SYMBOL INDEX (52 symbols across 8 files) FILE: source_code_in_theano/data.py function load_data (line 12) | def load_data(loc='./data/', _train=False, _test=False): function build_dictionary (line 46) | def build_dictionary(loc='./data/', vocabulary_size=-1): function my_tokenizer (line 122) | def my_tokenizer(input): function get_train_data (line 130) | def get_train_data(vocabulary_size): function get_train_data_reversed (line 154) | def get_train_data_reversed(vocabulary_size): function get_train_sentences (line 175) | def get_train_sentences(vocabulary_size): function get_train_sentences_reversed (line 189) | def get_train_sentences_reversed(vocabulary_size): function get_test_data (line 203) | def get_test_data(vocabulary_size): function get_test_data_reversed (line 227) | def get_test_data_reversed(vocabulary_size): function get_test_sentences (line 248) | def get_test_sentences(vocabulary_size): function get_test_sentences_reversed (line 260) | def get_test_sentences_reversed(vocabulary_size): FILE: source_code_in_theano/deep_lstm.py class DLSTM (line 10) | class DLSTM: method __init__ (line 11) | def __init__(self, word_dim, hidden_dim=128, bptt_truncate=-1): method __theano_build__ (line 45) | def __theano_build__(self): method calculate_total_loss (line 137) | def calculate_total_loss(self, X, Y): method calculate_loss (line 140) | def calculate_loss(self, X, Y): FILE: source_code_in_theano/input.py function load_data (line 15) | def load_data(loc='./data/'): function build_dictionary (line 42) | def build_dictionary(loc='./data/', vocabulary_size=-1): function my_tokenizer (line 118) | def my_tokenizer(input): function get_train_data (line 125) | def get_train_data(vocabulary_size): function get_train_data_reversed (line 148) | def get_train_data_reversed(vocabulary_size): function get_train_sentences (line 167) | def get_train_sentences(vocabulary_size): function get_train_sentences_reversed (line 179) | def get_train_sentences_reversed(vocabulary_size): function get_test_data (line 192) | def get_test_data(vocabulary_size): function get_test_data_reversed (line 216) | def get_test_data_reversed(vocabulary_size): function get_test_sentences (line 236) | def get_test_sentences(vocabulary_size): function get_test_sentences_reversed (line 247) | def get_test_sentences_reversed(vocabulary_size): FILE: source_code_in_theano/lstm.py class LSTM (line 10) | class LSTM: method __init__ (line 11) | def __init__(self, word_dim, hidden_dim=128, bptt_truncate=-1): method __theano_build__ (line 45) | def __theano_build__(self): method calculate_total_loss (line 127) | def calculate_total_loss(self, X, Y): method calculate_loss (line 130) | def calculate_loss(self, X, Y): FILE: source_code_in_theano/news_group_data.py function load_data (line 15) | def load_data(loc='./data/'): function build_dictionary (line 26) | def build_dictionary(loc='./data/', vocabulary_size=-1): function my_tokenizer (line 68) | def my_tokenizer(input): function get_train_data (line 75) | def get_train_data(vocabulary_size): function get_train_data_reversed (line 91) | def get_train_data_reversed(vocabulary_size): function get_train_sentences (line 103) | def get_train_sentences(vocabulary_size): function get_train_sentences_reversed (line 114) | def get_train_sentences_reversed(vocabulary_size): FILE: source_code_in_theano/test_lstm.py function generate_sentence_embedding (line 17) | def generate_sentence_embedding(model, test_sent): function generate_sentence_embeddings (line 22) | def generate_sentence_embeddings(model, x_test): function do_pooling (line 29) | def do_pooling(var_matrix, n_row, n_col, criterion='max'): function combine_forward_and_backward_vectors (line 71) | def combine_forward_and_backward_vectors(sentences, sentences_r): function generate_feature_vector (line 89) | def generate_feature_vector(first_sentences, second_sentences): function build_classifier_and_test (line 110) | def build_classifier_and_test(train_X, train_y, test_X, test_y, clf, pri... function test_on_forward_LSTM (line 125) | def test_on_forward_LSTM(model, classifier=MLPClassifier()): function test_on_bidirectional_lstm (line 154) | def test_on_bidirectional_lstm(forward_model, backward_model, classifier... FILE: source_code_in_theano/train_lstm.py function sgd_callback (line 41) | def sgd_callback(model, num_examples_seen): FILE: source_code_in_theano/utils.py function train_with_sgd (line 6) | def train_with_sgd(model, X_train, y_train, learning_rate=0.001, nepoch=... function save_model_parameters_theano (line 21) | def save_model_parameters_theano(model, outfile): function load_model_parameters_theano (line 32) | def load_model_parameters_theano(path, modelClass): function gradient_check_theano (line 48) | def gradient_check_theano(model, x, y, h=0.001, error_threshold=0.01):