diff --git a/UDA/LeNet.py b/UDA/LeNet.py new file mode 100644 index 0000000..7a411b6 --- /dev/null +++ b/UDA/LeNet.py @@ -0,0 +1,73 @@ +import numpy as np +import tensorflow as tf + +## build the neural network class +# weight initialization +def weight_variable(shape, name = None): + initial = tf.truncated_normal(shape, stddev=0.1) + return tf.Variable(initial, name = name) + +# bias initialization +def bias_variable(shape, name = None): + initial = tf.constant(0.1, shape=shape) # positive bias + return tf.Variable(initial, name = name) + +# 2D convolution +def conv2d(x, W, name = None): + return tf.nn.conv2d(x, W, strides=[1, 1, 1, 1], padding='VALID', name = name) + +# max pooling +def max_pool_2x2(x, name = None): + return tf.nn.max_pool(x, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], + padding='SAME', name = name) + +def LeNet(images, num_classes): + # tunable hyperparameters for nn architecture + s_f_conv1 = 5; # filter size of first convolution layer (default = 3) + n_f_conv1 = 20; # number of features of first convolution layer (default = 36) + s_f_conv2 = 5; # filter size of second convolution layer (default = 3) + n_f_conv2 = 50; # number of features of second convolution layer (default = 36) + n_n_fc1 = 500; # number of neurons of first fully connected layer (default = 576) + n_n_fc2 = 500; # number of neurons of first fully connected layer (default = 576) + + #print(images.shape) + # 1.layer: convolution + max pooling + W_conv1_tf = weight_variable([s_f_conv1, s_f_conv1, int(images.shape[3]), n_f_conv1], name = 'W_conv1_tf') # (5,5,1,32) + b_conv1_tf = bias_variable([n_f_conv1], name = 'b_conv1_tf') # (32) + h_conv1_tf = tf.nn.relu(conv2d(images, W_conv1_tf) + b_conv1_tf, name = 'h_conv1_tf') # (.,28,28,32) + h_pool1_tf = max_pool_2x2(h_conv1_tf, name = 'h_pool1_tf') # (.,14,14,32) + #print(h_conv1_tf.shape) + #print(h_pool1_tf.shape) + # 2.layer: convolution + max pooling + W_conv2_tf = weight_variable([s_f_conv2, s_f_conv2, n_f_conv1, n_f_conv2], name = 'W_conv2_tf') + b_conv2_tf = bias_variable([n_f_conv2], name = 'b_conv2_tf') + h_conv2_tf = tf.nn.relu(conv2d(h_pool1_tf, W_conv2_tf) + b_conv2_tf, name ='h_conv2_tf') #(.,14,14,32) + h_pool2_tf = max_pool_2x2(h_conv2_tf, name = 'h_pool2_tf') #(.,7,7,32) + + #print(h_pool2_tf.shape) + + # 4.layer: fully connected + W_fc1_tf = weight_variable([5*5*n_f_conv2,n_n_fc1], name = 'W_fc1_tf') # (4*4*32, 1024) + b_fc1_tf = bias_variable([n_n_fc1], name = 'b_fc1_tf') # (1024) + h_pool2_flat_tf = tf.reshape(h_pool2_tf, [int(h_pool2_tf.shape[0]), -1], name = 'h_pool3_flat_tf') # (.,1024) + h_fc1_tf = tf.nn.relu(tf.matmul(h_pool2_flat_tf, W_fc1_tf) + b_fc1_tf, + name = 'h_fc1_tf') # (.,1024) + + # add dropout + #keep_prob_tf = tf.placeholder(dtype=tf.float32, name = 'keep_prob_tf') + #h_fc1_drop_tf = tf.nn.dropout(h_fc1_tf, keep_prob_tf, name = 'h_fc1_drop_tf') + print(h_fc1_tf.shape) + + # 5.layer: fully connected + W_fc2_tf = weight_variable([n_n_fc1, num_classes], name = 'W_fc2_tf') + b_fc2_tf = bias_variable([num_classes], name = 'b_fc2_tf') + z_pred_tf = tf.add(tf.matmul(h_fc1_tf, W_fc2_tf), b_fc2_tf, name = 'z_pred_tf')# => (.,10) + # predicted probabilities in one-hot encoding + #y_pred_proba_tf = tf.nn.softmax(z_pred_tf, name='y_pred_proba_tf') + + # tensor of correct predictions + #y_pred_correct_tf = tf.equal(tf.argmax(y_pred_proba_tf, 1), + # tf.argmax(y_data_tf, 1), + # name = 'y_pred_correct_tf') + logits = z_pred_tf + return logits #y_pred_proba_tf diff --git a/UDA/main.py b/UDA/main.py new file mode 100644 index 0000000..04f8950 --- /dev/null +++ b/UDA/main.py @@ -0,0 +1,620 @@ +# coding=utf-8 +# Copyright 2019 The Google UDA Team Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""UDA on CIFAR-10 and SVHN. +""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import contextlib +import os +import time +import json + +import numpy as np + +from absl import flags +import absl.logging as _logging # pylint: disable=unused-import + +import tensorflow as tf + +from randaugment import custom_ops as ops +import data +import utils + +from randaugment.wrn import build_wrn_model +from randaugment.shake_drop import build_shake_drop_model +from randaugment.shake_shake import build_shake_shake_model + +from randaugment.LeNet import LeNet + + +# TPU related +flags.DEFINE_string( + "master", default=None, + help="the TPU address. This should be set when using Cloud TPU") +flags.DEFINE_string( + "tpu", default=None, + help="The Cloud TPU to use for training. This should be either the name " + "used when creating the Cloud TPU, or a grpc://ip.address.of.tpu:8470 url.") +flags.DEFINE_string( + "gcp_project", default=None, + help="Project name for the Cloud TPU-enabled project. If not specified, " + "we will attempt to automatically detect the GCE project from metadata.") +flags.DEFINE_string( + "tpu_zone", default=None, + help="GCE zone where the Cloud TPU is located in. If not specified, we " + "will attempt to automatically detect the GCE project from metadata.") +flags.DEFINE_bool( + "use_tpu", default=False, + help="Use TPUs rather than GPU/CPU.") +flags.DEFINE_enum( + "task_name", "cifar10", + enum_values=["cifar10", "svhn"], + help="The task to use") + +# UDA config: +flags.DEFINE_integer( + "sup_size", default=4000, + help="Number of supervised pairs to use. " + "-1: all training samples. 4000: 4000 supervised examples.") +flags.DEFINE_integer( + "aug_copy", default=0, + help="Number of different augmented data generated.") +flags.DEFINE_integer( + "unsup_ratio", default=0, + help="The ratio between batch size of unlabeled data and labeled data, " + "i.e., unsup_ratio * train_batch_size is the batch_size for unlabeled data." + "Do not use the unsupervised objective if set to 0.") +flags.DEFINE_enum( + "tsa", "", + enum_values=["", "linear_schedule", "log_schedule", "exp_schedule"], + help="anneal schedule of training signal annealing. " + "tsa='' means not using TSA. See the paper for other schedules.") +flags.DEFINE_float( + "uda_confidence_thresh", default=-1, + help="The threshold on predicted probability on unsupervised data. If set," + "UDA loss will only be calculated on unlabeled examples whose largest" + "probability is larger than the threshold") +flags.DEFINE_float( + "uda_softmax_temp", -1, + help="The temperature of the Softmax when making prediction on unlabeled" + "examples. -1 means to use normal Softmax") +flags.DEFINE_float( + "ent_min_coeff", default=0, + help="") +flags.DEFINE_integer( + "unsup_coeff", default=1, + help="The coefficient on the UDA loss. " + "setting unsup_coeff to 1 works for most settings. " + "When you have extermely few samples, consider increasing unsup_coeff") + +# Experiment (data/checkpoint/directory) config +flags.DEFINE_string( + "data_dir", default=None, + help="Path to data directory containing `*.tfrecords`.") +flags.DEFINE_string( + "model_dir", default=None, + help="model dir of the saved checkpoints.") +flags.DEFINE_bool( + "do_train", default=True, + help="Whether to run training.") +flags.DEFINE_bool( + "do_eval", default=False, + help="Whether to run eval on the test set.") +flags.DEFINE_integer( + "dev_size", default=-1, + help="dev set size.") +flags.DEFINE_bool( + "verbose", default=False, + help="Whether to print additional information.") + +# Training config +flags.DEFINE_integer( + "train_batch_size", default=32, + help="Size of train batch.") +flags.DEFINE_integer( + "eval_batch_size", default=8, + help="Size of evalation batch.") +flags.DEFINE_integer( + "train_steps", default=100000, + help="Total number of training steps.") +flags.DEFINE_integer( + "iterations", default=10000, + help="Number of iterations per repeat loop.") +flags.DEFINE_integer( + "save_steps", default=10000, + help="number of steps for model checkpointing.") +flags.DEFINE_integer( + "max_save", default=10, + help="Maximum number of checkpoints to save.") + +# Model config +flags.DEFINE_enum( + "model_name", default="wrn", + enum_values=["wrn", "shake_shake_32", "shake_shake_96", "shake_shake_112", "pyramid_net", "LeNet"], + help="Name of the model") +flags.DEFINE_integer( + "num_classes", default=10, + help="Number of categories for classification.") +flags.DEFINE_integer( + "wrn_size", default=32, + help="The size of WideResNet. It should be set to 32 for WRN-28-2" + "and should be set to 160 for WRN-28-10") + +# Optimization config +flags.DEFINE_float( + "learning_rate", default=0.03, + help="Maximum learning rate.") +flags.DEFINE_float( + "weight_decay_rate", default=5e-4, + help="Weight decay rate.") +flags.DEFINE_float( + "min_lr_ratio", default=0.004, + help="Minimum ratio learning rate.") +flags.DEFINE_integer( + "warmup_steps", default=20000, + help="Number of steps for linear lr warmup.") + + + +FLAGS = tf.flags.FLAGS + +arg_scope = tf.contrib.framework.arg_scope + + +def get_tsa_threshold(schedule, global_step, num_train_steps, start, end): + step_ratio = tf.to_float(global_step) / tf.to_float(num_train_steps) + if schedule == "linear_schedule": + coeff = step_ratio + elif schedule == "exp_schedule": + scale = 5 + # [exp(-5), exp(0)] = [1e-2, 1] + coeff = tf.exp((step_ratio - 1) * scale) + elif schedule == "log_schedule": + scale = 5 + # [1 - exp(0), 1 - exp(-5)] = [0, 0.99] + coeff = 1 - tf.exp((-step_ratio) * scale) + return coeff * (end - start) + start + + +def setup_arg_scopes(is_training): + """Sets up the argscopes that will be used when building an image model. + + Args: + is_training: Is the model training or not. + + Returns: + Arg scopes to be put around the model being constructed. + """ + + batch_norm_decay = 0.9 + batch_norm_epsilon = 1e-5 + batch_norm_params = { + # Decay for the moving averages. + "decay": batch_norm_decay, + # epsilon to prevent 0s in variance. + "epsilon": batch_norm_epsilon, + "scale": True, + # collection containing the moving mean and moving variance. + "is_training": is_training, + } + + scopes = [] + + scopes.append(arg_scope([ops.batch_norm], **batch_norm_params)) + return scopes + + +def build_model(inputs, num_classes, is_training, update_bn, hparams): + """Constructs the vision model being trained/evaled. + + Args: + inputs: input features/images being fed to the image model build built. + num_classes: number of output classes being predicted. + is_training: is the model training or not. + hparams: additional hyperparameters associated with the image model. + + Returns: + The logits of the image model. + """ + scopes = setup_arg_scopes(is_training) + + try: + from contextlib import nested + except ImportError: + from contextlib import ExitStack, contextmanager + + @contextmanager + def nested(*contexts): + with ExitStack() as stack: + for ctx in contexts: + stack.enter_context(ctx) + yield contexts + + with nested(*scopes): + if hparams.model_name == "pyramid_net": + logits = build_shake_drop_model( + inputs, num_classes, is_training) + elif hparams.model_name == "wrn": + logits = build_wrn_model( + inputs, num_classes, hparams.wrn_size, update_bn) + elif hparams.model_name == "shake_shake": + logits = build_shake_shake_model( + inputs, num_classes, hparams, is_training) + + elif hparams.model_name == "LeNet": + logits = LeNet(inputs, num_classes) + + return logits + + +def _kl_divergence_with_logits(p_logits, q_logits): + p = tf.nn.softmax(p_logits) + log_p = tf.nn.log_softmax(p_logits) + log_q = tf.nn.log_softmax(q_logits) + + kl = tf.reduce_sum(p * (log_p - log_q), -1) + return kl + + +def anneal_sup_loss(sup_logits, sup_labels, sup_loss, global_step, metric_dict): + tsa_start = 1. / FLAGS.num_classes + eff_train_prob_threshold = get_tsa_threshold( + FLAGS.tsa, global_step, FLAGS.train_steps, + tsa_start, end=1) + + one_hot_labels = tf.one_hot( + sup_labels, depth=FLAGS.num_classes, dtype=tf.float32) + sup_probs = tf.nn.softmax(sup_logits, axis=-1) + correct_label_probs = tf.reduce_sum( + one_hot_labels * sup_probs, axis=-1) + larger_than_threshold = tf.greater( + correct_label_probs, eff_train_prob_threshold) + loss_mask = 1 - tf.cast(larger_than_threshold, tf.float32) + loss_mask = tf.stop_gradient(loss_mask) + sup_loss = sup_loss * loss_mask + avg_sup_loss = (tf.reduce_sum(sup_loss) / + tf.maximum(tf.reduce_sum(loss_mask), 1)) + metric_dict["sup/sup_trained_ratio"] = tf.reduce_mean(loss_mask) + metric_dict["sup/eff_train_prob_threshold"] = eff_train_prob_threshold + return sup_loss, avg_sup_loss + + +def get_ent(logits, return_mean=True): + log_prob = tf.nn.log_softmax(logits, axis=-1) + prob = tf.exp(log_prob) + ent = tf.reduce_sum(-prob * log_prob, axis=-1) + if return_mean: + ent = tf.reduce_mean(ent) + return ent + + +def get_model_fn(hparams): + def model_fn(features, labels, mode, params): + sup_labels = tf.reshape(features["label"], [-1]) + + #### Configuring the optimizer + global_step = tf.train.get_global_step() + metric_dict = {} + is_training = (mode == tf.estimator.ModeKeys.TRAIN) + if FLAGS.unsup_ratio > 0 and is_training: + all_images = tf.concat([features["image"], + features["ori_image"], + features["aug_image"]], 0) + else: + all_images = features["image"] + + with tf.variable_scope("model", reuse=tf.AUTO_REUSE): + all_logits = build_model( + inputs=all_images, + num_classes=FLAGS.num_classes, + is_training=is_training, + update_bn=True and is_training, + hparams=hparams, + ) + + sup_bsz = tf.shape(features["image"])[0] + sup_logits = all_logits[:sup_bsz] + + sup_loss = tf.nn.sparse_softmax_cross_entropy_with_logits( + labels=sup_labels, + logits=sup_logits) + sup_prob = tf.nn.softmax(sup_logits, axis=-1) + metric_dict["sup/pred_prob"] = tf.reduce_mean( + tf.reduce_max(sup_prob, axis=-1)) + if FLAGS.tsa: + sup_loss, avg_sup_loss = anneal_sup_loss(sup_logits, sup_labels, sup_loss, + global_step, metric_dict) + else: + avg_sup_loss = tf.reduce_mean(sup_loss) + total_loss = avg_sup_loss + + if FLAGS.unsup_ratio > 0 and is_training: + aug_bsz = tf.shape(features["ori_image"])[0] + + ori_logits = all_logits[sup_bsz : sup_bsz + aug_bsz] + aug_logits = all_logits[sup_bsz + aug_bsz:] + if FLAGS.uda_softmax_temp != -1: + ori_logits_tgt = ori_logits / FLAGS.uda_softmax_temp + else: + ori_logits_tgt = ori_logits + ori_prob = tf.nn.softmax(ori_logits, axis=-1) + aug_prob = tf.nn.softmax(aug_logits, axis=-1) + metric_dict["unsup/ori_prob"] = tf.reduce_mean( + tf.reduce_max(ori_prob, axis=-1)) + metric_dict["unsup/aug_prob"] = tf.reduce_mean( + tf.reduce_max(aug_prob, axis=-1)) + + aug_loss = _kl_divergence_with_logits( + p_logits=tf.stop_gradient(ori_logits_tgt), + q_logits=aug_logits) + + if FLAGS.uda_confidence_thresh != -1: + ori_prob = tf.nn.softmax(ori_logits, axis=-1) + largest_prob = tf.reduce_max(ori_prob, axis=-1) + loss_mask = tf.cast(tf.greater( + largest_prob, FLAGS.uda_confidence_thresh), tf.float32) + metric_dict["unsup/high_prob_ratio"] = tf.reduce_mean(loss_mask) + loss_mask = tf.stop_gradient(loss_mask) + aug_loss = aug_loss * loss_mask + metric_dict["unsup/high_prob_loss"] = tf.reduce_mean(aug_loss) + + if FLAGS.ent_min_coeff > 0: + ent_min_coeff = FLAGS.ent_min_coeff + metric_dict["unsup/ent_min_coeff"] = ent_min_coeff + per_example_ent = get_ent(ori_logits) + ent_min_loss = tf.reduce_mean(per_example_ent) + total_loss = total_loss + ent_min_coeff * ent_min_loss + + avg_unsup_loss = tf.reduce_mean(aug_loss) + total_loss += FLAGS.unsup_coeff * avg_unsup_loss + metric_dict["unsup/loss"] = avg_unsup_loss + + total_loss = utils.decay_weights( + total_loss, + FLAGS.weight_decay_rate) + + #### Check model parameters + num_params = sum([np.prod(v.shape) for v in tf.trainable_variables()]) + tf.logging.info("#params: {}".format(num_params)) + + if FLAGS.verbose: + format_str = "{{:<{0}s}}\t{{}}".format( + max([len(v.name) for v in tf.trainable_variables()])) + for v in tf.trainable_variables(): + tf.logging.info(format_str.format(v.name, v.get_shape())) + + #### Evaluation mode + if mode == tf.estimator.ModeKeys.EVAL: + #### Metric function for classification + def metric_fn(per_example_loss, label_ids, logits): + # classification loss & accuracy + loss = tf.metrics.mean(per_example_loss) + + predictions = tf.argmax(logits, axis=-1, output_type=tf.int32) + accuracy = tf.metrics.accuracy(label_ids, predictions) + + ret_dict = { + "eval/classify_loss": loss, + "eval/classify_accuracy": accuracy + } + + return ret_dict + + eval_metrics = (metric_fn, [sup_loss, sup_labels, sup_logits]) + + #### Constucting evaluation TPUEstimatorSpec. + eval_spec = tf.contrib.tpu.TPUEstimatorSpec( + mode=mode, + loss=total_loss, + eval_metrics=eval_metrics) + + return eval_spec + + # increase the learning rate linearly + if FLAGS.warmup_steps > 0: + warmup_lr = tf.to_float(global_step) / tf.to_float(FLAGS.warmup_steps) \ + * FLAGS.learning_rate + else: + warmup_lr = 0.0 + + # decay the learning rate using the cosine schedule + decay_lr = tf.train.cosine_decay( + FLAGS.learning_rate, + global_step=global_step-FLAGS.warmup_steps, + decay_steps=FLAGS.train_steps-FLAGS.warmup_steps, + alpha=FLAGS.min_lr_ratio) + + learning_rate = tf.where(global_step < FLAGS.warmup_steps, + warmup_lr, decay_lr) + + optimizer = tf.train.MomentumOptimizer( + learning_rate=learning_rate, + momentum=0.9, + use_nesterov=True) + + if FLAGS.use_tpu: + optimizer = tf.contrib.tpu.CrossShardOptimizer(optimizer) + + grads_and_vars = optimizer.compute_gradients(total_loss) + gradients, variables = zip(*grads_and_vars) + update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS) + with tf.control_dependencies(update_ops): + train_op = optimizer.apply_gradients( + zip(gradients, variables), global_step=tf.train.get_global_step()) + + #### Creating training logging hook + # compute accuracy + sup_pred = tf.argmax(sup_logits, axis=-1, output_type=sup_labels.dtype) + is_correct = tf.to_float(tf.equal(sup_pred, sup_labels)) + acc = tf.reduce_mean(is_correct) + metric_dict["sup/sup_loss"] = avg_sup_loss + metric_dict["training/loss"] = total_loss + metric_dict["sup/acc"] = acc + metric_dict["training/lr"] = learning_rate + metric_dict["training/step"] = global_step + + if not FLAGS.use_tpu: + log_info = ("step [{training/step}] lr {training/lr:.6f} " + "loss {training/loss:.4f} " + "sup/acc {sup/acc:.4f} sup/loss {sup/sup_loss:.6f} ") + if FLAGS.unsup_ratio > 0: + log_info += "unsup/loss {unsup/loss:.6f} " + formatter = lambda kwargs: log_info.format(**kwargs) + logging_hook = tf.train.LoggingTensorHook( + tensors=metric_dict, + every_n_iter=FLAGS.iterations, + formatter=formatter) + training_hooks = [logging_hook] + #### Constucting training TPUEstimatorSpec. + train_spec = tf.contrib.tpu.TPUEstimatorSpec( + mode=mode, loss=total_loss, train_op=train_op, + training_hooks=training_hooks) + else: + #### Constucting training TPUEstimatorSpec. + host_call = utils.construct_scalar_host_call( + metric_dict=metric_dict, + model_dir=params["model_dir"], + prefix="", + reduce_fn=tf.reduce_mean) + train_spec = tf.contrib.tpu.TPUEstimatorSpec( + mode=mode, loss=total_loss, train_op=train_op, + host_call=host_call) + + return train_spec + + return model_fn + + +def train(hparams): + ##### Create input function + if FLAGS.unsup_ratio == 0: + FLAGS.aug_copy = 0 + if FLAGS.dev_size != -1: + FLAGS.do_train = True + FLAGS.do_eval = True + if FLAGS.do_train: + train_input_fn = data.get_input_fn( + data_dir=FLAGS.data_dir, + split="train", + task_name=FLAGS.task_name, + sup_size=FLAGS.sup_size, + unsup_ratio=FLAGS.unsup_ratio, + aug_copy=FLAGS.aug_copy, + ) + + if FLAGS.do_eval: + if FLAGS.dev_size != -1: + eval_input_fn = data.get_input_fn( + data_dir=FLAGS.data_dir, + split="dev", + task_name=FLAGS.task_name, + sup_size=FLAGS.dev_size, + unsup_ratio=0, + aug_copy=0) + eval_size = FLAGS.dev_size + else: + eval_input_fn = data.get_input_fn( + data_dir=FLAGS.data_dir, + split="test", + task_name=FLAGS.task_name, + sup_size=-1, + unsup_ratio=0, + aug_copy=0) + if FLAGS.task_name == "cifar10": + eval_size = 10000 + elif FLAGS.task_name == "svhn": + eval_size = 26032 + else: + assert False, "You need to specify the size of your test set." + eval_steps = eval_size // FLAGS.eval_batch_size + + ##### Get model function + model_fn = get_model_fn(hparams) + estimator = utils.get_TPU_estimator(FLAGS, model_fn) + + #### Training + if FLAGS.dev_size != -1: + tf.logging.info("***** Running training and validation *****") + tf.logging.info(" Supervised batch size = %d", FLAGS.train_batch_size) + tf.logging.info(" Unsupervised batch size = %d", + FLAGS.train_batch_size * FLAGS.unsup_ratio) + tf.logging.info(" Num train steps = %d", FLAGS.train_steps) + curr_step = 0 + while True: + if curr_step >= FLAGS.train_steps: + break + tf.logging.info("Current step {}".format(curr_step)) + train_step = min(FLAGS.save_steps, FLAGS.train_steps - curr_step) + estimator.train(input_fn=train_input_fn, steps=train_step) + estimator.evaluate(input_fn=eval_input_fn, steps=eval_steps) + curr_step += FLAGS.save_steps + else: + if FLAGS.do_train: + tf.logging.info("***** Running training *****") + tf.logging.info(" Supervised batch size = %d", FLAGS.train_batch_size) + tf.logging.info(" Unsupervised batch size = %d", + FLAGS.train_batch_size * FLAGS.unsup_ratio) + estimator.train(input_fn=train_input_fn, max_steps=FLAGS.train_steps) + if FLAGS.do_eval: + tf.logging.info("***** Running evaluation *****") + results = estimator.evaluate(input_fn=eval_input_fn, steps=eval_steps) + tf.logging.info(">> Results:") + for key in results.keys(): + tf.logging.info(" %s = %s", key, str(results[key])) + results[key] = results[key].item() + acc = results["eval/classify_accuracy"] + with tf.gfile.Open("{}/results.txt".format(FLAGS.model_dir), "w") as ouf: + ouf.write(str(acc)) + + +def main(_): + + if FLAGS.do_train: + tf.gfile.MakeDirs(FLAGS.model_dir) + flags_dict = tf.app.flags.FLAGS.flag_values_dict() + with tf.gfile.Open(os.path.join(FLAGS.model_dir, "FLAGS.json"), "w") as ouf: + json.dump(flags_dict, ouf) + hparams = tf.contrib.training.HParams() + + if FLAGS.model_name == "wrn": + hparams.add_hparam("model_name", "wrn") + hparams.add_hparam("wrn_size", FLAGS.wrn_size) + elif FLAGS.model_name == "shake_shake_32": + hparams.add_hparam("model_name", "shake_shake") + hparams.add_hparam("shake_shake_widen_factor", 2) + elif FLAGS.model_name == "shake_shake_96": + hparams.add_hparam("model_name", "shake_shake") + hparams.add_hparam("shake_shake_widen_factor", 6) + elif FLAGS.model_name == "shake_shake_112": + hparams.add_hparam("model_name", "shake_shake") + hparams.add_hparam("shake_shake_widen_factor", 7) + elif FLAGS.model_name == "pyramid_net": + hparams.add_hparam("model_name", "pyramid_net") + + elif FLAGS.model_name == "LeNet": + hparams.add_hparam("model_name", "LeNet") + + else: + raise ValueError("Not Valid Model Name: %s" % FLAGS.model_name) + + train(hparams) + + +if __name__ == "__main__": + tf.logging.set_verbosity(tf.logging.INFO) + tf.app.run() diff --git a/UDA/run_cifar10_gpu.sh b/UDA/run_cifar10_gpu.sh new file mode 100644 index 0000000..5ccebd7 --- /dev/null +++ b/UDA/run_cifar10_gpu.sh @@ -0,0 +1,31 @@ +# coding=utf-8 +# Copyright 2019 The Google UDA Team Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +#!/bin/bash + +task_name=cifar10 + +python main.py \ + --model_name="LeNet"\ + --use_tpu=False \ + --do_train=True \ + --do_eval=True \ + --task_name=${task_name} \ + --sup_size=4000 \ + --unsup_ratio=5 \ + --train_batch_size=32 \ + --data_dir=data/proc_data/${task_name} \ + --model_dir=ckpt/cifar10_gpu \ + --train_steps=400000 \ + $@ diff --git a/higher/augmentation_transforms.py b/higher/augmentation_transforms.py new file mode 100644 index 0000000..3219d86 --- /dev/null +++ b/higher/augmentation_transforms.py @@ -0,0 +1,490 @@ +# coding=utf-8 +# Copyright 2019 The Google UDA Team Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Transforms used in the Augmentation Policies. + +Copied from AutoAugment: https://github.com/tensorflow/models/blob/master/research/autoaugment/ +""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import random +import numpy as np +# pylint:disable=g-multiple-import +from PIL import ImageOps, ImageEnhance, ImageFilter, Image +# pylint:enable=g-multiple-import + +#import tensorflow as tf + +#FLAGS = tf.flags.FLAGS + + +IMAGE_SIZE = 32 +# What is the dataset mean and std of the images on the training set +PARAMETER_MAX = 10 # What is the max 'level' a transform could be predicted + + +def get_mean_and_std(): + #if FLAGS.task_name == "cifar10": + means = [0.49139968, 0.48215841, 0.44653091] + stds = [0.24703223, 0.24348513, 0.26158784] + #elif FLAGS.task_name == "svhn": + # means = [0.4376821, 0.4437697, 0.47280442] + # stds = [0.19803012, 0.20101562, 0.19703614] + #else: + # assert False + return means, stds + + +def random_flip(x): + """Flip the input x horizontally with 50% probability.""" + if np.random.rand(1)[0] > 0.5: + return np.fliplr(x) + return x + + +def zero_pad_and_crop(img, amount=4): + """Zero pad by `amount` zero pixels on each side then take a random crop. + + Args: + img: numpy image that will be zero padded and cropped. + amount: amount of zeros to pad `img` with horizontally and verically. + + Returns: + The cropped zero padded img. The returned numpy array will be of the same + shape as `img`. + """ + padded_img = np.zeros((img.shape[0] + amount * 2, img.shape[1] + amount * 2, + img.shape[2])) + padded_img[amount:img.shape[0] + amount, amount: + img.shape[1] + amount, :] = img + top = np.random.randint(low=0, high=2 * amount) + left = np.random.randint(low=0, high=2 * amount) + new_img = padded_img[top:top + img.shape[0], left:left + img.shape[1], :] + return new_img + + +def create_cutout_mask(img_height, img_width, num_channels, size): + """Creates a zero mask used for cutout of shape `img_height` x `img_width`. + + Args: + img_height: Height of image cutout mask will be applied to. + img_width: Width of image cutout mask will be applied to. + num_channels: Number of channels in the image. + size: Size of the zeros mask. + + Returns: + A mask of shape `img_height` x `img_width` with all ones except for a + square of zeros of shape `size` x `size`. This mask is meant to be + elementwise multiplied with the original image. Additionally returns + the `upper_coord` and `lower_coord` which specify where the cutout mask + will be applied. + """ + assert img_height == img_width + + # Sample center where cutout mask will be applied + height_loc = np.random.randint(low=0, high=img_height) + width_loc = np.random.randint(low=0, high=img_width) + + # Determine upper right and lower left corners of patch + upper_coord = (max(0, height_loc - size // 2), max(0, width_loc - size // 2)) + lower_coord = (min(img_height, height_loc + size // 2), + min(img_width, width_loc + size // 2)) + mask_height = lower_coord[0] - upper_coord[0] + mask_width = lower_coord[1] - upper_coord[1] + assert mask_height > 0 + assert mask_width > 0 + + mask = np.ones((img_height, img_width, num_channels)) + zeros = np.zeros((mask_height, mask_width, num_channels)) + mask[upper_coord[0]:lower_coord[0], upper_coord[1]:lower_coord[1], :] = ( + zeros) + return mask, upper_coord, lower_coord + + +def cutout_numpy(img, size=16): + """Apply cutout with mask of shape `size` x `size` to `img`. + + The cutout operation is from the paper https://arxiv.org/abs/1708.04552. + This operation applies a `size`x`size` mask of zeros to a random location + within `img`. + + Args: + img: Numpy image that cutout will be applied to. + size: Height/width of the cutout mask that will be + + Returns: + A numpy tensor that is the result of applying the cutout mask to `img`. + """ + img_height, img_width, num_channels = (img.shape[0], img.shape[1], + img.shape[2]) + assert len(img.shape) == 3 + mask, _, _ = create_cutout_mask(img_height, img_width, num_channels, size) + return img * mask + + +def float_parameter(level, maxval): + """Helper function to scale `val` between 0 and maxval . + + Args: + level: Level of the operation that will be between [0, `PARAMETER_MAX`]. + maxval: Maximum value that the operation can have. This will be scaled + to level/PARAMETER_MAX. + + Returns: + A float that results from scaling `maxval` according to `level`. + """ + return float(level) * maxval / PARAMETER_MAX + + +def int_parameter(level, maxval): + """Helper function to scale `val` between 0 and maxval . + + Args: + level: Level of the operation that will be between [0, `PARAMETER_MAX`]. + maxval: Maximum value that the operation can have. This will be scaled + to level/PARAMETER_MAX. + + Returns: + An int that results from scaling `maxval` according to `level`. + """ + return int(level * maxval / PARAMETER_MAX) + + +def pil_wrap(img, use_mean_std): + """Convert the `img` numpy tensor to a PIL Image.""" + + if use_mean_std: + MEANS, STDS = get_mean_and_std() + else: + MEANS = [0, 0, 0] + STDS = [1, 1, 1] + img_ori = (img * STDS + MEANS) * 255 + + return Image.fromarray( + np.uint8((img * STDS + MEANS) * 255.0)).convert('RGBA') + + +def pil_unwrap(pil_img, use_mean_std, img_shape): + """Converts the PIL img to a numpy array.""" + if use_mean_std: + MEANS, STDS = get_mean_and_std() + else: + MEANS = [0, 0, 0] + STDS = [1, 1, 1] + pic_array = np.array(pil_img.getdata()).reshape((img_shape[0], img_shape[1], 4)) / 255.0 + i1, i2 = np.where(pic_array[:, :, 3] == 0) + pic_array = (pic_array[:, :, :3] - MEANS) / STDS + pic_array[i1, i2] = [0, 0, 0] + return pic_array + + +def apply_policy(policy, img, use_mean_std=True): + """Apply the `policy` to the numpy `img`. + + Args: + policy: A list of tuples with the form (name, probability, level) where + `name` is the name of the augmentation operation to apply, `probability` + is the probability of applying the operation and `level` is what strength + the operation to apply. + img: Numpy image that will have `policy` applied to it. + + Returns: + The result of applying `policy` to `img`. + """ + img_shape = img.shape + pil_img = pil_wrap(img, use_mean_std) + for xform in policy: + assert len(xform) == 3 + name, probability, level = xform + xform_fn = NAME_TO_TRANSFORM[name].pil_transformer( + probability, level, img_shape) + pil_img = xform_fn(pil_img) + return pil_unwrap(pil_img, use_mean_std, img_shape) + + +class TransformFunction(object): + """Wraps the Transform function for pretty printing options.""" + + def __init__(self, func, name): + self.f = func + self.name = name + + def __repr__(self): + return '<' + self.name + '>' + + def __call__(self, pil_img): + return self.f(pil_img) + + +class TransformT(object): + """Each instance of this class represents a specific transform.""" + + def __init__(self, name, xform_fn): + self.name = name + self.xform = xform_fn + + def pil_transformer(self, probability, level, img_shape): + + def return_function(im): + if random.random() < probability: + im = self.xform(im, level, img_shape) + return im + + name = self.name + '({:.1f},{})'.format(probability, level) + return TransformFunction(return_function, name) + + +################## Transform Functions ################## +identity = TransformT('identity', lambda pil_img, level, _: pil_img) +flip_lr = TransformT( + 'FlipLR', + lambda pil_img, level, _: pil_img.transpose(Image.FLIP_LEFT_RIGHT)) +flip_ud = TransformT( + 'FlipUD', + lambda pil_img, level, _: pil_img.transpose(Image.FLIP_TOP_BOTTOM)) +# pylint:disable=g-long-lambda +auto_contrast = TransformT( + 'AutoContrast', + lambda pil_img, level, _: ImageOps.autocontrast( + pil_img.convert('RGB')).convert('RGBA')) +equalize = TransformT( + 'Equalize', + lambda pil_img, level, _: ImageOps.equalize( + pil_img.convert('RGB')).convert('RGBA')) +invert = TransformT( + 'Invert', + lambda pil_img, level, _: ImageOps.invert( + pil_img.convert('RGB')).convert('RGBA')) +# pylint:enable=g-long-lambda +blur = TransformT( + 'Blur', lambda pil_img, level, _: pil_img.filter(ImageFilter.BLUR)) +smooth = TransformT( + 'Smooth', + lambda pil_img, level, _: pil_img.filter(ImageFilter.SMOOTH)) + + +def _rotate_impl(pil_img, level, _): + """Rotates `pil_img` from -30 to 30 degrees depending on `level`.""" + degrees = int_parameter(level, 30) + if random.random() > 0.5: + degrees = -degrees + return pil_img.rotate(degrees) + + +rotate = TransformT('Rotate', _rotate_impl) + + +def _posterize_impl(pil_img, level, _): + """Applies PIL Posterize to `pil_img`.""" + level = int_parameter(level, 4) + return ImageOps.posterize(pil_img.convert('RGB'), 4 - level).convert('RGBA') + + +posterize = TransformT('Posterize', _posterize_impl) + + +def _shear_x_impl(pil_img, level, img_shape): + """Applies PIL ShearX to `pil_img`. + + The ShearX operation shears the image along the horizontal axis with `level` + magnitude. + + Args: + pil_img: Image in PIL object. + level: Strength of the operation specified as an Integer from + [0, `PARAMETER_MAX`]. + + Returns: + A PIL Image that has had ShearX applied to it. + """ + level = float_parameter(level, 0.3) + if random.random() > 0.5: + level = -level + return pil_img.transform( + (img_shape[0], img_shape[1]), + Image.AFFINE, + (1, level, 0, 0, 1, 0)) + + +shear_x = TransformT('ShearX', _shear_x_impl) + + +def _shear_y_impl(pil_img, level, img_shape): + """Applies PIL ShearY to `pil_img`. + + The ShearY operation shears the image along the vertical axis with `level` + magnitude. + + Args: + pil_img: Image in PIL object. + level: Strength of the operation specified as an Integer from + [0, `PARAMETER_MAX`]. + + Returns: + A PIL Image that has had ShearX applied to it. + """ + level = float_parameter(level, 0.3) + if random.random() > 0.5: + level = -level + return pil_img.transform( + (img_shape[0], img_shape[1]), + Image.AFFINE, + (1, 0, 0, level, 1, 0)) + + +shear_y = TransformT('ShearY', _shear_y_impl) + + +def _translate_x_impl(pil_img, level, img_shape): + """Applies PIL TranslateX to `pil_img`. + + Translate the image in the horizontal direction by `level` + number of pixels. + + Args: + pil_img: Image in PIL object. + level: Strength of the operation specified as an Integer from + [0, `PARAMETER_MAX`]. + + Returns: + A PIL Image that has had TranslateX applied to it. + """ + level = int_parameter(level, 10) + if random.random() > 0.5: + level = -level + return pil_img.transform( + (img_shape[0], img_shape[1]), + Image.AFFINE, + (1, 0, level, 0, 1, 0)) + + +translate_x = TransformT('TranslateX', _translate_x_impl) + + +def _translate_y_impl(pil_img, level, img_shape): + """Applies PIL TranslateY to `pil_img`. + + Translate the image in the vertical direction by `level` + number of pixels. + + Args: + pil_img: Image in PIL object. + level: Strength of the operation specified as an Integer from + [0, `PARAMETER_MAX`]. + + Returns: + A PIL Image that has had TranslateY applied to it. + """ + level = int_parameter(level, 10) + if random.random() > 0.5: + level = -level + return pil_img.transform( + (img_shape[0], img_shape[1]), + Image.AFFINE, + (1, 0, 0, 0, 1, level)) + + +translate_y = TransformT('TranslateY', _translate_y_impl) + + +def _crop_impl(pil_img, level, img_shape, interpolation=Image.BILINEAR): + """Applies a crop to `pil_img` with the size depending on the `level`.""" + cropped = pil_img.crop((level, level, img_shape[0] - level, img_shape[1] - level)) + resized = cropped.resize((img_shape[0], img_shape[1]), interpolation) + return resized + + +crop_bilinear = TransformT('CropBilinear', _crop_impl) + + +def _solarize_impl(pil_img, level, _): + """Applies PIL Solarize to `pil_img`. + + Translate the image in the vertical direction by `level` + number of pixels. + + Args: + pil_img: Image in PIL object. + level: Strength of the operation specified as an Integer from + [0, `PARAMETER_MAX`]. + + Returns: + A PIL Image that has had Solarize applied to it. + """ + level = int_parameter(level, 256) + return ImageOps.solarize(pil_img.convert('RGB'), 256 - level).convert('RGBA') + + +solarize = TransformT('Solarize', _solarize_impl) + + +def _cutout_pil_impl(pil_img, level, img_shape): + """Apply cutout to pil_img at the specified level.""" + size = int_parameter(level, 20) + if size <= 0: + return pil_img + img_height, img_width, num_channels = (img_shape[0], img_shape[1], 3) + _, upper_coord, lower_coord = ( + create_cutout_mask(img_height, img_width, num_channels, size)) + pixels = pil_img.load() # create the pixel map + for i in range(upper_coord[0], lower_coord[0]): # for every col: + for j in range(upper_coord[1], lower_coord[1]): # For every row + pixels[i, j] = (125, 122, 113, 0) # set the colour accordingly + return pil_img + +cutout = TransformT('Cutout', _cutout_pil_impl) + + +def _enhancer_impl(enhancer): + """Sets level to be between 0.1 and 1.8 for ImageEnhance transforms of PIL.""" + def impl(pil_img, level, _): + v = float_parameter(level, 1.8) + .1 # going to 0 just destroys it + return enhancer(pil_img).enhance(v) + return impl + + +color = TransformT('Color', _enhancer_impl(ImageEnhance.Color)) +contrast = TransformT('Contrast', _enhancer_impl(ImageEnhance.Contrast)) +brightness = TransformT('Brightness', _enhancer_impl( + ImageEnhance.Brightness)) +sharpness = TransformT('Sharpness', _enhancer_impl(ImageEnhance.Sharpness)) + +ALL_TRANSFORMS = [ + flip_lr, + flip_ud, + auto_contrast, + equalize, + invert, + rotate, + posterize, + crop_bilinear, + solarize, + color, + contrast, + brightness, + sharpness, + shear_x, + shear_y, + translate_x, + translate_y, + cutout, + blur, + smooth +] + +NAME_TO_TRANSFORM = {t.name: t 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