035 zcmX|ARh!!|5IpQbnVI3PbY*5{CcpGSu{N>3D3V8#llrYcz3bI|eah@=JUcs5{?7i! z)M_y^H8r&oF4)wN0rJ48vV7CXhSrlgF;E}5x4c4w-0341aO%>a8vj9dyW_DQ>MoW_0; z>$Cp@(j1sE;b4Z{CWplAfMK`9VL9N12}eY)B5OU4<~G?H$Ar)Ay5CqF|6g^xosd}- zwKyqWD}z&+U}Ey@>vY!fR^g1qQu$b$q%2nQr+$J}xkH1qB4ISnWe{;*99fkp;DRVw z*2TpPz0z2dysR&ogG(Z5{Q#H61Yg{+b9rT*+noQ$oa9wC4 zuNzCaA%!CqdM$3sKu3QPZe?gn!fpA`_i;z2`F@`QY1|ctugT$_9MmeAZqR)RpsrLH zsj|g`Tn37<;V1bpbAulnO?V`SfmE4{cX%v^fx0L(o`^U8u(1hGrHE{_tnjQ@;^lJD zZT?&mi9~oIu42V`zZC7*@HO;!(^sM$o4WQP;kEFRibK4S^i!qW5N~CQ;D~pb!w($q z*Ezg7KIFFHzum`m$fGOqr74AfFLf