In [75]:
import pandas as pd
df = pd.read_csv('vocab.nips.txt')
df = df.sample(frac=1).reset_index(drop=True)
def countVowels(row):
s = row['a2i']
return s.count('a') + s.count('e') + s.count('i') + s.count('o') + s.count('u')
df['vowels'] = df.apply(countVowels, axis=1)
print(df.shape)
print(df.columns.values)
df = df[df.a2i.str.len() <= 10]
print(df.shape)
df['binary'] = df.apply(lambda row: ''.join(format(ord(x), 'b') for x in row[0]).rjust(70, '0'), axis=1)
df.to_csv('vocab.vowels.txt')
(12418, 2)
['a2i' 'vowels']
(10916, 2)
Out[75]:
<function print>
In [89]:
# This loads a pandas dataframe with a few columns. They are:
# word - The word (all words are 10 characters or less)
# vowels - The number of vowels in the word
# binary - A string of 70 bits, left-padded with 0, of the 7-bit ASCII codes for each letter of the word
df = pd.read_csv('vocab.vowels.txt', names=['id', 'word', 'vowels', 'binary'], index_col='id', skiprows=1)
print(df)
word vowels binary
id
0 ator 2 0000000000000000000000000000000000000000001100...
1 mjolsness 2 0000000110110111010101101111110110011100111101...
2 lse 1 0000000000000000000000000000000000000000000000...
3 arc 1 0000000000000000000000000000000000000000000000...
4 modelled 3 0000000000000011011011101111110010011001011101...
5 crucially 3 0000000110001111100101110101110001111010011100...
6 lateral 3 0000000000000000000001101100110000111101001100...
7 wavelength 3 1110111110000111101101100101110110011001011101...
9 ignoring 3 0000000000000011010011100111110111011011111110...
10 twn 0 0000000000000000000000000000000000000000000000...
11 damasio 4 0000000000000000000001100100110000111011011100...
12 holler 2 0000000000000000000000000000110100011011111101...
13 change 2 0000000000000000000000000000110001111010001100...
14 negativity 4 1101110110010111001111100001111010011010011110...
15 gin 1 0000000000000000000000000000000000000000000000...
16 tedious 4 0000000000000000000001110100110010111001001101...
17 suppose 3 0000000000000000000001110011111010111100001110...
18 vital 2 0000000000000000000000000000000000011101101101...
19 juang 2 0000000000000000000000000000000000011010101110...
20 pronounce 4 0000000111000011100101101111110111011011111110...
21 fall 1 0000000000000000000000000000000000000000001100...
22 sharkey 2 0000000000000000000001110011110100011000011110...
23 called 2 0000000000000000000000000000110001111000011101...
25 history 2 0000000000000000000001101000110100111100111110...
26 axis 2 0000000000000000000000000000000000000000001100...
27 cov 1 0000000000000000000000000000000000000000000000...
28 huang 2 0000000000000000000000000000000000011010001110...
29 psy 0 0000000000000000000000000000000000000000000000...
30 cfi 1 0000000000000000000000000000000000000000000000...
31 blasdel 2 0000000000000000000001100010110110011000011110...
... ... ... ...
12387 signalling 3 1110011110100111001111101110110000111011001101...
12388 ospf 1 0000000000000000000000000000000000000000001101...
12389 mistake 3 0000000000000000000001101101110100111100111110...
12391 ca2 1 0000000000000000000000000000000000000000000000...
12392 programmer 3 1110000111001011011111100111111001011000011101...
12393 consistent 3 1100011110111111011101110011110100111100111110...
12394 gather 2 0000000000000000000000000000110011111000011110...
12395 noda 2 0000000000000000000000000000000000000000001101...
12396 pay 1 0000000000000000000000000000000000000000000000...
12397 tering 2 0000000000000000000000000000111010011001011110...
12398 tun 1 0000000000000000000000000000000000000000000000...
12399 termed 2 0000000000000000000000000000111010011001011110...
12400 acuity 3 0000000000000000000000000000110000111000111110...
12401 tivity 2 0000000000000000000000000000111010011010011110...
12402 helix 2 0000000000000000000000000000000000011010001100...
12403 gerstner 2 0000000000000011001111100101111001011100111110...
12404 weighted 3 0000000000000011101111100101110100111001111101...
12405 slow 1 0000000000000000000000000000000000000000001110...
12406 musician 4 0000000000000011011011110101111001111010011100...
12407 vtp 0 0000000000000000000000000000000000000000000000...
12408 stvq 0 0000000000000000000000000000000000000000001110...
12409 want 1 0000000000000000000000000000000000000000001110...
12410 luminance 4 0000000110110011101011101101110100111011101100...
12411 positional 5 1110000110111111100111101001111010011010011101...
12412 summation 4 0000000111001111101011101101110110111000011110...
12413 essay 2 0000000000000000000000000000000000011001011110...
12414 typed 1 0000000000000000000000000000000000011101001111...
12415 cumbersome 4 1100011111010111011011100010110010111100101110...
12416 hrtf 0 0000000000000000000000000000000000000000001101...
12417 cheeseman 4 0000000110001111010001100101110010111100111100...
[10916 rows x 3 columns]
In [97]:
print([c for c in (str(i) for i in df['binary'])])
# TODO split the binary column into a numpy array
['0000000000000000000000000000000000000000001100001111010011011111110010', '0000000110110111010101101111110110011100111101110110010111100111110011', '0000000000000000000000000000000000000000000000000110110011100111100101', '0000000000000000000000000000000000000000000000000110000111100101100011', '0000000000000011011011101111110010011001011101100110110011001011100100', '0000000110001111100101110101110001111010011100001110110011011001111001', '0000000000000000000001101100110000111101001100101111001011000011101100', '1110111110000111101101100101110110011001011101110110011111101001101000', '0000000000000011010011100111110111011011111110010110100111011101100111', '0000000000000000000000000000000000000000000000000111010011101111101110', '0000000000000000000001100100110000111011011100001111001111010011101111', '0000000000000000000000000000110100011011111101100110110011001011110010', '0000000000000000000000000000110001111010001100001110111011001111100101', '1101110110010111001111100001111010011010011110110110100111101001111001', '0000000000000000000000000000000000000000000000000110011111010011101110', '0000000000000000000001110100110010111001001101001110111111101011110011', '0000000000000000000001110011111010111100001110000110111111100111100101', '0000000000000000000000000000000000011101101101001111010011000011101100', '0000000000000000000000000000000000011010101110101110000111011101100111', '0000000111000011100101101111110111011011111110101110111011000111100101', '0000000000000000000000000000000000000000001100110110000111011001101100', '0000000000000000000001110011110100011000011110010110101111001011111001', '0000000000000000000000000000110001111000011101100110110011001011100100', '0000000000000000000001101000110100111100111110100110111111100101111001', '0000000000000000000000000000000000000000001100001111100011010011110011', '0000000000000000000000000000000000000000000000000110001111011111110110', 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In [ ]:
import tensorflow as tf
import numpy as np
tf.reset_default_graph()
tf.logging.set_verbosity(tf.logging.INFO)
idx = 0 # The layer index
dropout_rate = 0.666
model_dir = "results"
def normalize(mode, input):
return tf.layers.batch_normalization(input, training=True)
def convolution(mode, input_layer, filters, kernel_size, padding="VALID"):
global idx
idx = idx+1
print("Layer: conv" + str(idx))
return normalize(mode, tf.layers.separable_conv2d(
name="conv" + str(idx) + "_",
inputs=input_layer,
filters=filters,
kernel_size=kernel_size,
padding=padding,
activation=tf.nn.relu))
def pool(mode, input_layer, pool_size=[2,2], strides=[2,2]):
global idx
idx = idx+1
print("Layer: pool" + str(idx) + "_")
return tf.layers.max_pooling2d(inputs=input_layer, pool_size=pool_size, strides=strides, name="pool" + str(idx))
def deep(mode, layer, units, reshape=None):
global idx
idx = idx+1
print("Layer: deep" + str(idx) + "_")
if reshape != None:
layer = tf.reshape(layer, reshape)
layer = tf.layers.dropout(inputs=layer, rate=dropout_rate, training=mode == tf.estimator.ModeKeys.TRAIN)
layer = tf.layers.dense(inputs=layer, units=units, activation=tf.nn.relu)
layer = tf.layers.batch_normalization(layer, training=True)
return layer
In [ ]:
def model_fn(features, labels, mode):
"""Neural Network Model."""
with tf.device("/gpu:0"):
# Input Layer
initial = tf.reshape(features, [-1, 70])
outputs = 11
layer = initial
k = [64, 64, 64, 64]
# Convolutional layers
layer = deep(mode, layer, k[1])
layer = deep(mode, layer, k[2])
layer = deep(mode, layer, k[3])
layer = deep(mode, layer, k[4])
# Logits Layer (there are 11 possible outputs)
logits = tf.layers.dense(inputs=layer, units=num_outputs, name="last_layer")
predictions = {
# Generate predictions (for PREDICT and EVAL mode)
"classes": tf.argmax(input=logits, axis=1),
# Add `softmax_tensor` to the graph. It is used for PREDICT and by the
# `logging_hook`.
"probabilities": tf.nn.softmax(logits, name="softmax_tensor")
}
if mode == tf.estimator.ModeKeys.PREDICT:
return tf.estimator.EstimatorSpec(mode=mode, predictions=predictions)
# Calculate Loss (for both TRAIN and EVAL modes)
onehot_labels = tf.one_hot(indices=tf.cast(labels, tf.int32), depth=num_outputs)
loss = tf.losses.softmax_cross_entropy(onehot_labels=onehot_labels, logits=logits)
tf.summary.scalar('loss', loss)
tf.summary.merge_all()
# Configure the Training Op (for TRAIN mode)
if mode == tf.estimator.ModeKeys.TRAIN:
optimizer = tf.train.AdamOptimizer()
train_op = optimizer.minimize(
loss=loss,
global_step=tf.train.get_global_step())
return tf.estimator.EstimatorSpec(mode=mode, loss=loss, train_op=train_op)
# Add evaluation metrics (for EVAL mode)
eval_metric_ops = {
"accuracy": tf.metrics.accuracy(
labels=labels, predictions=predictions["classes"])}
return tf.estimator.EstimatorSpec(
mode=mode,
loss=loss,
eval_metric_ops=eval_metric_ops
)
In [ ]:
def trainTheModel(train_data, train_labels, eval_data, eval_labels):
global idx
# Create the Estimator
session_config = tf.ConfigProto(allow_soft_placement=True, log_device_placement=True)
session_config.gpu_options.per_process_gpu_memory_fraction = 0.75
run_config = tf.estimator.RunConfig()
run_config = run_config.replace(
save_checkpoints_steps=1000,
session_config=session_config,
keep_checkpoint_max=1000)
estimator = tf.estimator.Estimator(
model_fn=cnn_model_fn, model_dir=model_dir, config=run_config)
# Train the model
train_input_fn = tf.estimator.inputs.numpy_input_fn(
x={"x": train_data},
y=train_labels,
batch_size=100,
num_epochs=None,
shuffle=True)
eval_input_fn = tf.estimator.inputs.numpy_input_fn(
x={"x": eval_data},
y=eval_labels,
batch_size=100,
num_epochs=None,
shuffle=True)
summary_hook = tf.train.SummarySaverHook(
100,
output_dir=model_dir,
scaffold=tf.train.Scaffold())
for epoch in range(10):
# train
idx=0
estimator.train(
input_fn=train_input_fn,
steps=500, hooks=[summary_hook])
tf.reset_default_graph()
idx=0
estimator.evaluate(input_fn=eval_input_fn, steps=100)
Content source: toronto-ai/workshops
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