Full Code of dgurkaynak/tensorflow-cnn-finetune for AI

Repository: dgurkaynak/tensorflow-cnn-finetune
Branch: master
Commit: 5aa301a65e2e
Files: 25
Total size: 14.6 MB

Directory structure:
gitextract__lc85h32/

├── .gitignore
├── LICENSE
├── README.md
├── alexnet/
│   ├── ckpt2npy.py
│   ├── download_weights.sh
│   ├── examples.sh
│   ├── finetune.py
│   ├── model.py
│   ├── predict.py
│   └── test.py
├── data/
│   ├── train.txt
│   └── val.txt
├── resnet/
│   ├── download_weights.sh
│   ├── examples.sh
│   ├── finetune.py
│   ├── model.py
│   ├── predict.py
│   └── test.py
├── utils/
│   └── preprocessor.py
└── vggnet/
    ├── download_weights.sh
    ├── examples.sh
    ├── finetune.py
    ├── model.py
    ├── predict.py
    └── test.py

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
/alexnet/bvlc_alexnet.npy
/vggnet/vgg16_weights.npz
/resnet/ResNet-L50.npy
/resnet/ResNet-L101.npy
/resnet/ResNet-L152.npy
/training*
/poop.py
*.pyc


================================================
FILE: LICENSE
================================================
MIT License

Copyright (c) 2021 Deniz Gurkaynak

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.


================================================
FILE: README.md
================================================
# tensorflow-cnn-finetune

This repo is about finetuning some famous convolutional neural nets using TensorFlow.

ConvNets:

- [AlexNet](https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf)
- [VGGNet](https://arxiv.org/pdf/1409.1556.pdf)
- [ResNet](https://arxiv.org/pdf/1512.03385.pdf)


Requirements:
- Python 2.7 or 3.x
- Tensorflow 1.x (tested with 1.15.1)
- OpenCV2 (for data augmentation)


## Dataset file

You need to setup two dataset files for training and validation. The format must be like following:

```
/absolute/path/to/image1.jpg class_index
/absolute/path/to/image2.jpg class_index
...
```

`class_index` must start from `0`.

Sample dataset files can be found at [data/train.txt](data/train.txt) and [data/val.txt](data/val.txt).

> Do not forget to pass `--num_classes` flag when running `finetune.py` script.

## AlexNet

Go into `alexnet` folder

```bash
cd alexnet
```

### Finetuning

Download the weights if you hadn't before.

```bash
./download_weights.sh
````

Run the `finetune.py` script with your options.

```bash
python finetune.py \
    --training_file=../data/train.txt \
    --val_file=../data/val.txt \
    --num_classes 26
```

| Option | Default | Description |
|-|-|-|
| `--training_file` | ../data/train.txt | Training dataset file |
| `--val_file` | ../data/val.txt | Validation dataset file |
| `--num_classes` | 26 | Number of classes |
| `--train_layers` | fc8,fc7 | Layers to be finetuned, seperated by commas. Avaliable layers: `fc8`, `fc7`, `fc6`, `conv5`, `conv4`, `conv3`, `conv2`, `conv1` |
| `--num_epochs` | 10 | How many epochs to run training |
| `--learning_rate` | 0.0001 | Learning rate for ADAM optimizer |
| `--dropout_keep_prob` | 0.5 | Dropout keep probability |
| `--batch_size` | 128 | Batch size |
| `--multi_scale` |  | As a preprocessing step, it scalse the image randomly between 2 numbers and crop randomly at network's input size. For example if you set it `228,256`: - Select a random number between 228 and 256 -- S - Scale input image to `S x S` pixels - Crop it 227x227 randomly |
| `--tensorboard_root_dir` | ../training | Root directory to put the training logs and weights |
| `--log_step` | 10 | Logging period in terms of a batch run |


You can observe finetuning with the tensorboard.

```bash
tensorboard --logdir ../training
```

### Testing a dataset file

At the end of each epoch while finetuning, the current state of the weights are saved into `../training` folder (or any folder you specified with `--tensorboard_root_dir` option). Go to that folder and locate the model and epoch you want to test.

You must have your test dataset file as mentinoned before.

```bash
python test.py \
    --ckpt ../training/alexnet_XXXXX_XXXX/checkpoint/model_epoch1.ckpt \
    --num_classes 26 \
    --test_file ../data/test.txt
```

| Option | Default | Description |
|-|-|-|
| `--ckpt` |  | Checkpoint path; it must end with ".ckpt" |
| `--num_classes` | 26 | Number of classes |
| `--test_file` | ../data/val.txt | Test dataset file |
| `--batch_size` | 128 | Batch size |

### Predicting a single image

```bash
python predict.py \
    --ckpt ../training/alexnet_XXXXX_XXXX/checkpoint/model_epoch1.ckpt \
    --input_image=/some/path/to/image.jpg
```

| Option | Default | Description |
|-|-|-|
| `--ckpt` |  | Checkpoint path; it must end with ".ckpt" |
| `--num_classes` | 26 | Number of classes |
| `--input_image` |  | The path of input image |

## VGGNet

Go into `vggnet` folder

```bash
cd vggnet
```

### Finetuning

Download the weights if you hadn't before.

```bash
./download_weights.sh
````

Run the `finetune.py` script with your options.

```bash
python finetune.py \
    --training_file=../data/train.txt \
    --val_file=../data/val.txt \
    --num_classes 26
```

| Option | Default | Description |
|-|-|-|
| `--training_file` | ../data/train.txt | Training dataset file |
| `--val_file` | ../data/val.txt | Validation dataset file |
| `--num_classes` | 26 | Number of classes |
| `--train_layers` | fc8,fc7 | Layers to be finetuned, seperated by commas. Avaliable layers: `fc8`, `fc7`, `fc6`, `conv5_1`, `conv5_2`, `conv5_3`, `conv4_1`, `conv4_2`, `conv4_3`, `conv3_1`, `conv3_2`, `conv3_3`, `conv2_1`, `conv2_2`, `conv1_1`, `conv1_2` |
| `--num_epochs` | 10 | How many epochs to run training |
| `--learning_rate` | 0.0001 | Learning rate for ADAM optimizer |
| `--dropout_keep_prob` | 0.5 | Dropout keep probability |
| `--batch_size` | 128 | Batch size |
| `--multi_scale` |  | As a preprocessing step, it scalse the image randomly between 2 numbers and crop randomly at network's input size. For example if you set it `228,256`: - Select a random number between 228 and 256 -- S - Scale input image to `S x S` pixels - Crop it 224x224 randomly |
| `--tensorboard_root_dir` | ../training | Root directory to put the training logs and weights |
| `--log_step` | 10 | Logging period in terms of a batch run |


You can observe finetuning with the tensorboard.

```bash
tensorboard --logdir ../training
```

### Testing a dataset file

At the end of each epoch while finetuning, the current state of the weights are saved into `../training` folder (or any folder you specified with `--tensorboard_root_dir` option). Go to that folder and locate the model and epoch you want to test.

You must have your test dataset file as mentinoned before.

```bash
python test.py \
    --ckpt ../training/vggnet_XXXXX_XXXX/checkpoint/model_epoch1.ckpt \
    --num_classes 26 \
    --test_file ../data/test.txt
```

| Option | Default | Description |
|-|-|-|
| `--ckpt` |  | Checkpoint path; it must end with ".ckpt" |
| `--num_classes` | 26 | Number of classes |
| `--test_file` | ../data/val.txt | Test dataset file |
| `--batch_size` | 128 | Batch size |

### Predicting a single image

```bash
python predict.py \
    --ckpt ../training/vggnet_XXXXX_XXXX/checkpoint/model_epoch1.ckpt \
    --input_image=/some/path/to/image.jpg
```

| Option | Default | Description |
|-|-|-|
| `--ckpt` |  | Checkpoint path; it must end with ".ckpt" |
| `--num_classes` | 26 | Number of classes |
| `--input_image` |  | The path of input image |

## ResNet

Go into `resnet` folder

```bash
cd resnet
```

### Finetuning

Download the weights if you hadn't before.

```bash
./download_weights.sh
````

Run the `finetune.py` script with your options.

```bash
python finetune.py \
    --training_file=../data/train.txt \
    --val_file=../data/val.txt \
    --num_classes 26
```

| Option | Default | Description |
|-|-|-|
| `--resnet_depth` | 50 | ResNet architecture to be used: 50, 101 or 152
| `--training_file` | ../data/train.txt | Training dataset file |
| `--val_file` | ../data/val.txt | Validation dataset file |
| `--num_classes` | 26 | Number of classes |
| `--train_layers` | fc | Layers to be finetuned, seperated by commas. Fully-connected last layer: `fc`, tho whole 5th layer: `scale5`, or some blocks of a layer: `scale4/block6,scale4/block5` |
| `--num_epochs` | 10 | How many epochs to run training |
| `--learning_rate` | 0.0001 | Learning rate for ADAM optimizer |
| `--dropout_keep_prob` | 0.5 | Dropout keep probability |
| `--batch_size` | 128 | Batch size |
| `--multi_scale` |  | As a preprocessing step, it scalse the image randomly between 2 numbers and crop randomly at network's input size. For example if you set it `228,256`: - Select a random number between 228 and 256 -- S - Scale input image to `S x S` pixels - Crop it 224x224 randomly |
| `--tensorboard_root_dir` | ../training | Root directory to put the training logs and weights |
| `--log_step` | 10 | Logging period in terms of a batch run |


You can observe finetuning with the tensorboard.

```bash
tensorboard --logdir ../training
```

### Testing a dataset file

At the end of each epoch while finetuning, the current state of the weights are saved into `../training` folder (or any folder you specified with `--tensorboard_root_dir` option). Go to that folder and locate the model and epoch you want to test.

You must have your test dataset file as mentinoned before.

```bash
python test.py \
    --ckpt ../training/resnet_XXXXX_XXXX/checkpoint/model_epoch1.ckpt \
    --num_classes 26 \
    --test_file ../data/test.txt
```

| Option | Default | Description |
|-|-|-|
| `--ckpt` |  | Checkpoint path; it must end with ".ckpt" |
| `--resnet_depth` | 50 | ResNet architecture to be used: 50, 101 or 152
| `--num_classes` | 26 | Number of classes |
| `--test_file` | ../data/val.txt | Test dataset file |
| `--batch_size` | 128 | Batch size |

### Predicting a single image

```bash
python predict.py \
    --ckpt ../training/resnet_XXXXX_XXXX/checkpoint/model_epoch1.ckpt \
    --input_image=/some/path/to/image.jpg
```

| Option | Default | Description |
|-|-|-|
| `--ckpt` |  | Checkpoint path; it must end with ".ckpt" |
| `--resnet_depth` | 50 | ResNet architecture to be used: 50, 101 or 152
| `--num_classes` | 26 | Number of classes |
| `--input_image` |  | The path of input image |


================================================
FILE: alexnet/ckpt2npy.py
================================================
import tensorflow as tf
import numpy as np
import sys
from model import AlexNetModel


# Edit just these
FILE_PATH = '/Users/dgurkaynak/Projects/marvel-finetuning/training/alexnet_20171125_124517/checkpoint/model_epoch7.ckpt'
NUM_CLASSES = 26
OUTPUT_FILE = 'alexnet_20171125_124517_epoch7.npy'


if __name__ == '__main__':
    x = tf.placeholder(tf.float32, [128, 227, 227, 3])
    model = AlexNetModel(num_classes=NUM_CLASSES)
    model.inference(x)

    saver = tf.train.Saver()
    layers = ['conv1', 'conv2', 'conv3', 'conv4', 'conv5', 'fc6', 'fc7', 'fc8']
    data = {
        'conv1': [],
        'conv2': [],
        'conv3': [],
        'conv4': [],
        'conv5': [],
        'fc6': [],
        'fc7': [],
        'fc8': []
    }

    with tf.Session() as sess:
        saver.restore(sess, FILE_PATH)

        for op_name in layers:
          with tf.variable_scope(op_name, reuse = True):
            biases_variable = tf.get_variable('biases')
            weights_variable = tf.get_variable('weights')
            data[op_name].append(sess.run(biases_variable))
            data[op_name].append(sess.run(weights_variable))

        np.save(OUTPUT_FILE, data)



================================================
FILE: alexnet/download_weights.sh
================================================
#!/bin/sh

# By using curl
curl -O http://www.cs.toronto.edu/~guerzhoy/tf_alexnet/bvlc_alexnet.npy

# or by using wget
# wget http://www.cs.toronto.edu/~guerzhoy/tf_alexnet/bvlc_alexnet.npy


================================================
FILE: alexnet/examples.sh
================================================
#!/bin/sh

python finetune.py \
	--learning_rate "0.00001" \
	--train_layers "fc8,fc7,fc6"

python finetune.py \
	--num_epochs 30 \
	--multi_scale "228,256" \
	--train_layers "fc8,fc7,fc6,conv5,conv4,conv3,conv2,conv1" # full training


================================================
FILE: alexnet/finetune.py
================================================
import os, sys
import numpy as np
import tensorflow as tf
import datetime
from model import AlexNetModel
sys.path.insert(0, '../utils')
from preprocessor import BatchPreprocessor


tf.app.flags.DEFINE_float('learning_rate', 0.0001, 'Learning rate for adam optimizer')
tf.app.flags.DEFINE_float('dropout_keep_prob', 0.5, 'Dropout keep probability')
tf.app.flags.DEFINE_integer('num_epochs', 10, 'Number of epochs for training')
tf.app.flags.DEFINE_integer('num_classes', 26, 'Number of classes')
tf.app.flags.DEFINE_integer('batch_size', 128, 'Batch size')
tf.app.flags.DEFINE_string('train_layers', 'fc8,fc7', 'Finetuning layers, seperated by commas')
tf.app.flags.DEFINE_string('multi_scale', '', 'As preprocessing; scale the image randomly between 2 numbers and crop randomly at network\'s input size')
tf.app.flags.DEFINE_string('training_file', '../data/train.txt', 'Training dataset file')
tf.app.flags.DEFINE_string('val_file', '../data/val.txt', 'Validation dataset file')
tf.app.flags.DEFINE_string('tensorboard_root_dir', '../training', 'Root directory to put the training logs and weights')
tf.app.flags.DEFINE_integer('log_step', 10, 'Logging period in terms of iteration')

FLAGS = tf.app.flags.FLAGS


def main(_):
    # Create training directories
    now = datetime.datetime.now()
    train_dir_name = now.strftime('alexnet_%Y%m%d_%H%M%S')
    train_dir = os.path.join(FLAGS.tensorboard_root_dir, train_dir_name)
    checkpoint_dir = os.path.join(train_dir, 'checkpoint')
    tensorboard_dir = os.path.join(train_dir, 'tensorboard')
    tensorboard_train_dir = os.path.join(tensorboard_dir, 'train')
    tensorboard_val_dir = os.path.join(tensorboard_dir, 'val')

    if not os.path.isdir(FLAGS.tensorboard_root_dir): os.mkdir(FLAGS.tensorboard_root_dir)
    if not os.path.isdir(train_dir): os.mkdir(train_dir)
    if not os.path.isdir(checkpoint_dir): os.mkdir(checkpoint_dir)
    if not os.path.isdir(tensorboard_dir): os.mkdir(tensorboard_dir)
    if not os.path.isdir(tensorboard_train_dir): os.mkdir(tensorboard_train_dir)
    if not os.path.isdir(tensorboard_val_dir): os.mkdir(tensorboard_val_dir)

    # Write flags to txt
    flags_file_path = os.path.join(train_dir, 'flags.txt')
    flags_file = open(flags_file_path, 'w')
    flags_file.write('learning_rate={}\n'.format(FLAGS.learning_rate))
    flags_file.write('dropout_keep_prob={}\n'.format(FLAGS.dropout_keep_prob))
    flags_file.write('num_epochs={}\n'.format(FLAGS.num_epochs))
    flags_file.write('batch_size={}\n'.format(FLAGS.batch_size))
    flags_file.write('train_layers={}\n'.format(FLAGS.train_layers))
    flags_file.write('multi_scale={}\n'.format(FLAGS.multi_scale))
    flags_file.write('tensorboard_root_dir={}\n'.format(FLAGS.tensorboard_root_dir))
    flags_file.write('log_step={}\n'.format(FLAGS.log_step))
    flags_file.close()

    # Placeholders
    x = tf.placeholder(tf.float32, [FLAGS.batch_size, 227, 227, 3])
    y = tf.placeholder(tf.float32, [None, FLAGS.num_classes])
    dropout_keep_prob = tf.placeholder(tf.float32)

    # Model
    train_layers = FLAGS.train_layers.split(',')
    model = AlexNetModel(num_classes=FLAGS.num_classes, dropout_keep_prob=dropout_keep_prob)
    loss = model.loss(x, y)
    train_op = model.optimize(FLAGS.learning_rate, train_layers)

    # Training accuracy of the model
    correct_pred = tf.equal(tf.argmax(model.score, 1), tf.argmax(y, 1))
    accuracy = tf.reduce_mean(tf.cast(correct_pred, tf.float32))

    # Summaries
    tf.summary.scalar('train_loss', loss)
    tf.summary.scalar('train_accuracy', accuracy)
    merged_summary = tf.summary.merge_all()

    train_writer = tf.summary.FileWriter(tensorboard_train_dir)
    val_writer = tf.summary.FileWriter(tensorboard_val_dir)
    saver = tf.train.Saver()

    # Batch preprocessors
    multi_scale = FLAGS.multi_scale.split(',')
    if len(multi_scale) == 2:
        multi_scale = [int(multi_scale[0]), int(multi_scale[1])]
    else:
        multi_scale = None

    train_preprocessor = BatchPreprocessor(dataset_file_path=FLAGS.training_file, num_classes=FLAGS.num_classes,
                                           output_size=[227, 227], horizontal_flip=True, shuffle=True, multi_scale=multi_scale)
    val_preprocessor = BatchPreprocessor(dataset_file_path=FLAGS.val_file, num_classes=FLAGS.num_classes, output_size=[227, 227])

    # Get the number of training/validation steps per epoch
    train_batches_per_epoch = np.floor(len(train_preprocessor.labels) / FLAGS.batch_size).astype(np.int16)
    val_batches_per_epoch = np.floor(len(val_preprocessor.labels) / FLAGS.batch_size).astype(np.int16)


    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        train_writer.add_graph(sess.graph)

        # Load the pretrained weights
        model.load_original_weights(sess, skip_layers=train_layers)

        # Directly restore (your model should be exactly the same with checkpoint)
        # saver.restore(sess, "/Users/dgurkaynak/Projects/marvel-training/alexnet64-fc6/model_epoch10.ckpt")

        print("{} Start training...".format(datetime.datetime.now()))
        print("{} Open Tensorboard at --logdir {}".format(datetime.datetime.now(), tensorboard_dir))

        for epoch in range(FLAGS.num_epochs):
            print("{} Epoch number: {}".format(datetime.datetime.now(), epoch+1))
            step = 1

            # Start training
            while step < train_batches_per_epoch:
                batch_xs, batch_ys = train_preprocessor.next_batch(FLAGS.batch_size)
                sess.run(train_op, feed_dict={x: batch_xs, y: batch_ys, dropout_keep_prob: FLAGS.dropout_keep_prob})

                # Logging
                if step % FLAGS.log_step == 0:
                    s = sess.run(merged_summary, feed_dict={x: batch_xs, y: batch_ys, dropout_keep_prob: 1.})
                    train_writer.add_summary(s, epoch * train_batches_per_epoch + step)

                step += 1

            # Epoch completed, start validation
            print("{} Start validation".format(datetime.datetime.now()))
            test_acc = 0.
            test_count = 0

            for _ in range(val_batches_per_epoch):
                batch_tx, batch_ty = val_preprocessor.next_batch(FLAGS.batch_size)
                acc = sess.run(accuracy, feed_dict={x: batch_tx, y: batch_ty, dropout_keep_prob: 1.})
                test_acc += acc
                test_count += 1

            test_acc /= test_count
            s = tf.Summary(value=[
                tf.Summary.Value(tag="validation_accuracy", simple_value=test_acc)
            ])
            val_writer.add_summary(s, epoch+1)
            print("{} Validation Accuracy = {:.4f}".format(datetime.datetime.now(), test_acc))

            # Reset the dataset pointers
            val_preprocessor.reset_pointer()
            train_preprocessor.reset_pointer()

            print("{} Saving checkpoint of model...".format(datetime.datetime.now()))

            #save checkpoint of the model
            checkpoint_path = os.path.join(checkpoint_dir, 'model_epoch'+str(epoch+1)+'.ckpt')
            save_path = saver.save(sess, checkpoint_path)

            print("{} Model checkpoint saved at {}".format(datetime.datetime.now(), checkpoint_path))

if __name__ == '__main__':
    tf.app.run()


================================================
FILE: alexnet/model.py
================================================
"""
Derived from: https://github.com/kratzert/finetune_alexnet_with_tensorflow/
"""
import tensorflow as tf
import numpy as np


class AlexNetModel(object):

    def __init__(self, num_classes=1000, dropout_keep_prob=0.5):
        self.num_classes = num_classes
        self.dropout_keep_prob = dropout_keep_prob

    def inference(self, x, training=False):
        # 1st Layer: Conv (w ReLu) -> Pool -> Lrn
        conv1 = conv(x, 11, 11, 96, 4, 4, padding='VALID', name='conv1')
        pool1 = max_pool(conv1, 3, 3, 2, 2, padding='VALID', name='pool1')
        norm1 = lrn(pool1, 2, 2e-05, 0.75, name='norm1')

        # 2nd Layer: Conv (w ReLu) -> Pool -> Lrn with 2 groups
        conv2 = conv(norm1, 5, 5, 256, 1, 1, groups=2, name='conv2')
        pool2 = max_pool(conv2, 3, 3, 2, 2, padding='VALID', name ='pool2')
        norm2 = lrn(pool2, 2, 2e-05, 0.75, name='norm2')

        # 3rd Layer: Conv (w ReLu)
        conv3 = conv(norm2, 3, 3, 384, 1, 1, name='conv3')

        # 4th Layer: Conv (w ReLu) splitted into two groups
        conv4 = conv(conv3, 3, 3, 384, 1, 1, groups=2, name='conv4')

        # 5th Layer: Conv (w ReLu) -> Pool splitted into two groups
        conv5 = conv(conv4, 3, 3, 256, 1, 1, groups=2, name='conv5')
        pool5 = max_pool(conv5, 3, 3, 2, 2, padding='VALID', name='pool5')

        # 6th Layer: Flatten -> FC (w ReLu) -> Dropout
        flattened = tf.reshape(pool5, [-1, 6*6*256])
        fc6 = fc(flattened, 6*6*256, 4096, name='fc6')
        if training:
            fc6 = dropout(fc6, self.dropout_keep_prob)

        # 7th Layer: FC (w ReLu) -> Dropout
        fc7 = fc(fc6, 4096, 4096, name='fc7')
        if training:
            fc7 = dropout(fc7, self.dropout_keep_prob)

        # 8th Layer: FC and return unscaled activations (for tf.nn.softmax_cross_entropy_with_logits)
        self.score = fc(fc7, 4096, self.num_classes, relu=False, name='fc8')
        return self.score

    def loss(self, batch_x, batch_y=None):
        y_predict = self.inference(batch_x, training=True)
        self.loss = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=y_predict, labels=batch_y))
        return self.loss

    def optimize(self, learning_rate, train_layers=[]):
        var_list = [v for v in tf.trainable_variables() if v.name.split('/')[0] in train_layers]
        return tf.train.AdamOptimizer(learning_rate).minimize(self.loss, var_list=var_list)

    def load_original_weights(self, session, skip_layers=[]):
        weights_dict = np.load('bvlc_alexnet.npy', encoding='bytes', allow_pickle=True).item()

        for op_name in weights_dict:
            # if op_name in skip_layers:
            #     continue

            if op_name == 'fc8' and self.num_classes != 1000:
                continue

            with tf.variable_scope(op_name, reuse=True):
                for data in weights_dict[op_name]:
                    if len(data.shape) == 1:
                        var = tf.get_variable('biases')
                        session.run(var.assign(data))
                    else:
                        var = tf.get_variable('weights')
                        session.run(var.assign(data))


"""
Helper methods
"""
def conv(x, filter_height, filter_width, num_filters, stride_y, stride_x, name, padding='SAME', groups=1):
    input_channels = int(x.get_shape()[-1])
    convolve = lambda i, k: tf.nn.conv2d(i, k, strides=[1, stride_y, stride_x, 1], padding=padding)

    with tf.variable_scope(name) as scope:
        weights = tf.get_variable('weights', shape=[filter_height, filter_width, input_channels/groups, num_filters])
        biases = tf.get_variable('biases', shape=[num_filters])

        if groups == 1:
            conv = convolve(x, weights)
        else:
            input_groups = tf.split(axis=3, num_or_size_splits=groups, value=x)
            weight_groups = tf.split(axis=3, num_or_size_splits=groups, value=weights)
            output_groups = [convolve(i, k) for i,k in zip(input_groups, weight_groups)]
            conv = tf.concat(axis=3, values=output_groups)

        bias = tf.reshape(tf.nn.bias_add(conv, biases), conv.get_shape().as_list())
        relu = tf.nn.relu(bias, name=scope.name)
        return relu

def fc(x, num_in, num_out, name, relu=True):
    with tf.variable_scope(name) as scope:
        weights = tf.get_variable('weights', shape=[num_in, num_out])
        biases = tf.get_variable('biases', [num_out])
        act = tf.nn.xw_plus_b(x, weights, biases, name=scope.name)

        if relu == True:
            relu = tf.nn.relu(act)
            return relu
        else:
            return act


def max_pool(x, filter_height, filter_width, stride_y, stride_x, name, padding='SAME'):
    return tf.nn.max_pool(x, ksize=[1, filter_height, filter_width, 1], strides = [1, stride_y, stride_x, 1],
                          padding = padding, name=name)

def lrn(x, radius, alpha, beta, name, bias=1.0):
    return tf.nn.local_response_normalization(x, depth_radius=radius, alpha=alpha, beta=beta, bias=bias, name=name)

def dropout(x, keep_prob):
    return tf.nn.dropout(x, keep_prob)


================================================
FILE: alexnet/predict.py
================================================
import os, sys
import numpy as np
import tensorflow as tf
import cv2
import datetime
from model import AlexNetModel
sys.path.insert(0, '../utils')


tf.app.flags.DEFINE_string('ckpt', '', 'Checkpoint path; it must end with ".ckpt"')
tf.app.flags.DEFINE_integer('num_classes', 26, 'Number of classes')
tf.app.flags.DEFINE_string('input_image', '', 'The path of input image')

FLAGS = tf.app.flags.FLAGS


def main(_):
    # Placeholders
    x = tf.placeholder(tf.float32, [1, 227, 227, 3])
    dropout_keep_prob = tf.placeholder(tf.float32)

    # Model
    model = AlexNetModel(num_classes=FLAGS.num_classes, dropout_keep_prob=dropout_keep_prob)
    model.inference(x)

    saver = tf.train.Saver()


    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())

        # Directly restore (your model should be exactly the same with checkpoint)
        saver.restore(sess, FLAGS.ckpt)

        batch_x = np.ndarray([1, 227, 227, 3])

        # Read image and resize it
        img = cv2.imread(FLAGS.input_image)
        img = cv2.resize(img, (227, 227))
        img = img.astype(np.float32)

        # Subtract mean color
        img -= np.array([132.2766, 139.6506, 146.9702])

        batch_x[0] = img

        scores = sess.run(model.score, feed_dict={x: batch_x, dropout_keep_prob: 1.})
        print(scores)

if __name__ == '__main__':
    tf.app.run()


================================================
FILE: alexnet/test.py
================================================
import os, sys
import numpy as np
import tensorflow as tf
import datetime
from model import AlexNetModel
sys.path.insert(0, '../utils')
from preprocessor import BatchPreprocessor


tf.app.flags.DEFINE_string('ckpt', '', 'Checkpoint path; it must end with ".ckpt"')
tf.app.flags.DEFINE_integer('num_classes', 26, 'Number of classes')
tf.app.flags.DEFINE_string('test_file', '../data/val.txt', 'Test dataset file')
tf.app.flags.DEFINE_integer('batch_size', 128, 'Batch size')

FLAGS = tf.app.flags.FLAGS


def main(_):
    # Placeholders
    x = tf.placeholder(tf.float32, [FLAGS.batch_size, 227, 227, 3])
    y = tf.placeholder(tf.float32, [None, FLAGS.num_classes])
    dropout_keep_prob = tf.placeholder(tf.float32)

    # Model
    model = AlexNetModel(num_classes=FLAGS.num_classes, dropout_keep_prob=dropout_keep_prob)
    model.inference(x)

    # Accuracy of the model
    correct_pred = tf.equal(tf.argmax(model.score, 1), tf.argmax(y, 1))
    accuracy = tf.reduce_mean(tf.cast(correct_pred, tf.float32))

    saver = tf.train.Saver()
    test_preprocessor = BatchPreprocessor(dataset_file_path=FLAGS.test_file, num_classes=FLAGS.num_classes, output_size=[227, 227])
    test_batches_per_epoch = np.floor(len(test_preprocessor.labels) / FLAGS.batch_size).astype(np.int16)

    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())

        # Directly restore (your model should be exactly the same with checkpoint)
        saver.restore(sess, FLAGS.ckpt)

        test_acc = 0.
        test_count = 0

        for _ in range(test_batches_per_epoch):
            batch_tx, batch_ty = test_preprocessor.next_batch(FLAGS.batch_size)
            acc = sess.run(accuracy, feed_dict={x: batch_tx, y: batch_ty, dropout_keep_prob: 1.})
            test_acc += acc
            test_count += 1

        test_acc /= test_count
        print("{} Test Accuracy = {:.4f}".format(datetime.datetime.now(), test_acc))

if __name__ == '__main__':
    tf.app.run()


================================================
FILE: data/train.txt
================================================
[File too large to display: 12.9 MB]

================================================
FILE: data/val.txt
================================================
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