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Experimenting with triplet loss embeddings.
import numpy as np
def build_rainbow(n, curve=None):
rgb = []
width = 2 * np.pi
for i in range(3):
offset = -i * width / 3
cur = np.cos(np.linspace(offset, offset + width, n))
rgb.append(cur)
rainbow = (1 + np.vstack(rgb)) / 2
if curve:
rainbow = curve(rainbow)
rainbow = np.minimum(rainbow * 256, 255).astype(int)
return rainbow.T
import numpy as np
def map_range(x, in_min, in_max, out_min, out_max):
return out_min + (out_max - out_min) * (x - in_min) / (in_max - in_min)
def plot_images(images, xy, blend=np.maximum, canvas_shape=(512,512), fill=0):
h,w = images.shape[1:3]
if images.ndim == 4:
canvas_shape = (canvas_shape[0], canvas_shape[1], images.shape[3])
min_xy = np.amin(xy, 0)
max_xy = np.amax(xy, 0)
min_canvas = np.array((0, 0))
max_canvas = np.array((canvas_shape[0] - h, canvas_shape[1] - w))
canvas = np.full(canvas_shape, fill)
for image, pos in zip(images, xy):
x_off, y_off = map_range(pos, min_xy, max_xy, min_canvas, max_canvas).astype(int)
sub_canvas = canvas[y_off:y_off+h, x_off:x_off+w]
sub_image = image[:h, :w]
canvas[y_off:y_off+h, x_off:x_off+w] = blend(sub_canvas, sub_image)
return canvas
try: # Python 2
from cStringIO import StringIO as BytesIO
except: # Python 3
from io import BytesIO
import numpy as np
import PIL.Image
import IPython.display
import shutil
from math import sqrt
def show_array(a, fmt='png', filename=None, retina=False, zoom=None):
if len(a.shape) == 1:
n = len(a)
side = int(sqrt(n))
if (side * side) == n:
a = a.reshape(side, side)
else:
raise ValueError('input is one-dimensional', a.shape)
a = np.uint8(np.clip(a, 0, 255))
image_data = BytesIO()
PIL.Image.fromarray(a).save(image_data, fmt)
if filename is None:
height, width = a.shape[:2]
if zoom is not None:
width *= zoom
height *= zoom
IPython.display.display(IPython.display.Image(data=image_data.getvalue(),
width=width,
height=height,
retina=retina))
else:
with open(filename, 'wb') as f:
image_data.seek(0)
shutil.copyfileobj(image_data, f)
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"env: CUDA_VISIBLE_DEVICES=0\n"
]
}
],
"source": [
"%env CUDA_VISIBLE_DEVICES=0"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"import keras\n",
"from keras.models import Model\n",
"from keras.layers import Input, Dense, Conv2D, MaxPooling2D, Dropout, Flatten, Lambda\n",
"from keras import backend as K\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from IPython.display import clear_output\n",
"from collections import defaultdict\n",
"from sklearn.datasets import fetch_mldata\n",
"\n",
"from utils.show_array import show_array\n",
"from utils.build_rainbow import build_rainbow\n",
"from utils.plot_images import plot_images"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"float32 0.0 1.0 (70000, 28, 28, 1)\n",
"int32 0 9 (70000,)\n"
]
}
],
"source": [
"# load MNIST\n",
"mnist = fetch_mldata('MNIST original')\n",
"x = mnist.data.reshape(-1, 28, 28, 1).astype(np.float32) / 255.\n",
"y = mnist.target.astype(np.int32)\n",
"\n",
"# shuffle images and labels\n",
"indices = np.arange(len(x))\n",
"np.random.shuffle(indices)\n",
"x = x[indices]\n",
"y = y[indices]\n",
"\n",
"# verify the data is formatted correctly\n",
"print(x.dtype, x.min(), x.max(), x.shape)\n",
"print(y.dtype, y.min(), y.max(), y.shape)\n",
"\n",
"# build colored versions\n",
"colors = build_rainbow(len(np.unique(y)))\n",
"colored_x = np.asarray([colors[cur_y] * cur_x for cur_x, cur_y in zip(x, y)])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def get_triples_indices(grouped, n):\n",
" num_classes = len(grouped) \n",
" positive_labels = np.random.randint(0, num_classes, size=n)\n",
" negative_labels = (np.random.randint(1, num_classes, size=n) + positive_labels) % num_classes\n",
" triples_indices = []\n",
" for positive_label, negative_label in zip(positive_labels, negative_labels):\n",
" negative = np.random.choice(grouped[negative_label])\n",
" positive_group = grouped[positive_label]\n",
" m = len(positive_group)\n",
" anchor_j = np.random.randint(0, m)\n",
" anchor = positive_group[anchor_j]\n",
" positive_j = (np.random.randint(1, m) + anchor_j) % m\n",
" positive = positive_group[positive_j]\n",
" triples_indices.append([anchor, positive, negative])\n",
" return np.asarray(triples_indices)\n",
"\n",
"def get_triples_data(x, grouped, n):\n",
" indices = get_triples_indices(grouped, n)\n",
" return x[indices[:,0]], x[indices[:,1]], x[indices[:,2]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The formulation used here corresponds to the [FaceNet paper](https://arxiv.org/abs/1503.03832) (2015). But in [In Defense of the Triplet Loss for Person Re-Identification](https://arxiv.org/pdf/1703.07737.pdf) (2017, [GitHub](https://github.com/VisualComputingInstitute/triplet-reid/)) they make a few additional suggestions:\n",
"\n",
"* It's more useful to train on some triplets than others (hard triplets).\n",
"* If the loss function receives 3xB embeddings (B is batch size), there are more than B triplets we can compare.\n",
"* The Euclidean distance might be more useful than squared Euclidean in some cases.\n",
"* The softplus `ln(1 + exp(x))` might be more useful than max margin `max(0, 1 + x)`.\n",
"* Recommends against l2 normalization of the embedding."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def triplet_loss(inputs, dist='sqeuclidean', margin='maxplus'):\n",
" anchor, positive, negative = inputs\n",
" positive_distance = K.square(anchor - positive)\n",
" negative_distance = K.square(anchor - negative)\n",
" if dist == 'euclidean':\n",
" positive_distance = K.sqrt(K.sum(positive_distance, axis=-1, keepdims=True))\n",
" negative_distance = K.sqrt(K.sum(negative_distance, axis=-1, keepdims=True))\n",
" elif dist == 'sqeuclidean':\n",
" positive_distance = K.mean(positive_distance, axis=-1, keepdims=True)\n",
" negative_distance = K.mean(negative_distance, axis=-1, keepdims=True)\n",
" loss = positive_distance - negative_distance\n",
" if margin == 'maxplus':\n",
" loss = K.maximum(0.0, 1 + loss)\n",
" elif margin == 'softplus':\n",
" loss = K.log(1 + K.exp(loss))\n",
" return K.mean(loss)\n",
"\n",
"def build_model(input_shape):\n",
" base_input = Input(input_shape)\n",
" x = Conv2D(32, (3, 3), activation='relu')(base_input)\n",
" x = MaxPooling2D((2, 2))(x)\n",
" x = Conv2D(64, (3, 3), activation='relu')(x)\n",
" x = MaxPooling2D((2, 2))(x)\n",
" x = Dropout(0.25)(x)\n",
" x = Flatten()(x)\n",
" x = Dense(2, activation='linear')(x)\n",
"# x = Lambda(lambda x: K.l2_normalize(x, axis=-1))(x) # force the embedding onto the surface of an n-sphere\n",
" embedding_model = Model(base_input, x, name='embedding')\n",
" \n",
" anchor_input = Input(input_shape, name='anchor_input')\n",
" positive_input = Input(input_shape, name='positive_input')\n",
" negative_input = Input(input_shape, name='negative_input')\n",
" \n",
" anchor_embedding = embedding_model(anchor_input)\n",
" positive_embedding = embedding_model(positive_input)\n",
" negative_embedding = embedding_model(negative_input)\n",
"\n",
" inputs = [anchor_input, positive_input, negative_input]\n",
" outputs = [anchor_embedding, positive_embedding, negative_embedding]\n",
" triplet_model = Model(inputs, outputs)\n",
" triplet_model.add_loss(K.mean(triplet_loss(outputs)))\n",
" triplet_model.compile(loss=None, optimizer='adam')\n",
"\n",
" return embedding_model, triplet_model"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 512,
"width": 512
}
},
"output_type": "display_data"
}
],
"source": [
"batch_size = 32\n",
"steps_per_epoch = 32\n",
"epochs = 100\n",
"plot_size = 1024\n",
"\n",
"class Plotter(keras.callbacks.Callback):\n",
" def __init__(self, embedding_model, x, images, plot_size):\n",
" self.embedding_model = embedding_model\n",
" self.x = x\n",
" self.images = images\n",
" self.plot_size = plot_size\n",
" \n",
" def on_epoch_end(self, epoch, logs={}):\n",
" clear_output(wait=True)\n",
" xy = self.embedding_model.predict(self.x[:self.plot_size])\n",
" show_array(255-plot_images(self.images[:self.plot_size].squeeze(), xy)) \n",
"\n",
"def triplet_generator(x, y, batch_size):\n",
" grouped = defaultdict(list)\n",
" for i, label in enumerate(y):\n",
" grouped[label].append(i)\n",
" \n",
" while True:\n",
" x_anchor, x_positive, x_negative = get_triples_data(x, grouped, batch_size)\n",
" yield ({'anchor_input': x_anchor,\n",
" 'positive_input': x_positive,\n",
" 'negative_input': x_negative},\n",
" None)\n",
" \n",
"embedding_model, triplet_model = build_model((28, 28, 1))\n",
"plotter = Plotter(embedding_model, x, colored_x, plot_size)\n",
"\n",
"try:\n",
" history = triplet_model.fit_generator(triplet_generator(x, y, batch_size),\n",
" steps_per_epoch=steps_per_epoch,\n",
" epochs=epochs,\n",
" verbose=0,\n",
" callbacks=[plotter])\n",
"except KeyboardInterrupt:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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65WZIknYfqNZ79F0HAADo1OIW1s1skJk9ambbzazKzArM7B4z69mBMS83Mxf8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\n64QQQgghhFip/wevdehd/qO3lgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0dc239f860>"
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
}
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(history.history['loss'], label='loss')\n",
"plt.legend()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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