From 69d978ed497856d05730c05564597e604713f5c4 Mon Sep 17 00:00:00 2001 From: Matthew Inkawhich Date: Sun, 16 Sep 2018 17:49:54 -0400 Subject: [PATCH 1/2] Updated chatbot tutorial after James comments --- _static/img/chatbot/RNN-bidirectional.png | Bin _static/img/chatbot/attn1.png | Bin _static/img/chatbot/attn2.png | Bin _static/img/chatbot/bot.jpg | Bin 28267 -> 0 bytes _static/img/chatbot/bot.png | Bin 0 -> 51437 bytes _static/img/chatbot/diff.png | Bin 0 -> 185916 bytes _static/img/chatbot/global_attn.png | Bin _static/img/chatbot/grad_clip.png | Bin _static/img/chatbot/pytorch_workflow.png | Bin 0 -> 178007 bytes _static/img/chatbot/scores.png | Bin _static/img/chatbot/seq2seq_batches.png | Bin _static/img/chatbot/seq2seq_model.png | Bin 58781 -> 0 bytes _static/img/chatbot/seq2seq_ts.png | Bin 0 -> 41527 bytes beginner_source/chatbot_tutorial.py | 550 ++++++++++------------ 14 files changed, 239 insertions(+), 311 deletions(-) mode change 100755 => 100644 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z8-X{Gc~9R491FDi9I__j;&~I$?3@#5ESSk<8FC(mj?yaB0((H0j!&D3G8PGO90zE! zhC^T`6LL61TOD73JpvE;=rqLY6L{KEU;)`__. # # Conversational models are a hot topic in artificial intelligence # research. Chatbots can be found in a variety of settings, including # customer service applications and online helpdesks. These bots are often -# powered by retrieval-based models, which have predefined responses to -# questions of a certain form. In a highly restricted domain like a +# powered by retrieval-based models, which output predefined responses to +# questions of certain forms. In a highly restricted domain like a # company’s IT helpdesk, these models may be sufficient, however, they are # not robust enough for more general use-cases. Teaching a machine to # carry out a meaningful conversation with a human in multiple domains is @@ -26,7 +26,8 @@ # a large step towards multi-domain generative conversational models. In # this tutorial, we will implement this kind of model in PyTorch. # -# .. figure:: /_static/img/chatbot/bot.jpg +# .. figure:: /_static/img/chatbot/bot.png +# :align: center # :alt: bot # # .. code:: python @@ -60,8 +61,7 @@ # - Implement a sequence-to-sequence model with `Luong attention # mechanism(s) `__ # - Jointly train encoder and decoder models using mini-batches -# - Implement `beam-search -# optimization `__ for inference +# - Implement greedy-search decoding module # - Interact with trained chatbot # # **Acknowledgements** @@ -102,7 +102,6 @@ import torch.nn.functional as F import csv import random -import operator import re import os import unicodedata @@ -174,44 +173,34 @@ def printLines(file, n=10): # Splits each line of the file into a dictionary of fields def loadLines(fileName, fields): lines = {} - with open(fileName, 'r', encoding='iso-8859-1') as f: for line in f: values = line.split(" +++$+++ ") - # Extract fields lineObj = {} for i, field in enumerate(fields): lineObj[field] = values[i] - lines[lineObj['lineID']] = lineObj - return lines # Groups fields of lines from `loadLines` into conversations based on *movie_conversations.txt* def loadConversations(fileName, lines, fields): conversations = [] - with open(fileName, 'r', encoding='iso-8859-1') as f: for line in f: values = line.split(" +++$+++ ") - # Extract fields convObj = {} for i, field in enumerate(fields): convObj[field] = values[i] - # Convert string to list (convObj["utteranceIDs"] == "['L598485', 'L598486', ...]") lineIds = eval(convObj["utteranceIDs"]) - # Reassemble lines convObj["lines"] = [] for lineId in lineIds: convObj["lines"].append(lines[lineId]) - conversations.append(convObj) - return conversations @@ -219,15 +208,13 @@ def loadConversations(fileName, lines, fields): def extractSentencePairs(conversations): qa_pairs = [] for conversation in conversations: - # Iterate over all the lines of the conversation for i in range(len(conversation["lines"]) - 1): # We ignore the last line (no answer for it) inputLine = conversation["lines"][i]["text"].strip() targetLine = conversation["lines"][i+1]["text"].strip() - - if inputLine and targetLine: # Filter wrong samples (if one of the list is empty) + # Filter wrong samples (if one of the lists is empty) + if inputLine and targetLine: qa_pairs.append([inputLine, targetLine]) - return qa_pairs @@ -236,31 +223,34 @@ def extractSentencePairs(conversations): # *formatted_movie_lines.txt*. # +# Define path to new file datafile = os.path.join(corpus, "formatted_movie_lines.txt") delimiter = '\t' # Unescape the delimiter delimiter = str(codecs.decode(delimiter, "unicode_escape")) +# Initialize lines dict, conversations list, and field ids lines = {} conversations = [] - MOVIE_LINES_FIELDS = ["lineID", "characterID", "movieID", "character", "text"] MOVIE_CONVERSATIONS_FIELDS = ["character1ID", "character2ID", "movieID", "utteranceIDs"] +# Load lines and process conversations print("\nProcessing corpus...") lines = loadLines(os.path.join(corpus, "movie_lines.txt"), MOVIE_LINES_FIELDS) print("\nLoading conversations...") conversations = loadConversations(os.path.join(corpus, "movie_conversations.txt"), lines, MOVIE_CONVERSATIONS_FIELDS) - +# Write new csv file print("\nWriting newly formatted file...") with open(datafile, 'w', encoding='utf-8') as outputfile: writer = csv.writer(outputfile, delimiter=delimiter) for pair in extractSentencePairs(conversations): writer.writerow(pair) +# Print a sample of lines print("\nSample lines from file:") printLines(datafile) @@ -277,9 +267,9 @@ def extractSentencePairs(conversations): # one by mapping each unique word that we encounter in our dataset to an # index value. # -# For this we define a ``Voc`` class, which keeps a mapping from word to -# index, a reverse mapping of index to word, a count of each word and a -# total word count. The class provides methods for adding a word to the +# For this we define a ``Voc`` class, which keeps a mapping from words to +# indexes, a reverse mapping of indexes to words, a count of each word and +# a total word count. The class provides methods for adding a word to the # vocabulary (``addWord``), adding all words in a sentence # (``addSentence``) and trimming infrequently seen words (``trim``). More # on trimming later. @@ -369,38 +359,34 @@ def normalizeString(s): s = re.sub(r"\s+", r" ", s).strip() return s +# Read query/response pairs and return a voc object def readVocs(datafile, corpus_name): print("Reading lines...") - # Read the file and split into lines lines = open(datafile, encoding='utf-8').\ read().strip().split('\n') - # Split every line into pairs and normalize pairs = [[normalizeString(s) for s in l.split('\t')] for l in lines] - voc = Voc(corpus_name) return voc, pairs - +# Returns True iff both sentences in a pair 'p' are under the MAX_LENGTH threshold def filterPair(p): - # input sequences need to preserve the last word for EOS token - return len(p[0].split(' ')) < MAX_LENGTH and \ - len(p[1].split(' ')) < MAX_LENGTH - + # Input sequences need to preserve the last word for EOS token + return len(p[0].split(' ')) < MAX_LENGTH and len(p[1].split(' ')) < MAX_LENGTH +# Filter pairs using filterPair condition def filterPairs(pairs): return [pair for pair in pairs if filterPair(pair)] - +# Using the functions defined above, return a populated voc object and pairs list def loadPrepareData(corpus, corpus_name, datafile, save_dir): - print("Saved data not found, start preparing training data ...") + print("Start preparing training data ...") voc, pairs = readVocs(datafile, corpus_name) print("Read {!s} sentence pairs".format(len(pairs))) pairs = filterPairs(pairs) print("Trimmed to {!s} sentence pairs".format(len(pairs))) print("Counting words...") - # Add words from both query and response sentences for pair in pairs: voc.addSentence(pair[0]) voc.addSentence(pair[1]) @@ -411,6 +397,7 @@ def loadPrepareData(corpus, corpus_name, datafile, save_dir): # Load/Assemble voc and pairs save_dir = os.path.join("data", "save") voc, pairs = loadPrepareData(corpus, corpus_name, datafile, save_dir) +# Print some pairs to validate print("\npairs:") for pair in pairs[:10]: print(pair) @@ -420,9 +407,10 @@ def loadPrepareData(corpus, corpus_name, datafile, save_dir): # Another tactic that is beneficial to achieving faster convergence during # training is trimming rarely used words out of our vocabulary. Decreasing # the feature space will also soften the difficulty of the function that -# the model must learn. We will do this as a two-step process: +# the model must learn to approximate. We will do this as a two-step +# process: # -# 1) Trim words used under ``MIN_COUNT`` threshold using ``voc.trim`` +# 1) Trim words used under ``MIN_COUNT`` threshold using the ``voc.trim`` # function. # # 2) Filter out pairs with trimmed words. @@ -440,18 +428,18 @@ def trimRareWords(voc, pairs, MIN_COUNT): output_sentence = pair[1] keep_input = True keep_output = True - + # Check input sentence for word in input_sentence.split(' '): if word not in voc.word2index: keep_input = False break - + # Check output sentence for word in output_sentence.split(' '): if word not in voc.word2index: keep_output = False break - # Remove if pair doesn't match input and output conditions + # Only keep pairs that do not contain trimmed word(s) in their input or output sentence if keep_input and keep_output: keep_pairs.append(pair) @@ -469,46 +457,45 @@ def trimRareWords(voc, pairs, MIN_COUNT): # # Although we have spent a great effort preparing and massaging our data # into a nice vocabulary object and list of sentence pairs, our models -# will ultimately expect numerical torch.tensors as inputs. One way to +# will ultimately expect numerical torch tensors as inputs. One way to # prepare the processed data for the models can be found in the `seq2seq # translation # tutorial `__. -# In this tutorial, we use a batch size of 1, meaning that all we have to +# In that tutorial, we use a batch size of 1, meaning that all we have to # do is convert the words in our sentence pairs to their corresponding # indexes from the vocabulary and feed this to the models. # # However, if you’re interested in speeding up training and/or would like -# to leverage GPU parallelization capabilities, we will need to train with -# mini-batches. +# to leverage GPU parallelization capabilities, you will need to train +# with mini-batches. # -# Using minibatches also means that we must be mindful of the variation of -# sentence length. To accomodate sentences of different sizes in the same -# batch, we will make our batched input tensor of shape *(max_length, -# batch_size)*, where sentences shorter than the *max_length* are zero -# padded after an *EOS_token*. +# Using mini-batches also means that we must be mindful of the variation +# of sentence length in our batches. To accomodate sentences of different +# sizes in the same batch, we will make our batched input tensor of shape +# *(max_length, batch_size)*, where sentences shorter than the +# *max_length* are zero padded after an *EOS_token*. # # If we simply convert our English sentences to tensors by converting # words to their indexes(\ ``indexesFromSentence``) and zero-pad, our # tensor would have shape *(batch_size, max_length)* and indexing the -# first dimension would return a full sequence across one batch. However, -# we need to be able to index our batch along time, and across all -# batches. Therefore, we transpose our input batch shape to *(max_length, -# batch_size)*, so that indexing across the first dimension returns a time -# step across batches, which is exactly what we want when training our -# batch of sentences. We handle this transpose implicitly in the -# ``zeroPadding`` function. +# first dimension would return a full sequence across all time-steps. +# However, we need to be able to index our batch along time, and across +# all sequences in the batch. Therefore, we transpose our input batch +# shape to *(max_length, batch_size)*, so that indexing across the first +# dimension returns a time step across all sentences in the batch. We +# handle this transpose implicitly in the ``zeroPadding`` function. # # .. figure:: /_static/img/chatbot/seq2seq_batches.png +# :align: center # :alt: batches # -# # The ``inputVar`` function handles the process of converting sentences to # tensor, ultimately creating a correctly shaped zero-padded tensor. It -# also returns a list of lengths for each of the sequences in the batch -# which will be passed to our decoder later. +# also returns a tensor of ``lengths`` for each of the sequences in the +# batch which will be passed to our decoder later. # # The ``outputVar`` function performs a similar function to ``inputVar``, -# but instead of returning a ``lengths`` list, it returns binary mask +# but instead of returning a ``lengths`` tensor, it returns a binary mask # tensor and a maximum target sentence length. The binary mask tensor has # the same shape as the output target tensor, but every element that is a # *PAD_token* is 0 and all others are 1. @@ -535,17 +522,15 @@ def binaryMatrix(l, value=PAD_token): m[i].append(1) return m -# convert to index, add EOS -# return input pack_padded_sequence +# Returns padded input sequence tensor and lengths def inputVar(l, voc): indexes_batch = [indexesFromSentence(voc, sentence) for sentence in l] - lengths = [len(indexes) for indexes in indexes_batch] + lengths = torch.tensor([len(indexes) for indexes in indexes_batch]) padList = zeroPadding(indexes_batch) padVar = torch.LongTensor(padList) return padVar, lengths -# convert to index, add EOS, zero padding -# return output variable, mask, max length of the sentences in batch +# Returns padded target sequence tensor, padding mask, and max target length def outputVar(l, voc): indexes_batch = [indexesFromSentence(voc, sentence) for sentence in l] max_target_len = max([len(indexes) for indexes in indexes_batch]) @@ -555,6 +540,7 @@ def outputVar(l, voc): padVar = torch.LongTensor(padList) return padVar, mask, max_target_len +# Returns all items for a given batch of pairs def batch2TrainData(voc, pair_batch): pair_batch.sort(key=lambda x: len(x[0].split(" ")), reverse=True) input_batch, output_batch = [], [] @@ -566,7 +552,7 @@ def batch2TrainData(voc, pair_batch): return inp, lengths, output, mask, max_target_len -# Example +# Example for validation small_batch_size = 5 batches = batch2TrainData(voc, [random.choice(pairs) for _ in range(small_batch_size)]) input_variable, lengths, target_variable, mask, max_target_len = batches @@ -590,22 +576,22 @@ def batch2TrainData(voc, pair_batch): # input, and return a variable-length sequence as an output using a # fixed-sized model. # -# In order to accomplish this, `Sutskever, et -# al. `__ use two separate recurrent -# neural nets together. One acts as an **encoder**, which encodes a -# variable length input sequence to a fixed-length context vector. In -# theory, this context vector (the final hidden layer of the RNN) will -# contain semantic information about the query sentence that is input to -# the bot. The second RNN is a **decoder**, which takes an input word and -# the context vector, and returns a guess for the next word in the -# sequence and a hidden state to use in the next iteration. -# -# .. figure:: /_static/img/chatbot/seq2seq_model.png +# `Sutskever et al. `__ discovered that +# by using two separate recurrent neural nets together, we can accomplish +# this task. One RNN acts as an **encoder**, which encodes a variable +# length input sequence to a fixed-length context vector. In theory, this +# context vector (the final hidden layer of the RNN) will contain semantic +# information about the query sentence that is input to the bot. The +# second RNN is a **decoder**, which takes an input word and the context +# vector, and returns a guess for the next word in the sequence and a +# hidden state to use in the next iteration. +# +# .. figure:: /_static/img/chatbot/seq2seq_ts.png +# :align: center # :alt: model # -# # Image source: -# https://medium.com/botsupply/generative-model-chatbots-e422ab08461e +# https://jeddy92.github.io/JEddy92.github.io/ts_seq2seq_intro/ # @@ -613,6 +599,14 @@ def batch2TrainData(voc, pair_batch): # Encoder # ~~~~~~~ # +# The encoder RNN iterates through the input sentence one token +# (e.g. word) at a time, at each time step outputting an “output” vector +# and a “hidden state” vector. The hidden state vector is then passed to +# the next time step, while the output vector is recorded. The encoder +# transforms the context it saw at each point in the sequence into a set +# of points in a high-dimensional space, which the decoder will use to +# generate a meaningful output for the given task. +# # At the heart of our encoder is a multi-layered Gated Recurrent Unit, # invented by `Cho et al. `__ in # 2014. We will use a bidirectional variant of the GRU, meaning that there @@ -625,11 +619,13 @@ def batch2TrainData(voc, pair_batch): # Bidirectional RNN: # # .. figure:: /_static/img/chatbot/RNN-bidirectional.png +# :width: 70% +# :align: center # :alt: model # # Image source: http://colah.github.io/posts/2015-09-NN-Types-FP/ # -# Note that the ``embedding`` layer is used to encode our word indices in +# Note that an ``embedding`` layer is used to encode our word indices in # an arbitrarily sized feature space. For our models, this layer will map # each word to a feature space of size *hidden_size*. When trained, these # values should encode semantic similarity between similar meaning words. @@ -641,7 +637,6 @@ def batch2TrainData(voc, pair_batch): # # **Computation Graph:** # -# # 1) Convert word indexes to embeddings. # 2) Pack padded batch of sequences for RNN module. # 3) Forward pass through GRU. @@ -667,7 +662,6 @@ def batch2TrainData(voc, pair_batch): # num_directions, batch_size, hidden_size)* # # -# class EncoderRNN(nn.Module): def __init__(self, hidden_size, embedding, n_layers=1, dropout=0): @@ -677,48 +671,56 @@ def __init__(self, hidden_size, embedding, n_layers=1, dropout=0): self.embedding = embedding # Initialize GRU; the input_size and hidden_size params are both set to 'hidden_size' - # because our input size is a word embedding with number of features = hidden_size + # because our input size is a word embedding with number of features == hidden_size self.gru = nn.GRU(hidden_size, hidden_size, n_layers, dropout=(0 if n_layers == 1 else dropout), bidirectional=True) def forward(self, input_seq, input_lengths, hidden=None): - embedded = self.embedding(input_seq) # 1 - packed = torch.nn.utils.rnn.pack_padded_sequence(embedded, input_lengths) # 2 - outputs, hidden = self.gru(packed, hidden) # 3 - outputs, _ = torch.nn.utils.rnn.pad_packed_sequence(outputs) # 4 - outputs = outputs[:, :, :self.hidden_size] + outputs[:, : ,self.hidden_size:] # 5 - return outputs, hidden # 6 + # Convert word indexes to embeddings + embedded = self.embedding(input_seq) + # Pack padded batch of sequences for RNN module + packed = torch.nn.utils.rnn.pack_padded_sequence(embedded, input_lengths) + # Forward pass through GRU + outputs, hidden = self.gru(packed, hidden) + # Unpack padding + outputs, _ = torch.nn.utils.rnn.pad_packed_sequence(outputs) + # Sum bidirectional GRU outputs + outputs = outputs[:, :, :self.hidden_size] + outputs[:, : ,self.hidden_size:] + # Return output and final hidden state + return outputs, hidden ###################################################################### # Decoder # ~~~~~~~ # -# Recall that the decoder is responsible for predicting an output -# sentence, word by word, using the hidden state of the encoder and the -# previous word. A common problem, however, is that if we rely soley on -# the context vector, or the last hidden state of the decoder, to encode -# the entire input sentence’s meaning, it is likely that we will have -# information loss. This is especially the case when dealing with long -# input sequences, greatly limiting the capability of our decoder. +# The decoder RNN generates the response sentence in a token-by-token +# fashion. It uses the encoder’s context vectors, and internal hidden +# states to generate the next word in the sequence. It continues +# generating words until it outputs an *EOS_token*, representing the end +# of the sentence. A common problem with a vanilla seq2seq decoder is that +# if we rely soley on the context vector to encode the entire input +# sequence’s meaning, it is likely that we will have information loss. +# This is especially the case when dealing with long input sequences, +# greatly limiting the capability of our decoder. # # To combat this, `Bahdanau et al. `__ # created an “attention mechanism” that allows the decoder to pay -# attention to certain parts of the input sequence, rather than relying on -# a fixed context. +# attention to certain parts of the input sequence, rather than using the +# entire fixed context at every step. # # At a high level, attention is calculated using the decoder’s current # hidden state and the encoder’s outputs. The output attention weights # have the same shape as the input sequence, allowing us to multiply them -# by the encoder outputs, giving us a weighted sum which indicates what +# by the encoder outputs, giving us a weighted sum which indicates the # parts of encoder output to pay attention to. `Sean # Robertson’s `__ figure describes this very # well: # # .. figure:: /_static/img/chatbot/attn2.png +# :align: center # :alt: attn2 # -# # `Luong et al. `__ improved upon # Bahdanau et al.’s groundwork by creating “Global attention”. The key # difference is that with “Global attention”, we consider all of the @@ -728,38 +730,40 @@ def forward(self, input_seq, input_lengths, hidden=None): # we calculate attention weights, or energies, using the hidden state of # the decoder from the current time step only. Bahdanau et al.’s attention # calculation requires knowledge of the decoder’s state from the previous -# time step. Also, Luong et al. provides various methods to calculate the +# time step. Also, Luong et al. provides various methods to calculate the # attention energies between the encoder output and decoder output which # are called “score functions”: # # .. figure:: /_static/img/chatbot/scores.png +# :width: 60% +# :align: center # :alt: scores # # where :math:`h_t` = current target decoder state and :math:`\bar{h}_s` = # all encoder states. # # Overall, the Global attention mechanism can be summarized by the -# following figure. Note that we will implement the “Attention layer” as a +# following figure. Note that we will implement the “Attention Layer” as a # separate ``nn.Module`` called ``Attn``. The output of this module is a # softmax normalized weights tensor of shape *(batch_size, 1, # max_length)*. # # .. figure:: /_static/img/chatbot/global_attn.png +# :align: center +# :width: 60% # :alt: global_attn # -# # Luong attention layer class Attn(torch.nn.Module): def __init__(self, method, hidden_size): super(Attn, self).__init__() - self.method = method + if self.method not in ['dot', 'general', 'concat']: + raise ValueError(self.method, "is not an appropriate attention method.") self.hidden_size = hidden_size - if self.method == 'general': self.attn = torch.nn.Linear(self.hidden_size, hidden_size) - elif self.method == 'concat': self.attn = torch.nn.Linear(self.hidden_size * 2, hidden_size) self.v = torch.nn.Parameter(torch.FloatTensor(hidden_size)) @@ -776,6 +780,7 @@ def concat_score(self, hidden, encoder_output): return torch.sum(self.v * energy, dim=2) def forward(self, hidden, encoder_outputs): + # Calculate the attention weights (energies) based on the given method if self.method == 'general': attn_energies = self.general_score(hidden, encoder_outputs) elif self.method == 'concat': @@ -783,22 +788,21 @@ def forward(self, hidden, encoder_outputs): elif self.method == 'dot': attn_energies = self.dot_score(hidden, encoder_outputs) - # Transpose max_len and batch_size dimensions + # Transpose max_length and batch_size dimensions attn_energies = attn_energies.t() + # Return the softmax normalized probability scores (with added dimension) return F.softmax(attn_energies, dim=1).unsqueeze(1) ###################################################################### -# Now that we have defined our attention layer, we can implement the -# actual decoder model. For the decoder, we will manually feed one time -# step at a time (across batches). This means that our embedded word -# tensor and GRU output will both have shape *(1, batch_size, -# hidden_size)*. +# Now that we have defined our attention submodule, we can implement the +# actual decoder model. For the decoder, we will manually feed our batch +# one time step at a time. This means that our embedded word tensor and +# GRU output will both have shape *(1, batch_size, hidden_size)*. # # **Computation Graph:** # -# # 1) Get embedding of current input word. # 2) Forward through unidirectional GRU. # 3) Calculate attention weights from the current GRU output from (2). @@ -809,7 +813,7 @@ def forward(self, hidden, encoder_outputs): # # **Inputs:** # -# - ``input_seq``: one time step (one word) of input sequence batch; +# - ``input_step``: one time step (one word) of input sequence batch; # shape=\ *(1, batch_size)* # - ``last_hidden``: final hidden layer of GRU; shape=\ *(n_layers x # num_directions, batch_size, hidden_size)* @@ -845,32 +849,26 @@ def __init__(self, attn_model, embedding, hidden_size, output_size, n_layers=1, self.attn = Attn(attn_model, hidden_size) - def forward(self, input_seq, last_hidden, encoder_outputs): + def forward(self, input_step, last_hidden, encoder_outputs): # Note: we run this one step (word) at a time - # 1 - embedded = self.embedding(input_seq) + # Get embedding of current input word + embedded = self.embedding(input_step) embedded = self.embedding_dropout(embedded) - - # 2 + # Forward through unidirectional GRU rnn_output, hidden = self.gru(embedded, last_hidden) - - # 3 + # Calculate attention weights from the current GRU output attn_weights = self.attn(rnn_output, encoder_outputs) - - # 4 + # Multiply attention weights to encoder outputs to get new "weighted sum" context vector context = attn_weights.bmm(encoder_outputs.transpose(0, 1)) - - # 5 (Luong eq. 5) + # Concatenate weighted context vector and GRU output using Luong eq. 5 rnn_output = rnn_output.squeeze(0) context = context.squeeze(1) concat_input = torch.cat((rnn_output, context), 1) concat_output = torch.tanh(self.concat(concat_input)) - - # 6 (Luong eq. 6, without softmax) + # Predict next word using Luong eq. 6 output = self.out(concat_output) output = F.softmax(output, dim=1) - - # 7 + # Return output and final hidden state return output, hidden @@ -883,7 +881,7 @@ def forward(self, input_seq, last_hidden, encoder_outputs): # # Since we are dealing with batches of padded sequences, we cannot simply # consider all elements of the tensor when calculating loss. We define -# ``maskNLLLoss`` to calculate our loss based on our decoder output +# ``maskNLLLoss`` to calculate our loss based on our decoder’s output # tensor, the target tensor, and a binary mask tensor describing the # padding of the target tensor. This loss function calculates the average # negative log likelihood of the elements that correspond to a *1* in the @@ -903,7 +901,7 @@ def maskNLLLoss(inp, target, mask): # ~~~~~~~~~~~~~~~~~~~~~~~~~ # # The ``train`` function contains the algorithm for a single training -# iteration (a.k.a. a single batch of inputs). +# iteration (a single batch of inputs). # # We will use a couple of clever tricks to aid in convergence: # @@ -926,14 +924,14 @@ def maskNLLLoss(inp, target, mask): # function. # # .. figure:: /_static/img/chatbot/grad_clip.png +# :align: center +# :width: 60% # :alt: grad_clip # -# Image source: Goodfellow et al. *Deep Learning*. 2016. -# http://www.deeplearningbook.org/ +# Image source: Goodfellow et al. *Deep Learning*. 2016. http://www.deeplearningbook.org/ # # **Sequence of Operations:** # -# # 1) Forward pass entire input batch through encoder. # 2) Initialize decoder inputs as SOS_token, and hidden state as the encoder's final hidden state. # 3) Forward input batch sequence through decoder one time step at a time. @@ -943,6 +941,7 @@ def maskNLLLoss(inp, target, mask): # 7) Clip gradients. # 8) Update encoder and decoder model parameters. # +# # .. Note :: # # PyTorch’s RNN modules (``RNN``, ``LSTM``, ``GRU``) can be used like any @@ -950,14 +949,15 @@ def maskNLLLoss(inp, target, mask): # sequence (or batch of sequences). We use the ``GRU`` layer like this in # the ``encoder``. The reality is that under the hood, there is an # iterative process looping over each time step calculating hidden states. -# Alternatively, you ran run these modules one time step (word) at a time. -# In this case, we manually loop over the sequence during the training -# process like we do for the ``decoder`` model. As long as you maintain -# the correct conceptual model of these modules, implementing sequential -# models can be very straightforward. +# Alternatively, you ran run these modules one time-step at a time. In +# this case, we manually loop over the sequences during the training +# process like we must do for the ``decoder`` model. As long as you +# maintain the correct conceptual model of these modules, implementing +# sequential models can be very straightforward. # # + def train(input_variable, lengths, target_variable, mask, max_target_len, encoder, decoder, embedding, encoder_optimizer, decoder_optimizer, batch_size, clip, max_length=MAX_LENGTH): @@ -967,6 +967,7 @@ def train(input_variable, lengths, target_variable, mask, max_target_len, encode # Set device options input_variable = input_variable.to(device) + lengths = lengths.to(device) target_variable = target_variable.to(device) mask = mask.to(device) @@ -1042,10 +1043,10 @@ def train(input_variable, lengths, target_variable, mask, max_target_len, encode # # One thing to note is that when we save our model, we save a tarball # containing the encoder and decoder state_dicts (parameters), the -# optimizers’ state_dicts, the loss, and the iteration. Saving the model +# optimizers’ state_dicts, the loss, the iteration, etc. Saving the model # in this way will give us the ultimate flexibility with the checkpoint. -# We can use the model parameters to run inference, or we can continue -# training right where we left off. +# After loading a checkpoint, we will be able to use the model parameters +# to run inference, or we can continue training right where we left off. # def trainIters(model_name, voc, pairs, encoder, decoder, encoder_optimizer, decoder_optimizer, embedding, encoder_n_layers, decoder_n_layers, save_dir, n_iteration, batch_size, print_every, save_every, clip, corpus_name, loadFilename): @@ -1054,7 +1055,7 @@ def trainIters(model_name, voc, pairs, encoder, decoder, encoder_optimizer, deco training_batches = [batch2TrainData(voc, [random.choice(pairs) for _ in range(batch_size)]) for _ in range(n_iteration)] - # Initialize + # Initializations print('Initializing ...') start_iteration = 1 print_loss = 0 @@ -1110,180 +1111,109 @@ def trainIters(model_name, voc, pairs, encoder, decoder, encoder_optimizer, deco # we are **NOT** using teacher forcing. In other words, for each time # step, we simply choose the word from ``decoder_output`` with the highest # softmax value. This decoding method is optimal on a single time-step -# level. However, we may not be choosing the word to lead to the best -# overall response sequence. +# level. # - -def decode(decoder, decoder_hidden, encoder_outputs, voc, max_length=MAX_LENGTH): - # Initialize input, words, and attentions - decoder_input = torch.LongTensor([[SOS_token]]) - decoder_input = decoder_input.to(device) - decoded_words = [] - - # Allow output sequences with a max length of max_length - for _ in range(max_length): - # Run forward pass though decoder model - decoder_output, decoder_hidden = decoder( - decoder_input, decoder_hidden, encoder_outputs - ) - - # Take word with highest softmax probability - _, topi = decoder_output.topk(1) - ni = topi[0][0] - # If the recommended word is an EOS token, append the token to the decoded_words list and stop decoding - if ni == EOS_token: - break - # Else, append the string word to decoded_words list - else: - decoded_words.append(voc.index2word[ni.item()]) - - # Set next decoder input as the chosen decoded word - decoder_input = torch.LongTensor([[ni]]) - decoder_input = decoder_input.to(device) - - return decoded_words - - -###################################################################### -# Beam decoding -# ~~~~~~~~~~~~~ +# To facilite the greedy decoding operation, we define a +# ``GreedySearchDecoder`` class. When run, an object of this class takes +# an input sequence (``input_seq``) of shape *(input_seq length, 1)*, a +# scalar input length (``input_length``) tensor, and a ``max_length`` to +# bound the response sentence length. The input sentence is evaluated +# using the following computational graph: # -# A common seq2seq decoding technique to optimize overall quality of a -# response sequence is using beam-search optimization. In general, -# beam-search is a search algorithm that probes the most promising -# candidate options before making a final selection. It is an optimization -# of a best-first algorithm like greedy decoding. -# -# Specifically, instead of naively choosing the best word, we probe *k = -# beam_size* candidates. At each time step, each candidate sentence is -# expanded with all possible next words. Each candidate step is scored by -# multiplying the probabilities together. The *k* sequences with the -# highest probabilities are then selected, and this process repeats until -# the end of the sequence. -# -# Note that unlike the ``decode`` function, which returns the response -# sentence, ``beam_decode`` returns the top *beam_size* response sentences -# and their average word scores. -# - -# Code source: https://github.com/ywk991112/pytorch-chatbot/blob/master/evaluate.py -class Sentence: - def __init__(self, decoder_hidden, last_idx=SOS_token, sentence_idxes=[], sentence_scores=[]): - if(len(sentence_idxes) != len(sentence_scores)): - raise ValueError("length of indexes and scores should be the same") - self.decoder_hidden = decoder_hidden - self.last_idx = last_idx - self.sentence_idxes = sentence_idxes - self.sentence_scores = sentence_scores - - # Return mean of sentence_score - def avgScore(self): - if len(self.sentence_scores) == 0: - raise ValueError("Calculate average score of sentence, but got no word") - return sum(self.sentence_scores) / len(self.sentence_scores) - - # Return top k sentences - def addTopk(self, topi, topv, decoder_hidden, beam_size, voc): - topv = torch.log(topv) - terminates, sentences = [], [] - for i in range(beam_size): - if topi[0][i] == EOS_token: - terminates.append(([voc.index2word[idx.item()] for idx in self.sentence_idxes], - self.avgScore())) - continue - idxes = self.sentence_idxes[:] - scores = self.sentence_scores[:] - idxes.append(topi[0][i]) - scores.append(topv[0][i]) - sentences.append(Sentence(decoder_hidden, topi[0][i], idxes, scores)) - return terminates, sentences - - # Return output sentence and average sentence score - def toWordScore(self, voc): - words = [] - for i in range(len(self.sentence_idxes)): - if self.sentence_idxes[i] != EOS_token: - words.append(voc.index2word[self.sentence_idxes[i].item()]) - return (words, self.avgScore()) - - -def beam_decode(decoder, decoder_hidden, encoder_outputs, voc, beam_size, max_length=MAX_LENGTH): - terminal_sentences, prev_top_sentences, next_top_sentences = [], [], [] - prev_top_sentences.append(Sentence(decoder_hidden)) - for i in range(max_length): - for sentence in prev_top_sentences: - decoder_input = torch.LongTensor([[sentence.last_idx]]) - decoder_input = decoder_input.to(device) - - decoder_hidden = sentence.decoder_hidden - decoder_output, decoder_hidden = decoder( - decoder_input, decoder_hidden, encoder_outputs - ) - topv, topi = decoder_output.topk(beam_size) - term, top = sentence.addTopk(topi, topv, decoder_hidden, beam_size, voc) - terminal_sentences.extend(term) - next_top_sentences.extend(top) - - next_top_sentences.sort(key=lambda s: s.avgScore(), reverse=True) - prev_top_sentences = next_top_sentences[:beam_size] - next_top_sentences = [] - - terminal_sentences += [sentence.toWordScore(voc) for sentence in prev_top_sentences] - terminal_sentences.sort(key=lambda x: x[1], reverse=True) - - n = min(len(terminal_sentences), beam_size) - return terminal_sentences[:n] +# **Computation Graph:** +# +# 1) Forward input through encoder model. +# 2) Prepare encoder's final hidden layer to be first hidden input to the decoder. +# 3) Initialize decoder's first input as SOS_token. +# 4) Initialize tensors to append decoded words to. +# 5) Iteratively decode one word token at a time: +# a) Forward pass through decoder. +# b) Obtain most likely word token and its softmax score. +# c) Record token and score. +# d) Prepare current token to be next decoder input. +# 6) Return collections of word tokens and scores. +# + +class GreedySearchDecoder(nn.Module): + def __init__(self, encoder, decoder): + super(GreedySearchDecoder, self).__init__() + self.encoder = encoder + self.decoder = decoder + + def forward(self, input_seq, input_length, max_length): + # Forward input through encoder model + encoder_outputs, encoder_hidden = self.encoder(input_seq, input_length) + # Prepare encoder's final hidden layer to be first hidden input to the decoder + decoder_hidden = encoder_hidden[:decoder.n_layers] + # Initialize decoder input with SOS_token + decoder_input = torch.ones(1, 1, device=device, dtype=torch.long) * SOS_token + # Initialize tensors to append decoded words to + all_tokens = torch.zeros([0], device=device, dtype=torch.long) + all_scores = torch.zeros([0], device=device) + # Iteratively decode one word token at a time + for _ in range(max_length): + # Forward pass through decoder + decoder_output, decoder_hidden = self.decoder(decoder_input, decoder_hidden, encoder_outputs) + # Obtain most likely word token and its softmax score + decoder_scores, decoder_input = torch.max(decoder_output, dim=1) + # Record token and score + all_tokens = torch.cat((all_tokens, decoder_input), dim=0) + all_scores = torch.cat((all_scores, decoder_scores), dim=0) + # Prepare current token to be next decoder input (add a dimension) + decoder_input = torch.unsqueeze(decoder_input, 0) + # Return collections of word tokens and scores + return all_tokens, all_scores ###################################################################### # Evaluate my text # ~~~~~~~~~~~~~~~~ # -# Now that we have our decoding methods defined, we can write functions -# for evaluating an input sentence. The ``evaluate`` function manages the -# low-level process of handling the input sentence. We first format the -# sentence as an input batch of word indexes with *batch_size=1*. Next, we -# forward the input batch through the encoder, and similarly to our -# ``train`` function, we then prepare the encoder’s final hidden layer to -# be the initial hidden layer of the decoder. If *beam_size == 1*, we use -# greedy decoding, otherwise we use beam decoding. +# Now that we have our decoding method defined, we can write functions for +# evaluating a string input sentence. The ``evaluate`` function manages +# the low-level process of handling the input sentence. We first format +# the sentence as an input batch of word indexes with *batch_size==1*. We +# do this by converting the words of the sentence to their corresponding +# indexes, and transposing the dimensions to prepare the tensor for our +# models. We also create a ``lengths`` tensor which contains the length of +# our input sentence. In this case, ``lengths`` is scalar because we are +# only evaluating one sentence at a time (batch_size==1). Next, we obtain +# the decoded response sentence tensor using our ``GreedySearchDecoder`` +# object (``searcher``). Finally, we convert the response’s indexes to +# words and return the list of decoded words. # # ``evaluateInput`` acts as the user interface for our chatbot. When # called, an input text field will spawn in which we can enter our query # sentence. After typing our input sentence and pressing *Enter*, our text # is normalized in the same way as our training data, and is ultimately # fed to the ``evaluate`` function to obtain a decoded output sentence. We -# format the outputs of our greedy decoder and beam decoder differently, -# as we want to show the top *beam_size* sentences along with their -# corresponding average word scores. We loop this process, so we can keep -# chatting with our bot until we enter either “q” or “quit”. +# loop this process, so we can keep chatting with our bot until we enter +# either “q” or “quit”. # # Finally, if a sentence is entered that contains a word that is not in # the vocabulary, we handle this gracefully by printing an error message # and prompting the user to enter another sentence. # -def evaluate(encoder, decoder, voc, sentence, beam_size, max_length=MAX_LENGTH): - # Format input sentence as a batch +def evaluate(encoder, decoder, searcher, voc, sentence, max_length=MAX_LENGTH): + ### Format input sentence as a batch + # words -> indexes indexes_batch = [indexesFromSentence(voc, sentence)] - lengths = [len(indexes) for indexes in indexes_batch] + # Create lengths tensor + lengths = torch.tensor([len(indexes) for indexes in indexes_batch]) + # Transpose dimensions of batch to match models' expectations input_batch = torch.LongTensor(indexes_batch).transpose(0, 1) + # Use appropriate device input_batch = input_batch.to(device) - - # Forward input through encoder model - encoder_outputs, encoder_hidden = encoder(input_batch, lengths) - - # Prepare encoder's final hidden layer to be first hidden input to the decoder - decoder_hidden = encoder_hidden[:decoder.n_layers] - - # Decode sentence - if beam_size == 1: - return decode(decoder, decoder_hidden, encoder_outputs, voc) - else: - return beam_decode(decoder, decoder_hidden, encoder_outputs, voc, beam_size) + lengths = lengths.to(device) + # Decode sentence with searcher + tokens, scores = searcher(input_batch, lengths, max_length) + # indexes -> words + decoded_words = [voc.index2word[token.item()] for token in tokens] + return decoded_words -def evaluateInput(encoder, decoder, voc, beam_size): +def evaluateInput(encoder, decoder, searcher, voc): input_sentence = '' while(1): try: @@ -1294,15 +1224,11 @@ def evaluateInput(encoder, decoder, voc, beam_size): # Normalize sentence input_sentence = normalizeString(input_sentence) # Evaluate sentence - if beam_size == 1: - output_words = evaluate(encoder, decoder, voc, input_sentence, beam_size) - output_sentence = ' '.join(output_words) - print('bot:', output_sentence) - else: - output_words_list = evaluate(encoder, decoder, voc, input_sentence, beam_size) - for output_words, score in output_words_list: - output_sentence = ' '.join(output_words) - print("{:.3f} < {}".format(score, output_sentence)) + output_words = evaluate(encoder, decoder, searcher, voc, input_sentence) + # Format and print response sentence + output_words[:] = [x for x in output_words if not (x == 'EOS' or x == 'PAD')] + print('Bot:', ' '.join(output_words)) + except KeyError: print("Error: Encountered unknown word.") @@ -1335,9 +1261,9 @@ def evaluateInput(encoder, decoder, voc, beam_size): # Set checkpoint to load from; set to None if starting from scratch loadFilename = None checkpoint_iter = 4000 -# loadFilename = os.path.join(save_dir, model_name, corpus_name, -# '{}-{}_{}'.format(encoder_n_layers, decoder_n_layers, hidden_size), -# '{}_checkpoint.tar'.format(checkpoint_iter)) +#loadFilename = os.path.join(save_dir, model_name, corpus_name, +# '{}-{}_{}'.format(encoder_n_layers, decoder_n_layers, hidden_size), +# '{}_checkpoint.tar'.format(checkpoint_iter)) # Load model if a loadFilename is provided @@ -1365,7 +1291,7 @@ def evaluateInput(encoder, decoder, voc, beam_size): if loadFilename: encoder.load_state_dict(encoder_sd) decoder.load_state_dict(decoder_sd) -# use cuda +# Use appropriate device encoder = encoder.to(device) decoder = decoder.to(device) print('Models built and ready to go!') @@ -1414,16 +1340,18 @@ def evaluateInput(encoder, decoder, voc, beam_size): # Run Evaluation # ~~~~~~~~~~~~~~ # -# To chat with your model, run the following block. Feel free to change -# the beam_size to observe the differences in decoder behavior. +# To chat with your model, run the following block. # # Set dropout layers to eval mode encoder.eval() decoder.eval() -# Uncomment the next line to begin chatting -# evaluateInput(encoder, decoder, voc, beam_size=1) +# Initialize search module +searcher = GreedySearchDecoder(encoder, decoder) + +# Begin chatting +evaluateInput(encoder, decoder, searcher, voc) ###################################################################### From e55f38b37da3eb108ddf47bfe5b16528170e28d2 Mon Sep 17 00:00:00 2001 From: Matthew Inkawhich Date: Sun, 16 Sep 2018 18:50:19 -0400 Subject: [PATCH 2/2] Added deploy_seq2seq_hybrid_frontend_tutorial; removed intro to hybrid frontend tutorial --- _static/img/chatbot/pytorch_workflow.png | Bin 178007 -> 166142 bytes beginner_source/chatbot_tutorial.py | 2 +- ...deploy_seq2seq_hybrid_frontend_tutorial.py | 880 ++++++++++++++++++ ...ntroduction_to_hybrid_frontend_tutorial.py | 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a/beginner_source/chatbot_tutorial.py b/beginner_source/chatbot_tutorial.py index e7909fda1ac..6439e9c57a8 100644 --- a/beginner_source/chatbot_tutorial.py +++ b/beginner_source/chatbot_tutorial.py @@ -621,7 +621,7 @@ def batch2TrainData(voc, pair_batch): # .. figure:: /_static/img/chatbot/RNN-bidirectional.png # :width: 70% # :align: center -# :alt: model +# :alt: rnn_bidir # # Image source: http://colah.github.io/posts/2015-09-NN-Types-FP/ # diff --git a/beginner_source/deploy_seq2seq_hybrid_frontend_tutorial.py b/beginner_source/deploy_seq2seq_hybrid_frontend_tutorial.py new file mode 100644 index 00000000000..2136f84b955 --- /dev/null +++ b/beginner_source/deploy_seq2seq_hybrid_frontend_tutorial.py @@ -0,0 +1,880 @@ +# -*- coding: utf-8 -*- +""" +Deploying a Seq2Seq Model with the Hybrid Frontend +================================================== +**Author:** `Matthew Inkawhich `_ +""" + + +###################################################################### +# This tutorial will walk through the process of transitioning a +# sequence-to-sequence model to Torch Script using PyTorch’s Hybrid +# Frontend. The model that we will convert is the chatbot model from the +# `Chatbot tutorial <>`__. While the `introductory hybrid frontend +# tutorials <>`__ are useful for gaining an understanding of the +# work-flow, purpose, and basic syntax of the feature, this document +# covers a more challenging model and a more practical use-case. You can +# either treat this tutorial as a “Part 2” to the `Chatbot tutorial <>`__ +# and deploy your own pretrained model, or you can start with this +# document and use a pretrained model that we host. In the latter case, +# you can reference the original `Chatbot tutorial <>`__ for details +# regarding data preprocessing, model theory and definition, and model +# training. +# +# What is the Hybrid Frontend? +# ---------------------------- +# +# During the research and development phase of a deep learning-based +# project, it is advantageous to interact with an **eager**, imperative +# interface like PyTorch’s. This gives users the ability to write +# familiar, idiomatic Python, allowing for the use of Python data +# structures, control flow operations, print statements, and debugging +# utilities. Although the eager interface is a beneficial tool for +# research and experimentation applications, when it comes time to deploy +# the model in a production environment, having a **graph**-based model +# representation is very beneficial. A deferred graph representation +# allows for optimizations such as out-of-order execution, and the ability +# to target highly optimized hardware architectures. Also, a graph-based +# representation enables framework-agnostic model exportation. PyTorch +# provides mechanisms for incrementally converting eager-mode code into +# Torch Script, a statically analyzable and optimizable subset of Python +# that Torch uses to represent deep learning programs independently from +# the Python runtime. +# +# The API for converting eager-mode PyTorch programs into Torch Script is +# found in the torch.jit module. This module has two core modalities for +# converting an eager-mode model to a Torch Script graph representation: +# **tracing** and **scripting**. The ``torch.jit.trace`` function takes a +# module or function and a set of example inputs. It then runs the example +# input through the function or module while tracing the computational +# steps that are encountered, and outputs a graph-based function that +# performs the traced operations. **Tracing** is great for straightforward +# modules and functions that do not involve data-dependent control flow, +# such as standard convolutional neural networks. However, if a function +# with data-dependent if statements and loops is traced, only the +# operations called along the execution route taken by the example input +# will be recorded. In other words, the control flow itself is not +# captured. To convert modules and functions containing data-dependent +# control flow, a **scripting** mechanism is provided. Scripting +# explicitly converts the module or function code to Torch Script, +# including all possible control flow routes. To use script mode, be sure +# to inherit from the the ``torch.jit.ScriptModule`` base class (instead +# of ``torch.nn.Module``) and add a ``torch.jit.script`` decorator to your +# Python function or a ``torch.jit.script_method`` decorator to your +# module’s methods. The one caveat with using scripting is that it only +# supports a restricted subset of Python. For all details relating to the +# supported features, see the Torch Script `language +# reference `__. To provide the +# maximum flexibility, the modes of Torch Script can be composed to +# represent your whole program, and these techniques can be applied +# incrementally. +# +# .. figure:: /_static/img/chatbot/pytorch_workflow.png +# :align: center +# :alt: workflow +# + + + +###################################################################### +# Acknowledgements +# ---------------- +# +# This tutorial was inspired by the following sources: +# +# 1) Yuan-Kuei Wu’s pytorch-chatbot implementation: +# https://github.com/ywk991112/pytorch-chatbot +# +# 2) Sean Robertson’s practical-pytorch seq2seq-translation example: +# https://github.com/spro/practical-pytorch/tree/master/seq2seq-translation +# +# 3) FloydHub’s Cornell Movie Corpus preprocessing code: +# https://github.com/floydhub/textutil-preprocess-cornell-movie-corpus +# + + +###################################################################### +# Prepare Environment +# ------------------- +# +# First, we will import the required modules and set some constants. If +# you are planning on using your own model, be sure that the +# ``MAX_LENGTH`` constant is set correctly. As a reminder, this constant +# defines the maximum allowed sentence length during training and the +# maximum length output that the model is capable of producing. +# + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function +from __future__ import unicode_literals + +import torch +import torch.nn as nn +import torch.nn.functional as F +import re +import os +import unicodedata +import numpy as np + + +USE_CUDA = torch.cuda.is_available() +device = torch.device("cuda" if USE_CUDA else "cpu") + +MAX_LENGTH = 10 # Maximum sentence length + +# Default word tokens +PAD_token = 0 # Used for padding short sentences +SOS_token = 1 # Start-of-sentence token +EOS_token = 2 # End-of-sentence token + + +###################################################################### +# Model Overview +# -------------- +# +# As mentioned, the model that we are using is a +# `sequence-to-sequence `__ (seq2seq) +# model. This type of model is used in cases when our input is a +# variable-length sequence, and our output is also a variable length +# sequence that is not necessarily a one-to-one mapping of the input. A +# seq2seq model is comprised of two recurrent neural networks (RNNs) that +# work cooperatively: an **encoder** and a **decoder**. +# +# .. figure:: /_static/img/chatbot/seq2seq_ts.png +# :align: center +# :alt: model +# +# +# Image source: +# https://jeddy92.github.io/JEddy92.github.io/ts_seq2seq_intro/ +# +# Encoder +# ~~~~~~~ +# +# The encoder RNN iterates through the input sentence one token +# (e.g. word) at a time, at each time step outputting an “output” vector +# and a “hidden state” vector. The hidden state vector is then passed to +# the next time step, while the output vector is recorded. The encoder +# transforms the context it saw at each point in the sequence into a set +# of points in a high-dimensional space, which the decoder will use to +# generate a meaningful output for the given task. +# +# Decoder +# ~~~~~~~ +# +# The decoder RNN generates the response sentence in a token-by-token +# fashion. It uses the encoder’s context vectors, and internal hidden +# states to generate the next word in the sequence. It continues +# generating words until it outputs an *EOS_token*, representing the end +# of the sentence. We use an `attention +# mechanism `__ in our decoder to help it +# to “pay attention” to certain parts of the input when generating the +# output. For our model, we implement `Luong et +# al. `__\ ’s “Global attention” module, +# and use it as a submodule in our decode model. +# + + +###################################################################### +# Data Handling +# ------------- +# +# Although our models conceptually deal with sequences of tokens, in +# reality, they deal with numbers like all machine learning models do. In +# this case, every word in the model’s vocabulary, which was established +# before training, is mapped to an integer index. We use a ``Voc`` object +# to contain the mappings from word to index, as well as the total number +# of words in the vocabulary. We will load the object later before we run +# the model. +# +# Also, in order for us to be able to run evaluations, we must provide a +# tool for processing our string inputs. The ``normalizeString`` function +# converts all characters in a string to lowercase and removes all +# non-letter characters. The ``indexesFromSentence`` function takes a +# sentence of words and returns the corresponding sequence of word +# indexes. +# + +class Voc: + def __init__(self, name): + self.name = name + self.trimmed = False + self.word2index = {} + self.word2count = {} + self.index2word = {PAD_token: "PAD", SOS_token: "SOS", EOS_token: "EOS"} + self.num_words = 3 # Count SOS, EOS, PAD + + def addSentence(self, sentence): + for word in sentence.split(' '): + self.addWord(word) + + def addWord(self, word): + if word not in self.word2index: + self.word2index[word] = self.num_words + self.word2count[word] = 1 + self.index2word[self.num_words] = word + self.num_words += 1 + else: + self.word2count[word] += 1 + + # Remove words below a certain count threshold + def trim(self, min_count): + if self.trimmed: + return + self.trimmed = True + keep_words = [] + for k, v in self.word2count.items(): + if v >= min_count: + keep_words.append(k) + + print('keep_words {} / {} = {:.4f}'.format( + len(keep_words), len(self.word2index), len(keep_words) / len(self.word2index) + )) + # Reinitialize dictionaries + self.word2index = {} + self.word2count = {} + self.index2word = {PAD_token: "PAD", SOS_token: "SOS", EOS_token: "EOS"} + self.num_words = 3 # Count default tokens + for word in keep_words: + self.addWord(word) + + +# Lowercase and remove non-letter characters +def normalizeString(s): + s = s.lower() + s = re.sub(r"([.!?])", r" \1", s) + s = re.sub(r"[^a-zA-Z.!?]+", r" ", s) + return s + + +# Takes string sentence, returns sentence of word indexes +def indexesFromSentence(voc, sentence): + return [voc.word2index[word] for word in sentence.split(' ')] + [EOS_token] + + +###################################################################### +# Define Encoder +# -------------- +# +# We implement our encoder’s RNN with the ``torch.nn.GRU`` module which we +# feed a batch of sentences (vectors of word embeddings) and it internally +# iterates through the sentences one token at a time calculating the +# hidden states. We initialize this module to be bidirectional, meaning +# that we have two independent GRUs: one that iterates through the +# sequences in chronological order, and another that iterates in reverse +# order. We ultimately return the sum of these two GRUs’ outputs. Since +# our model was trained using batching, our ``EncoderRNN`` model’s +# ``forward`` function expects a padded input batch. To batch +# variable-length sentences, we allow a maximum of *MAX_LENGTH* tokens in +# a sentence, and all sentences in the batch that have less than +# *MAX_LENGTH* tokens are padded at the end with our dedicated *PAD_token* +# tokens. To use padded batches with a PyTorch RNN module, we must wrap +# the forward pass call with ``torch.nn.utils.rnn.pack_padded_sequence`` +# and ``torch.nn.utils.rnn.pad_packed_sequence`` data transformations. +# Note that the ``forward`` function also takes an ``input_lengths`` list, +# which contains the length of each sentence in the batch. This input is +# used by the ``torch.nn.utils.rnn.pack_padded_sequence`` function when +# padding. +# +# Hybrid Frontend Notes: +# ~~~~~~~~~~~~~~~~~~~~~~ +# +# Since the encoder’s ``forward`` function does not contain any +# data-dependent control flow, we will use **tracing** to convert it to +# script mode. When tracing a module, we can leave the module definition +# as-is. We will initialize all models towards the end of this document +# before we run evaluations. +# + +class EncoderRNN(nn.Module): + def __init__(self, hidden_size, embedding, n_layers=1, dropout=0): + super(EncoderRNN, self).__init__() + self.n_layers = n_layers + self.hidden_size = hidden_size + self.embedding = embedding + + # Initialize GRU; the input_size and hidden_size params are both set to 'hidden_size' + # because our input size is a word embedding with number of features == hidden_size + self.gru = nn.GRU(hidden_size, hidden_size, n_layers, + dropout=(0 if n_layers == 1 else dropout), bidirectional=True) + + def forward(self, input_seq, input_lengths, hidden=None): + # Convert word indexes to embeddings + embedded = self.embedding(input_seq) + # Pack padded batch of sequences for RNN module + packed = torch.nn.utils.rnn.pack_padded_sequence(embedded, input_lengths) + # Forward pass through GRU + outputs, hidden = self.gru(packed, hidden) + # Unpack padding + outputs, _ = torch.nn.utils.rnn.pad_packed_sequence(outputs) + # Sum bidirectional GRU outputs + outputs = outputs[:, :, :self.hidden_size] + outputs[:, : ,self.hidden_size:] + # Return output and final hidden state + return outputs, hidden + + +###################################################################### +# Define Decoder’s Attention Module +# --------------------------------- +# +# Next, we’ll define our attention module (``Attn``). Note that this +# module will be used as a submodule in our decoder model. Luong et +# al. consider various “score functions”, which take the current decoder +# RNN output and the entire encoder output, and return attention +# “energies”. This attention energies tensor is the same size as the +# encoder output, and the two are ultimately multiplied, resulting in a +# weighted tensor whose largest values represent the most important parts +# of the query sentence at a particular time-step of decoding. +# + +# Luong attention layer +class Attn(torch.nn.Module): + def __init__(self, method, hidden_size): + super(Attn, self).__init__() + self.method = method + if self.method not in ['dot', 'general', 'concat']: + raise ValueError(self.method, "is not an appropriate attention method.") + self.hidden_size = hidden_size + if self.method == 'general': + self.attn = torch.nn.Linear(self.hidden_size, hidden_size) + elif self.method == 'concat': + self.attn = torch.nn.Linear(self.hidden_size * 2, hidden_size) + self.v = torch.nn.Parameter(torch.FloatTensor(hidden_size)) + + def dot_score(self, hidden, encoder_output): + return torch.sum(hidden * encoder_output, dim=2) + + def general_score(self, hidden, encoder_output): + energy = self.attn(encoder_output) + return torch.sum(hidden * energy, dim=2) + + def concat_score(self, hidden, encoder_output): + energy = self.attn(torch.cat((hidden.expand(encoder_output.size(0), -1, -1), encoder_output), 2)).tanh() + return torch.sum(self.v * energy, dim=2) + + def forward(self, hidden, encoder_outputs): + # Calculate the attention weights (energies) based on the given method + if self.method == 'general': + attn_energies = self.general_score(hidden, encoder_outputs) + elif self.method == 'concat': + attn_energies = self.concat_score(hidden, encoder_outputs) + elif self.method == 'dot': + attn_energies = self.dot_score(hidden, encoder_outputs) + + # Transpose max_length and batch_size dimensions + attn_energies = attn_energies.t() + + # Return the softmax normalized probability scores (with added dimension) + return F.softmax(attn_energies, dim=1).unsqueeze(1) + + +###################################################################### +# Define Decoder +# -------------- +# +# Similarly to the ``EncoderRNN``, we use the ``torch.nn.GRU`` module for +# our decoder’s RNN. This time, however, we use a unidirectional GRU. It +# is important to note that unlike the encoder, we will feed the decoder +# RNN one word at a time. We start by getting the embedding of the current +# word and applying a +# `dropout `__. +# Next, we forward the embedding and the last hidden state to the GRU and +# obtain a current GRU output and hidden state. We then use our ``Attn`` +# module as a layer to obtain the attention weights, which we multiply by +# the encoder’s output to obtain our attended encoder output. We use this +# attended encoder output as our ``context`` tensor, which represents a +# weighted sum indicating what parts of the encoder’s output to pay +# attention to. From here, we use a linear layer and softmax normalization +# to select the next word in the output sequence. +# +# Hybrid Frontend Notes: +# ~~~~~~~~~~~~~~~~~~~~~~ +# +# Similarly to the ``EncoderRNN``, this module does not contain any +# data-dependent control flow. Therefore, we can once again use +# **tracing** to convert this model to Torch Script after it is +# initialized and its parameters are loaded. +# + +class LuongAttnDecoderRNN(nn.Module): + def __init__(self, attn_model, embedding, hidden_size, output_size, n_layers=1, dropout=0.1): + super(LuongAttnDecoderRNN, self).__init__() + + # Keep for reference + self.attn_model = attn_model + self.hidden_size = hidden_size + self.output_size = output_size + self.n_layers = n_layers + self.dropout = dropout + + # Define layers + self.embedding = embedding + self.embedding_dropout = nn.Dropout(dropout) + self.gru = nn.GRU(hidden_size, hidden_size, n_layers, dropout=(0 if n_layers == 1 else dropout)) + self.concat = nn.Linear(hidden_size * 2, hidden_size) + self.out = nn.Linear(hidden_size, output_size) + + self.attn = Attn(attn_model, hidden_size) + + def forward(self, input_step, last_hidden, encoder_outputs): + # Note: we run this one step (word) at a time + # Get embedding of current input word + embedded = self.embedding(input_step) + embedded = self.embedding_dropout(embedded) + # Forward through unidirectional GRU + rnn_output, hidden = self.gru(embedded, last_hidden) + # Calculate attention weights from the current GRU output + attn_weights = self.attn(rnn_output, encoder_outputs) + # Multiply attention weights to encoder outputs to get new "weighted sum" context vector + context = attn_weights.bmm(encoder_outputs.transpose(0, 1)) + # Concatenate weighted context vector and GRU output using Luong eq. 5 + rnn_output = rnn_output.squeeze(0) + context = context.squeeze(1) + concat_input = torch.cat((rnn_output, context), 1) + concat_output = torch.tanh(self.concat(concat_input)) + # Predict next word using Luong eq. 6 + output = self.out(concat_output) + output = F.softmax(output, dim=1) + # Return output and final hidden state + return output, hidden + + +###################################################################### +# Define Evaluation +# ----------------- +# +# Greedy Search Decoder +# ~~~~~~~~~~~~~~~~~~~~~ +# +# As in the chatbot tutorial, we use a ``GreedySearchDecoder`` module to +# facilitate the actual decoding process. This module has the trained +# encoder and decoder models as attributes, and drives the process of +# encoding an input sentence (a vector of word indexes), and iteratively +# decoding an output response sequence one word (word index) at a time. +# +# Encoding the input sequence is straightforward: simply forward the +# entire sequence tensor and its corresponding lengths vector to the +# ``encoder``. It is important to note that this module only deals with +# one input sequence at a time, **NOT** batches of sequences. Therefore, +# when the constant **1** is used for declaring tensor sizes, this +# corresponds to a batch size of 1. To decode a given decoder output, we +# must iteratively run forward passes through our decoder model, which +# outputs softmax scores corresponding to the probability of each word +# being the correct next word in the decoded sequence. We initialize the +# ``decoder_input`` to a tensor containing an *SOS_token*. After each pass +# through the ``decoder``, we *greedily* append the word with the highest +# softmax probability to the ``decoded_words`` list. We also use this word +# as the ``decoder_input`` for the next iteration. The decoding process +# terminates either if the ``decoded_words`` list has reached a length of +# *MAX_LENGTH* or if the predicted word is the *EOS_token*. +# +# Hybrid Frontend Notes: +# ~~~~~~~~~~~~~~~~~~~~~~ +# +# The ``forward`` method of this module involves iterating over the range +# of :math:`[0, max\_length)` when decoding an output sequence one word at +# a time. Because of this, we should use **scripting** to convert this +# module to Torch Script. Unlike with our encoder and decoder models, +# which we can trace, we must make some necessary changes to the +# ``GreedySearchDecoder`` module in order to initialize an object without +# error. In other words, we must ensure that our module adheres to the +# rules of the scripting mechanism, and does not utilize any language +# features outside of the subset of Python that Torch Script includes. +# +# To get an idea of some manipulations that may be required, we will go +# over the diffs between the ``GreedySearchDecoder`` implementation from +# the chatbot tutorial and the implementation that we use in the cell +# below. Note that the lines highlighted in red are lines removed from the +# original implementation and the lines highlighted in green are new. +# +# .. figure:: /_static/img/chatbot/diff.png +# :align: center +# :alt: diff +# +# Changes: +# ^^^^^^^^ +# +# - ``nn.Module`` -> ``torch.jit.ScriptModule`` +# +# - In order to use PyTorch’s scripting mechanism on a module, that +# module must inherit from the ``torch.jit.ScriptModule``. +# +# +# - Added ``decoder_n_layers`` to the constructor arguments +# +# - This change stems from the fact that the encoder and decoder +# models that we pass to this module will be a child of +# ``TracedModule`` (not ``Module``). Therefore, we cannot access the +# decoder’s number of layers with ``decoder.n_layers``. Instead, we +# plan for this, and pass this value in during module construction. +# +# +# - Store away new attributes as constants +# +# - In the original implementation, we were free to use variables from +# the surrounding (global) scope in our ``GreedySearchDecoder``\ ’s +# ``forward`` method. However, now that we are using scripting, we +# do not have this freedom, as the assumption with scripting is that +# we cannot necessarily hold on to Python objects, especially when +# exporting. An easy solution to this is to store these values from +# the global scope as attributes to the module in the constructor, +# and add them to a special list called ``__constants__`` so that +# they can be used as literal values when constructing the graph in +# the ``forward`` method. An example of this usage is on NEW line +# 19, where instead of using the ``device`` and ``SOS_token`` global +# values, we use our constant attributes ``self._device`` and +# ``self._SOS_token``. +# +# +# - Add the ``torch.jit.script_method`` decorator to the ``forward`` +# method +# +# - Adding this decorator lets the JIT compiler know that the function +# that it is decorating should be scripted. +# +# +# - Enforce types of ``forward`` method arguments +# +# - By default, all parameters to a Torch Script function are assumed +# to be Tensor. If we need to pass an argument of a different type, +# we can use function type annotations as introduced in `PEP +# 3107 `__. In addition, +# it is possible to declare arguments of different types using +# MyPy-style type annotations (see +# `doc `__). +# +# +# - Change initialization of ``decoder_input`` +# +# - In the original implementation, we initialized our +# ``decoder_input`` tensor with ``torch.LongTensor([[SOS_token]])``. +# When scripting, we are not allowed to initialize tensors in a +# literal fashion like this. Instead, we can initialize our tensor +# with an explicit torch function such as ``torch.ones``. In this +# case, we can easily replicate the scalar ``decoder_input`` tensor +# by multiplying 1 by our SOS_token value stored in the constant +# ``self._SOS_token``. +# + +class GreedySearchDecoder(torch.jit.ScriptModule): + def __init__(self, encoder, decoder, decoder_n_layers): + super(GreedySearchDecoder, self).__init__() + self.encoder = encoder + self.decoder = decoder + self._device = device + self._SOS_token = SOS_token + self._decoder_n_layers = decoder_n_layers + + __constants__ = ['_device', '_SOS_token', '_decoder_n_layers'] + + @torch.jit.script_method + def forward(self, input_seq : torch.Tensor, input_length : torch.Tensor, max_length : int): + # Forward input through encoder model + encoder_outputs, encoder_hidden = self.encoder(input_seq, input_length) + # Prepare encoder's final hidden layer to be first hidden input to the decoder + decoder_hidden = encoder_hidden[:self._decoder_n_layers] + # Initialize decoder input with SOS_token + decoder_input = torch.ones(1, 1, device=self._device, dtype=torch.long) * self._SOS_token + # Initialize tensors to append decoded words to + all_tokens = torch.zeros([0], device=self._device, dtype=torch.long) + all_scores = torch.zeros([0], device=self._device) + # Iteratively decode one word token at a time + for _ in range(max_length): + # Forward pass through decoder + decoder_output, decoder_hidden = self.decoder(decoder_input, decoder_hidden, encoder_outputs) + # Obtain most likely word token and its softmax score + decoder_scores, decoder_input = torch.max(decoder_output, dim=1) + # Record token and score + all_tokens = torch.cat((all_tokens, decoder_input), dim=0) + all_scores = torch.cat((all_scores, decoder_scores), dim=0) + # Prepare current token to be next decoder input (add a dimension) + decoder_input = torch.unsqueeze(decoder_input, 0) + # Return collections of word tokens and scores + return all_tokens, all_scores + + + +###################################################################### +# Evaluating an Input +# ~~~~~~~~~~~~~~~~~~~ +# +# Next, we define some functions for evaluating an input. The ``evaluate`` +# function takes a normalized string sentence, processes it to a tensor of +# its corresponding word indexes (with batch size of 1), and passes this +# tensor to a ``GreedySearchDecoder`` instance called ``searcher`` to +# handle the encoding/decoding process. The searcher returns the output +# word index vector and a scores tensor corresponding to the softmax +# scores for each decoded word token. The final step is to convert each +# word index back to its string representation using ``voc.index2word``. +# +# We also define two functions for evaluating an input sentence. The +# ``evaluateInput`` function prompts a user for an input, and evaluates +# it. It will continue to ask for another input until the user enters ‘q’ +# or ‘quit’. +# +# The ``evaluateExample`` function simply takes a string input sentence as +# an argument, normalizes it, evaluates it, and prints the response. +# + +def evaluate(encoder, decoder, searcher, voc, sentence, max_length=MAX_LENGTH): + ### Format input sentence as a batch + # words -> indexes + indexes_batch = [indexesFromSentence(voc, sentence)] + # Create lengths tensor + lengths = torch.tensor([len(indexes) for indexes in indexes_batch]) + # Transpose dimensions of batch to match models' expectations + input_batch = torch.LongTensor(indexes_batch).transpose(0, 1) + # Use appropriate device + input_batch = input_batch.to(device) + lengths = lengths.to(device) + # Decode sentence with searcher + tokens, scores = searcher(input_batch, lengths, max_length) + # indexes -> words + decoded_words = [voc.index2word[token.item()] for token in tokens] + return decoded_words + + +# Evaluate inputs from user input (stdin) +def evaluateInput(encoder, decoder, searcher, voc): + input_sentence = '' + while(1): + try: + # Get input sentence + input_sentence = input('> ') + # Check if it is quit case + if input_sentence == 'q' or input_sentence == 'quit': break + # Normalize sentence + input_sentence = normalizeString(input_sentence) + # Evaluate sentence + output_words = evaluate(encoder, decoder, searcher, voc, input_sentence) + # Format and print response sentence + output_words[:] = [x for x in output_words if not (x == 'EOS' or x == 'PAD')] + print('Bot:', ' '.join(output_words)) + + except KeyError: + print("Error: Encountered unknown word.") + +# Normalize input sentence and call evaluate() +def evaluateExample(sentence, encoder, decoder, searcher, voc): + print("> " + sentence) + # Normalize sentence + input_sentence = normalizeString(sentence) + # Evaluate sentence + output_words = evaluate(encoder, decoder, searcher, voc, input_sentence) + output_words[:] = [x for x in output_words if not (x == 'EOS' or x == 'PAD')] + print('Bot:', ' '.join(output_words)) + + +###################################################################### +# Load Pretrained Parameters +# -------------------------- +# +# Ok, its time to load our model! +# +# Use hosted model +# ~~~~~~~~~~~~~~~~ +# +# To load the hosted model: +# +# 1) Download the model `here <>`__. +# +# 2) Set the ``loadFilename`` variable to the path to the downloaded +# checkpoint file. +# +# 3) Leave the ``checkpoint = torch.load(loadFilename)`` line uncommented, +# as the hosted model was trained on CPU. +# +# Use your own model +# ~~~~~~~~~~~~~~~~~~ +# +# To load your own pre-trained model: +# +# 1) Set the ``loadFilename`` variable to the path to the checkpoint file +# that you wish to load. Note that if you followed the convention for +# saving the model from the chatbot tutorial, this may involve changing +# the ``model_name``, ``encoder_n_layers``, ``decoder_n_layers``, +# ``hidden_size``, and ``checkpoint_iter`` (as these values are used in +# the model path). +# +# 2) If you trained the model on a CPU, make sure that you are opening the +# checkpoint with the ``checkpoint = torch.load(loadFilename)`` line. +# If you trained the model on a GPU and are running this tutorial on a +# CPU, uncomment the +# ``checkpoint = torch.load(loadFilename, map_location=torch.device('cpu'))`` +# line. +# +# Hybrid Frontend Notes: +# ~~~~~~~~~~~~~~~~~~~~~~ +# +# Notice that we initialize and load parameters into our encoder and +# decoder models as usual. Also, we must call ``.to(device)`` to set the +# device options of the models and ``.eval()`` to set the dropout layers +# to test mode **before** we trace the models. ``TracedModule`` objects do +# not inherit the ``to`` or ``eval`` methods. +# + +save_dir = os.path.join("data", "save") +corpus_name = "cornell movie-dialogs corpus" + +# Configure models +model_name = 'cb_model' +attn_model = 'dot' +#attn_model = 'general' +#attn_model = 'concat' +hidden_size = 500 +encoder_n_layers = 2 +decoder_n_layers = 2 +dropout = 0.1 +batch_size = 64 + +# Set checkpoint to load from +checkpoint_iter = 4000 +loadFilename = os.path.join(save_dir, model_name, corpus_name, + '{}-{}_{}'.format(encoder_n_layers, decoder_n_layers, hidden_size), + '{}_checkpoint.tar'.format(checkpoint_iter)) + + +# Load model +# If loading on same machine the model was trained on +checkpoint = torch.load(loadFilename) +# If loading a model trained on GPU to CPU +#checkpoint = torch.load(loadFilename, map_location=torch.device('cpu')) +encoder_sd = checkpoint['en'] +decoder_sd = checkpoint['de'] +encoder_optimizer_sd = checkpoint['en_opt'] +decoder_optimizer_sd = checkpoint['de_opt'] +embedding_sd = checkpoint['embedding'] +voc = Voc(corpus_name) +voc.__dict__ = checkpoint['voc_dict'] + + +print('Building encoder and decoder ...') +# Initialize word embeddings +embedding = nn.Embedding(voc.num_words, hidden_size) +embedding.load_state_dict(embedding_sd) +# Initialize encoder & decoder models +encoder = EncoderRNN(hidden_size, embedding, encoder_n_layers, dropout) +decoder = LuongAttnDecoderRNN(attn_model, embedding, hidden_size, voc.num_words, decoder_n_layers, dropout) +# Load trained model params +encoder.load_state_dict(encoder_sd) +decoder.load_state_dict(decoder_sd) +# Use appropriate device +encoder = encoder.to(device) +decoder = decoder.to(device) +# Set dropout layers to eval mode +encoder.eval() +decoder.eval() +print('Models built and ready to go!') + + +###################################################################### +# Convert Model to Torch Script +# ----------------------------- +# +# Encoder +# ~~~~~~~ +# +# As previously mentioned, to convert the encoder model to Torch Script, +# we use **tracing**. Tracing any module requires running an example input +# through the model’s ``forward`` method and trace the computational graph +# that the data encounters. The encoder model takes an input sequence and +# a corresponding lengths tensor. Therefore, we create an example input +# sequence tensor ``test_seq``, which is of appropriate size (MAX_LENGTH, +# 1), contains numbers in the appropriate range +# :math:`[0, voc.num\_words)`, and is of the appropriate type (int64). We +# also create a ``test_seq_length`` scalar which realistically contains +# the value corresponding to how many words are in the ``test_seq``. The +# next step is to use the ``torch.jit.trace`` function to trace the model. +# Notice that the first argument we pass is the module that we want to +# trace, and the second is a tuple of arguments to the module’s +# ``forward`` method. +# +# Decoder +# ~~~~~~~ +# +# We perform the same process for tracing the decoder as we did for the +# encoder. Notice that we call forward on a set of random inputs to the +# traced_encoder to get the output that we need for the decoder. This is +# not required, as we could also simply manufacture a tensor of the +# correct shape, type, and value range. This method is possible because in +# our case we do not have any constraints on the values of the tensors +# because we do not have any operations that could fault on out-of-range +# inputs. +# +# GreedySearchDecoder +# ~~~~~~~~~~~~~~~~~~~ +# +# Recall that we scripted our searcher module due to the presence of +# data-dependent control flow. In the case of scripting, we do the +# conversion work up front by adding the decorator and making sure the +# implementation complies with scripting rules. We initialize the scripted +# searcher the same way that we would initialize an un-scripted variant. +# + +### Convert encoder model +# Create artificial inputs +test_seq = torch.LongTensor(MAX_LENGTH, 1).random_(0, voc.num_words) +test_seq_length = torch.LongTensor([test_seq.size()[0]]) +# Trace the model +traced_encoder = torch.jit.trace(encoder, (test_seq, test_seq_length)) + +### Convert decoder model +# Create and generate artificial inputs +test_encoder_outputs, test_encoder_hidden = traced_encoder(test_seq, test_seq_length) +test_decoder_hidden = test_encoder_hidden[:decoder.n_layers] +test_decoder_input = torch.LongTensor(1, 1).random_(0, voc.num_words) +# Trace the model +traced_decoder = torch.jit.trace(decoder, (test_decoder_input, test_decoder_hidden, test_encoder_outputs)) + +### Initialize searcher module +scripted_searcher = GreedySearchDecoder(traced_encoder, traced_decoder, decoder.n_layers) + + +###################################################################### +# Print Graphs +# ------------ +# +# Now that our models are in Torch Script form, we can print the graphs of +# each to ensure that we captured the computational graph appropriately. +# Since our ``scripted_searcher`` contains our ``traced_encoder`` and +# ``traced_decoder``, these graphs will print inline. +# + +print('scripted_searcher graph:\n', scripted_searcher.graph) + + +###################################################################### +# Run Evaluation +# -------------- +# +# Finally, we will run evaluation of the chatbot model using the Torch +# Script models. If converted correctly, the models will behave exactly as +# they would in their eager-mode representation. +# +# By default, we evaluate a few common query sentences. If you want to +# chat with the bot yourself, uncomment the ``evaluateInput`` line and +# give it a spin. +# + +# Evaluate examples +sentences = ["hello", "what's up?", "who are you?", "where am I?", "where are you from?"] +for s in sentences: + evaluateExample(s, traced_encoder, traced_decoder, scripted_searcher, voc) + +# Evaluate your input +#evaluateInput(traced_encoder, traced_decoder, scripted_searcher, voc) + + +###################################################################### +# Save Model +# ---------- +# +# Now that we have successfully converted our model to Torch Script, we +# will serialize it for use in a non-Python deployment environment. To do +# this, we can simply save our ``scripted_searcher`` module, as this is +# the user-facing interface for running inference against the chatbot +# model. +# + +torch.save(scripted_searcher.state_dict(), "scripted_chatbot.pth") diff --git a/beginner_source/hybrid_frontend/introduction_to_hybrid_frontend_tutorial.py b/beginner_source/hybrid_frontend/introduction_to_hybrid_frontend_tutorial.py deleted file mode 100644 index 291ea5b8d2a..00000000000 --- a/beginner_source/hybrid_frontend/introduction_to_hybrid_frontend_tutorial.py +++ /dev/null @@ -1,526 +0,0 @@ -# -*- coding: utf-8 -*- -""" -Introduction to the Hybrid Frontend -=================================== -**Author:** `Matthew Inkawhich `_ - -In this tutorial, we will experiment with some of the key features of -the PyTorch hybrid frontend. - -This flexible programming model enables the co-existance and seamless -interaction between an imperative eager interface designed for -experimentation and easy debugging, and a declarative graph mode in -which models can be optimized for performance and exported to -large-scale production environments. - -""" - -###################################################################### -# Eager Mode -# ---------- -# -# PyTorch's eager mode is the familiar PyTorch interface. Eager mode is -# easy because it is simply idiomatic Python. Because of the imperative -# nature of the mode, we can use our favorite Python debugging tools such -# as ``pdb`` and ``print`` statements. This mode is designed for rapid -# model prototyping and ambitious research efforts. -# -# However, it is difficult to optimize models represented in eager mode -# for large-scale production and deployment. -# -# Graph Mode -# ---------- -# -# The graph mode creates a deferred model representation, which is a -# common methodology in many deep learning frameworks. In graph mode, you -# write a model definition in Python, which is run later on in the Caffe2 -# C++ runtime environment. Having a deferred representation has numerous -# benefits, including: -# -# - *Model simplicity*: Model representation is simpler and more restricted -# - *Optimization*: We can apply various optimization techniques to create -# more efficient deployable models -# - *Improved performance*: We can leverage parallel and out-of-order -# execution, and target highly optimized hardware architectures -# - *Easy export*: Exporting a serialized model is a breeze with ONNX -# -# .. figure:: /_static/img/hybrid_frontend/pytorch_workflow_small.jpg -# :alt: workflow - - - - -###################################################################### -# JIT Compiler -# ------------ -# -# To accomodate to as many workflows as possible, PyTorch not only -# provides both an eager mode and a graph mode, but a transition mechanism -# between them: ``torch.jit``. This enables the use of the newest -# state-of-the-art models from research environments to be deployed and -# exported in demanding production environments without massive code -# re-writes. -# -# To learn more see `this -# letter `__ from the -# PyTorch team. -# -# There are two separate modes for performing this transition. -# -# Tracing Mode -# ~~~~~~~~~~~~ -# -# Tracing mode is a non-invasive tool which traces your Python module or -# function to create an internal representation that is compiled to graph -# mode. The ``torch.jit.trace`` function takes your module or function and -# an example data input, and traces the computational steps that the data -# encounters as it progresses through the model. -# -# An advantage of this approach is that it is an unobtrusive process that -# will work regardless of how your Python code is structured. However, -# because of the way the tracer works, data-dependent control flows (if -# statements, loops) cannot be fully captured. Rather, only the control -# sequence traced using the example input will be recorded. -# -# Script Mode -# ~~~~~~~~~~~ -# -# To compile models with data-dependent control flow elements, such as -# RNNs, we simply add a ``@torch.jit.script`` decorator to our function. -# This annotation lets PyTorch know that the function may contain -# data-dependent control flows. Now, our loops, conditionals, and -# iterative data mutations are handled explicitly. -# -# The one constraint for users compiling with script mode is that it -# currently only supports a restricted subset of Python. As of now, -# features such as generators, defs, and Python data structures are not -# supported. To remedy this, you can invoke traced modules from script -# modules (and vice-versa), and you can call pure Python functions and -# modules from script modules. However, the operations done in the pure -# Python functions will not be compiled, and will run as-is. -# -# Regardless of which compilation mode you need, the end result is a -# Python-free model representation which can be optimized and exported. -# - - -###################################################################### -# k-Nearest Neighbors Example -# --------------------------- -# -# To showcase the basics of the hybrid frontend, we will implement a basic -# classification algorithm using a mix of both compilation modes and raw -# Python. -# -# Dataset -# ~~~~~~~ -# -# We will use the famous `Iris -# dataset `__ as our toy -# problem. -# -# - 3 classes of flowers (Iris Setosa, Iris Versicolour, Iris Virginica) -# - 150 total samples (50 of each class) -# - 4 features (Sepal length, Sepal width, Petal length, Petal width) -# -# .. figure:: /_static/img/hybrid_frontend/iris_pic.jpg -# :alt: iris -# -# Algorithm -# ~~~~~~~~~ -# -# k-Nearest Neighbors is a relatively simple classification algorithm. It -# is instance-based and lazy, meaning that it uses all training examples -# to model the training data, and delays all computation (model fitting) -# until inference time. -# -# .. figure:: /_static/img/hybrid_frontend/220px-KnnClassification.png -# :alt: knn -# -# k-NN visualization -# -# The idea is to find the **k** closest training samples to a given test -# instance, and predict the class that has the highest representation in -# this group. -# -# For example, if k=3, and the k closest training samples are class {2, 1, -# 2}, the prediction for the test instance is 2. In the event of a voting -# draw, we reduce k and vote again. -# - - -###################################################################### -# On to the Code! -# --------------- -# -# Enough talking, let's get to the code! -# -# We'll start by importing some necessities. -# - -from __future__ import absolute_import -from __future__ import division -from __future__ import print_function -from __future__ import unicode_literals - -import torch -from torch.jit import script, trace -import csv -import random -import operator -import collections -import os - - -###################################################################### -# Handle data -# ~~~~~~~~~~~ -# -# The next step is to download the Iris dataset into ``data/iris.data``. -# To get an idea of what the file looks like, we'll print a few lines. -# -# .. Note :: -# Download the data from -# `here `_ -# and extract it in a ``data`` directory under the current directory. -# - -filename = "data/iris.data" - -# Print 10 random lines -try: - datafile = open(filename, 'r') -except IOError: - print("Cannot open data file: {}. Have you downloaded it yet?".format(filename)) - exit() -lines = datafile.readlines() -# Last line in file is empty, we'll deal with this later -lines = lines[:-1] -random.shuffle(lines) -for line in lines[:10]: - print(line.strip()) -datafile.close() - -###################################################################### -# Next, we'll create our dataset, which is a list of lists containing each -# row of the data file (shape=(150,5)). -# -# In the next step, we will convert this to a torch tensor, so we have to -# convert the string flower species names to float type so that the types -# of all elements are the same. To do this, we define a simple mapping in -# the ``class_labels`` dictionary. -# - -# Declare mapping between string class labels and a numeric representation -class_labels = {'Iris-setosa': 0, 'Iris-versicolor': 1, 'Iris-virginica': 2} - -# Takes a filename with comma separated contents, returns dataset list -def create_dataset(filepath): - with open(filepath, 'r') as datafile: - # Create dataset list - lines = csv.reader(datafile) - dataset = list(lines) - # Remove empty lines - dataset = [x for x in dataset if x] - # Convert string label to numeric label - for row in dataset: - for i in range(4): - row[i] = float(row[i]) - row[4] = float(class_labels[row[4]]) - return dataset - - -# Load dataset -dataset = create_dataset("data/iris.data") - - -###################################################################### -# Now we will declare our ``train_ratio`` and split the dataset. Notice -# that we cast the ``train_set`` and ``test_set`` splits to *torch.tensor* -# before returning. -# - -# Ratio of samples used for training -train_ratio = .70 - -# Takes dataset list and a train percent value for splitting data -def split_dataset(dataset, train_ratio): - # Shuffle data - random.shuffle(dataset) - # Calculate number of files in train and test set - train_len = int(len(dataset) * train_ratio) - test_len = int(len(dataset) - train_len) - # Split train and test sets - train_set = dataset[:train_len] - test_set = dataset[-test_len:] - # Convert splits to torch tensor and return - return torch.tensor(train_set), torch.tensor(test_set) - - -# Split dataset -train_set, test_set = split_dataset(dataset, train_ratio) - - -###################################################################### -# Implement k-NN functions -# ~~~~~~~~~~~~~~~~~~~~~~~~ -# -# The next step is to implement the helper functions that we will use to -# carry out the k-NN algorithm. Because we use torch tensors to operate -# on, we can use the PyTorch JIT compiler to compile our functions to a -# graph representation. -# -# getDistance -# ^^^^^^^^^^^ -# -# The first function that we'll implement is ``getDistance``, which is how -# we will calculate the distance between a ``test_instance`` and a -# ``train_instance``. Because our features are all real numbers, we will -# use Euclidean distance: -# -# .. math:: distance = \sqrt{(train[0] - test[0])^2 + (train[1] - test[1])^2 + \ldots + (train[n] - test[n])^2} -# -# -------------- -# -# **Trace mode** -# -# Because this function involves sequential torch tensor operations, with -# no data-dependent control flows, we can use the **trace** function to -# compile it to a graph representation. -# -# Notice that to trace a function, you must first declare the traced -# version of the function (``getDistance_traced``) using the -# ``torch.jit.trace`` function. Notice that the ``trace`` function is a -# `Curried function `__. For us -# this means that calling it requires two arguments, each surrounded by -# its own set of parenthesis. In the example below, we show that the -# outputs of the non-compiled and compiled functions are identical, and -# use the ``.graph`` attribute to show the graph in a human readable -# format. -# - -# Takes a train_instance and test_instance, and returns a scalar torch -# tensor containing the distance value -def getDistance(train_instance, test_instance): - # Element wise subtraction; disregard last element (class) - #diff = torch.sub(train_instance[:4], test_instance[:4]) - diff = train_instance[:4] - test_instance[:4] - # Square each element of the distance tensor - #sqrs = torch.pow(diff, torch.tensor(2.0)) - sqrs = diff ** torch.tensor(2.0) - # Sum all elements in sqrs tensor - sumsqrs = torch.sum(sqrs) - # Take square root of sumsqrs to obtain distance - distance = torch.sqrt(sumsqrs) - return distance - - -########## Example ########## -# Non-compiled -print("Euclidean distance between train_set[0] and train_set[1]:") -print("train_set[0]:", train_set[0]) -print("train_set[1]:", train_set[1]) -distance = getDistance(train_set[0], train_set[1]) -print("Non-compiled output:", distance) - -# Compiled -getDistance_traced = trace(train_set[0], train_set[1])(getDistance) -distance_traced = getDistance_traced(train_set[0], train_set[1]) -print("Compiled output:", distance_traced) -print("getDistance_traced.graph:", getDistance_traced.graph) - - -###################################################################### -# getSortedLabels -# ^^^^^^^^^^^^^^^ -# -# The ``getSortedLabels`` function takes two parallel tensors -# (``distances`` & ``labels``) of length *train\_instances* which contain -# the distances between train instances and a given test instance, and the -# corresponding class labels. The ``distances`` are sorted first, and we -# reorder the ``labels`` tensor according to the index changes. -# -# -------------- -# -# **Trace mode** -# -# Once again, since this function is simply made up of sequential torch -# operations, we can use **trace** to compile it. Notice that we must use -# a scalar tensor for ``k``. -# - -# Takes parallel distances and labels tensors and returns the sorted labels -def getSortedLabels(distances, labels, k): - # Sort distances - sorted_dists, indices = torch.sort(distances) - # Reorder labels according to sorted indices - sorted_labels = torch.gather(labels, 0, indices) - # Return top-k sorted_labels - return sorted_labels[:k] - - -########## Example ########## -# Non-compiled -print("Sorted labels example:") -ds = torch.tensor([6, 8, 3, 5, 9]) -ls = torch.tensor([0, 0, 2, 1, 2]) -k = torch.tensor(3) -sorted_labels = getSortedLabels(ds, ls, k) -print("Non-compiled output:", sorted_labels) - -# Compiled -getSortedLabels_traced = trace(ds, ls, k)(getSortedLabels) -sorted_labels_traced = getSortedLabels_traced(ds, ls, k) -print("Compiled output:", sorted_labels_traced) -print("getSortedLabels_traced.graph:", getSortedLabels_traced.graph) - - -###################################################################### -# getNeighbors -# ^^^^^^^^^^^^ -# -# The ``getNeighbors`` function takes a ``train_set``, a -# ``test_instance``, an empty ``distances`` tensor, an empty ``labels`` -# tensor, and a ``k`` value. The ``distances`` and ``labels`` tensors must -# have same length as ``train_set``. It returns a list of the sorted -# *k-nearest* neighbors (as class labels) to the ``test_instance``. It -# does this by iterating over every instance in the ``train_set``, -# recording the distance between the train instance and the -# ``test_instance``, and using our ``getSortedLabels`` function to sort -# the corresbonding labels based on these distances. -# -# -------------- -# -# **Script mode** -# -# Notice that this function contains a data-dependent control flow (our -# *for* loop depends on the data size). Because of this, we must compile -# with **script** mode. We indicate the use of this mode by adding a -# ``@script`` decorator. Note that we can call our traced -# ``getDistance_traced``, and ``getSortedLabels_traced`` functions from -# our script function. -# -# Finally, you may be wondering why we use the ``addEntries`` function to -# add to our ``distances`` and ``labels`` tensors instead of simply: -# -# :: -# -# distances[i] = dist -# labels[i] = label -# -# -# Remember that only a subset of Python is supported in **script** mode. -# One requirement is that the only expressions allowed on the left side of -# an assignment operator (=) are variable names and starred expressions. -# So, one way to circumvent this is to implement pure Python helper -# functions such as ``addEntries``. -# -# Also, notice in the graph output that the loop is captured -# (``prim::Loop``). The **script** mode enables us to convert the Python -# AST directly to graph mode, rather than tracing an example input through -# the control flow and simply capturing the unrolled loop. -# - -# Add elements to distances and labels tensors at index i -def addEntries(i, d, l, distances, labels): - distances[i] = torch.tensor(d) - labels[i] = torch.tensor(l) - return distances, labels - -# Returns k-nearest neighbors of a train_set to a test_instance -@script -def getNeighbors(train_set, test_instance, distances, labels, k): - # Data-dependent control flow - for i in range(train_set.size(0)): - train_instance = train_set[i] - # Calculate Euclidean distance using traced function - dist = getDistance_traced(train_instance, test_instance) - # Extract label - label = train_instance[-1] - # Call Python function to add entries at index i - distances, labels = addEntries(i, dist, label, distances, labels) - # Call traced function to return a labels tensor sorted by distance to the test_instance - sorted_labels = getSortedLabels_traced(distances, labels, k) - # Take top k - neighbors = sorted_labels[:k] - return neighbors - - -########## Example ########## -print("getNeighbors example:") -small_train_set = train_set[:10] -k = torch.tensor(3) -distances = torch.empty([small_train_set.size(0)]) -labels = torch.empty([small_train_set.size(0)]) -neighbors = getNeighbors(small_train_set, train_set[10], distances, labels, k) -print("output:", neighbors) -print("getNeighbors.graph:", getNeighbors.graph) - - -###################################################################### -# getPrediction -# ^^^^^^^^^^^^^ -# -# Our final function takes the top k neighbors tensor and returns a final -# prediction. The class that has the most representation in the neighbors -# tensor is the one chosen for the final classification. In the case of a -# draw, the element with the lowest index (the closest neighbor) is -# chosen. -# - -# Pure python -def getPrediction(neighbors): - neighbors = neighbors.numpy() - return float(max(neighbors, key=collections.Counter(neighbors).get)) - - -########## Example ########## -print("getPrediction example:") -n1 = torch.tensor([2.0, 1.0, 2.0]) -n2 = torch.tensor([1.0, 2.0, 0.0]) -n3 = torch.tensor([0.0, 1.0, 1.0]) -print("n1:", n1, "\tpred:", getPrediction(n1)) -print("n2:", n2, "\tpred:", getPrediction(n2)) -print("n3:", n3, "\tpred:", getPrediction(n3)) - - -###################################################################### -# Run Testing -# ~~~~~~~~~~~ -# -# Now it is time to use our functions to test the algorithm on our test -# split! -# -# With the default values of ``k`` = 3 and ``train_ratio`` = .70, you can -# expect an accuracy in the mid to high 90s. Not bad for an algorithm this -# simple! -# -# Feel free to tinker with these parameters and see how the results -# change. -# - -# Initialize k -k = torch.tensor(3) - -# Initialize counts for accuracy -total_count = 0 -correct_count = 0 - -# Iterate over every instance in the test_set -for test_instance in test_set: - total_count += 1 - # Record ground truth label - label = float(test_instance[-1]) - - # Initialize distances and labels parallel tensors - distances = torch.empty([train_set.size(0)]) - labels = torch.empty([train_set.size(0)]) - # Get neighbors - neighbors = getNeighbors(train_set, test_instance, distances, labels, k) - # Obtain final prediction - pred = getPrediction(neighbors) - # Check if the prediction matches the ground truth label - if label == pred: - correct_count += 1 - -print("Accuracy: {}/{} = {:.2f}%".format(correct_count, total_count, (correct_count/total_count)*100.0)) diff --git a/beginner_source/hybrid_frontend_tutorial.rst b/beginner_source/hybrid_frontend_tutorial.rst index 4ef6929e0b1..d3fbd2fd589 100644 --- a/beginner_source/hybrid_frontend_tutorial.rst +++ b/beginner_source/hybrid_frontend_tutorial.rst @@ -1,6 +1,6 @@ Hybrid Frontend Tutorials ------------------------- -**Authors**: `Nathan Inkawhich `_ and `Matthew Inkawhich `_ +**Authors**: `Nathan Inkawhich `_ and `Matthew Inkawhich `_ In this set of tutorials, you will learn the following: @@ -13,13 +13,9 @@ In this set of tutorials, you will learn the following: :hidden: /beginner/hybrid_frontend/learning_hybrid_frontend_through_example_tutorial - /beginner/hybrid_frontend/introduction_to_hybrid_frontend_tutorial - + .. galleryitem:: /beginner/hybrid_frontend/learning_hybrid_frontend_through_example_tutorial.py -.. galleryitem:: /beginner/hybrid_frontend/introduction_to_hybrid_frontend_tutorial.py - :figure: /_static/img/hybrid_frontend/pytorch_workflow_small.jpg - .. raw:: html

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