From 28a7a1f79a363fe84331f82a4c6dcb51cdefefaa Mon Sep 17 00:00:00 2001 From: Marcos Carbonell Date: Sun, 1 Nov 2020 14:45:22 +0100 Subject: [PATCH] - // Add Marcos Carbonell demo directory and update README.md --- README.md | 4 + demo/.gitignore | 9 + demo/README.md | 4 + demo/arial.ttf | Bin 0 -> 311636 bytes demo/batches_pg2.py | 408 + demo/buffered_wrapper.py | 23 + demo/config.py | 9 + demo/custom_vgg19.py | 229 + demo/deeploss.py | 258 + demo/events.out.tfevents.1509984274.hcigpu02 | Bin 0 -> 11199383 bytes demo/get_batches.py | 52 + demo/index_flow.py | 138 + demo/log.txt | 7307 ++++++++++++++++++ demo/main.py | 149 + demo/model.py | 416 + demo/models.py | 355 + demo/nn.py | 521 ++ demo/parser.py | 25 + demo/requirements.txt | 7 + demo/run.sh | 19 + demo/test.py | 55 + demo/timer.py | 17 + demo/utils.py | 54 + 23 files changed, 10059 insertions(+) create mode 100644 demo/.gitignore create mode 100644 demo/README.md create mode 100644 demo/arial.ttf create mode 100644 demo/batches_pg2.py create mode 100644 demo/buffered_wrapper.py create mode 100644 demo/config.py create mode 100644 demo/custom_vgg19.py create mode 100644 demo/deeploss.py create mode 100644 demo/events.out.tfevents.1509984274.hcigpu02 create mode 100644 demo/get_batches.py create mode 100644 demo/index_flow.py create mode 100644 demo/log.txt create mode 100644 demo/main.py create mode 100644 demo/model.py create mode 100644 demo/models.py create mode 100644 demo/nn.py create mode 100644 demo/parser.py create mode 100644 demo/requirements.txt create mode 100755 demo/run.sh create mode 100644 demo/test.py create mode 100644 demo/timer.py create mode 100644 demo/utils.py diff --git a/README.md b/README.md index a58cd8bf..36153746 100644 --- a/README.md +++ b/README.md @@ -86,3 +86,7 @@ dictionary with the following keys: and images without valid values for `rhip, rshoulder, lhip, lshoulder` are ignored. + +## Contributions + +- Google Colab Demo can be found here [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1nKtymlEhcE4aZs-EOTBaqPPIAKX5RQB8#scrollTo=m0TFJfYd6pOT) by Marcos Carbonell diff --git a/demo/.gitignore b/demo/.gitignore new file mode 100644 index 00000000..a62418ae --- /dev/null +++ b/demo/.gitignore @@ -0,0 +1,9 @@ +datasets/ +__pycache__/ +log/ +data/ +*.tar.gz +*.zip +checkpoints/* + + diff --git a/demo/README.md b/demo/README.md new file mode 100644 index 00000000..848e8225 --- /dev/null +++ b/demo/README.md @@ -0,0 +1,4 @@ +# vunet-demo + +- This repository is a build for as a demo for the [VUnet Paper](https://arxiv.org/pdf/1804.04694.pdf) of Esser et. al. +- The Google Colab Demo can be found here [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1nKtymlEhcE4aZs-EOTBaqPPIAKX5RQB8#scrollTo=m0TFJfYd6pOT) diff --git a/demo/arial.ttf b/demo/arial.ttf new file mode 100644 index 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zwZ1X9!{OI1xUMbG7I?gtwkfqa3U;Cw1x95@?ZvAj$$;tN`*UTR0 zKGkd95~rlip?k+ijtiJL=-JEf_nlcRct*Tp^U;JpekT?!*;D@MnVpl)_Pldz{G^xm VXQc0|TekeI1$m{%qWu+${|A 3: + X = X[:,:,:,np.random.choice(n_channels, size = 3)] + X = postprocess(X) + rc = math.sqrt(X.shape[0]) + rows = cols = math.ceil(rc) + canvas = tile(X, rows, cols) + canvas = np.squeeze(canvas) + Image.fromarray(canvas).save(out_path) + + +def make_joint_img(img_shape, jo, joints): + # three channels: left, right, center + scale_factor = img_shape[1] / 128 + thickness = int(3 * scale_factor) + imgs = list() + for i in range(3): + imgs.append(np.zeros(img_shape[:2], dtype = "uint8")) + + assert("cnose" in jo) + # MSCOCO + body = ["lhip", "lshoulder", "rshoulder", "rhip"] + body_pts = np.array([[joints[jo.index(part),:] for part in body]]) + if np.min(body_pts) >= 0: + body_pts = np.int_(body_pts) + cv2.fillPoly(imgs[2], body_pts, 255) + + right_lines = [ + ("rankle", "rknee"), + ("rknee", "rhip"), + ("rhip", "rshoulder"), + ("rshoulder", "relbow"), + ("relbow", "rwrist")] + for line in right_lines: + l = [jo.index(line[0]), jo.index(line[1])] + if np.min(joints[l]) >= 0: + a = tuple(np.int_(joints[l[0]])) + b = tuple(np.int_(joints[l[1]])) + cv2.line(imgs[0], a, b, color = 255, thickness = thickness) + + left_lines = [ + ("lankle", "lknee"), + ("lknee", "lhip"), + ("lhip", "lshoulder"), + ("lshoulder", "lelbow"), + ("lelbow", "lwrist")] + for line in left_lines: + l = [jo.index(line[0]), jo.index(line[1])] + if np.min(joints[l]) >= 0: + a = tuple(np.int_(joints[l[0]])) + b = tuple(np.int_(joints[l[1]])) + cv2.line(imgs[1], a, b, color = 255, thickness = thickness) + + rs = joints[jo.index("rshoulder")] + ls = joints[jo.index("lshoulder")] + cn = joints[jo.index("cnose")] + neck = 0.5*(rs+ls) + a = tuple(np.int_(neck)) + b = tuple(np.int_(cn)) + if np.min(a) >= 0 and np.min(b) >= 0: + cv2.line(imgs[0], a, b, color = 127, thickness = thickness) + cv2.line(imgs[1], a, b, color = 127, thickness = thickness) + + cn = tuple(np.int_(cn)) + leye = tuple(np.int_(joints[jo.index("leye")])) + reye = tuple(np.int_(joints[jo.index("reye")])) + if np.min(reye) >= 0 and np.min(leye) >= 0 and np.min(cn) >= 0: + cv2.line(imgs[0], cn, reye, color = 255, thickness = thickness) + cv2.line(imgs[1], cn, leye, color = 255, thickness = thickness) + + img = np.stack(imgs, axis = -1) + if img_shape[-1] == 1: + img = np.mean(img, axis = -1)[:,:,None] + return img + + +def valid_joints(*joints): + j = np.stack(joints) + return (j >= 0).all() + + +def zoom(img, factor, center = None): + shape = img.shape[:2] + if center is None or not valid_joints(center): + center = np.array(shape) / 2 + e1 = np.array([1,0]) + e2 = np.array([0,1]) + + dst_center = np.array(center) + dst_e1 = e1 * factor + dst_e2 = e2 * factor + + src = np.float32([center, center+e1, center+e2]) + dst = np.float32([dst_center, dst_center+dst_e1, dst_center+dst_e2]) + M = cv2.getAffineTransform(src, dst) + + return cv2.warpAffine(img, M, shape, flags = cv2.INTER_AREA, borderMode = cv2.BORDER_REPLICATE) + + +def get_crop(bpart, joints, jo, wh, o_w, o_h, ar = 1.0): + bpart_indices = [jo.index(b) for b in bpart] + part_src = np.float32(joints[bpart_indices]) + + # fall backs + if not valid_joints(part_src): + if bpart[0] == "lhip" and bpart[1] == "lknee": + bpart = ["lhip"] + bpart_indices = [jo.index(b) for b in bpart] + part_src = np.float32(joints[bpart_indices]) + elif bpart[0] == "rhip" and bpart[1] == "rknee": + bpart = ["rhip"] + bpart_indices = [jo.index(b) for b in bpart] + part_src = np.float32(joints[bpart_indices]) + elif bpart[0] == "lshoulder" and bpart[1] == "rshoulder" and bpart[2] == "cnose": + bpart = ["lshoulder", "rshoulder", "rshoulder"] + bpart_indices = [jo.index(b) for b in bpart] + part_src = np.float32(joints[bpart_indices]) + + + if not valid_joints(part_src): + return None + + if part_src.shape[0] == 1: + # leg fallback + a = part_src[0] + b = np.float32([a[0],o_h - 1]) + part_src = np.float32([a,b]) + + if part_src.shape[0] == 4: + pass + elif part_src.shape[0] == 3: + # lshoulder, rshoulder, cnose + if bpart == ["lshoulder", "rshoulder", "rshoulder"]: + segment = part_src[1] - part_src[0] + normal = np.array([-segment[1],segment[0]]) + if normal[1] > 0.0: + normal = -normal + + a = part_src[0] + normal + b = part_src[0] + c = part_src[1] + d = part_src[1] + normal + part_src = np.float32([a,b,c,d]) + else: + assert bpart == ["lshoulder", "rshoulder", "cnose"] + neck = 0.5*(part_src[0] + part_src[1]) + neck_to_nose = part_src[2] - neck + part_src = np.float32([neck + 2*neck_to_nose, neck]) + + # segment box + segment = part_src[1] - part_src[0] + normal = np.array([-segment[1],segment[0]]) + alpha = 1.0 / 2.0 + a = part_src[0] + alpha*normal + b = part_src[0] - alpha*normal + c = part_src[1] - alpha*normal + d = part_src[1] + alpha*normal + #part_src = np.float32([a,b,c,d]) + part_src = np.float32([b,c,d,a]) + else: + assert part_src.shape[0] == 2 + + segment = part_src[1] - part_src[0] + normal = np.array([-segment[1],segment[0]]) + alpha = ar / 2.0 + a = part_src[0] + alpha*normal + b = part_src[0] - alpha*normal + c = part_src[1] - alpha*normal + d = part_src[1] + alpha*normal + part_src = np.float32([a,b,c,d]) + + dst = np.float32([[0.0,0.0],[0.0,1.0],[1.0,1.0],[1.0,0.0]]) + part_dst = np.float32(wh * dst) + + M = cv2.getPerspectiveTransform(part_src, part_dst) + return M + + +def normalize(imgs, coords, stickmen, jo): + + out_imgs = list() + out_stickmen = list() + + bs = len(imgs) + for i in range(bs): + img = imgs[i] + joints = coords[i] + stickman = stickmen[i] + + h,w = img.shape[:2] + o_h = h + o_w = w + h = h // 4 + w = w // 4 + wh = np.array([w,h]) + wh = np.expand_dims(wh, 0) + + bparts = [ + ["lshoulder","lhip","rhip","rshoulder"], + ["lshoulder", "rshoulder", "cnose"], + ["lshoulder","lelbow"], + ["lelbow", "lwrist"], + ["rshoulder","relbow"], + ["relbow", "rwrist"], + ["lhip", "lknee"], + ["rhip", "rknee"]] + ar = 0.5 + + part_imgs = list() + part_stickmen = list() + for bpart in bparts: + part_img = np.zeros((h,w,3)) + part_stickman = np.zeros((h,w,3)) + M = get_crop(bpart, joints, jo, wh, o_w, o_h, ar) + + if M is not None: + part_img = cv2.warpPerspective(img, M, (h,w), borderMode = cv2.BORDER_REPLICATE) + part_stickman = cv2.warpPerspective(stickman, M, (h,w), borderMode = cv2.BORDER_REPLICATE) + + part_imgs.append(part_img) + part_stickmen.append(part_stickman) + img = np.concatenate(part_imgs, axis = 2) + stickman = np.concatenate(part_stickmen, axis = 2) + + """ + bpart = ["lshoulder","lhip","rhip","rshoulder"] + dst = np.float32([[0.0,0.0],[0.0,1.0],[1.0,1.0],[1.0,0.0]]) + bpart_indices = [jo.index(b) for b in bpart] + part_src = np.float32(joints[bpart_indices]) + part_dst = np.float32(wh * dst) + + M = cv2.getPerspectiveTransform(part_src, part_dst) + img = cv2.warpPerspective(img, M, (h,w), borderMode = cv2.BORDER_REPLICATE) + stickman = cv2.warpPerspective(stickman, M, (h,w), borderMode = cv2.BORDER_REPLICATE) + """ + + """ + # center of possible rescaling + c = joints[jo.index("cneck")] + + # find valid body part for scale estimation + a = joints[jo.index("lshoulder")] + b = joints[jo.index("lhip")] + target_length = 33.0 + if not valid_joints(a,b): + a = joints[jo.index("rshoulder")] + b = joints[jo.index("rhip")] + target_length = 33.0 + if not valid_joints(a,b): + a = joints[jo.index("rshoulder")] + b = joints[jo.index("relbow")] + target_length = 33.0 / 2 + if not valid_joints(a,b): + a = joints[jo.index("lshoulder")] + b = joints[jo.index("lelbow")] + target_length = 33.0 / 2 + if not valid_joints(a,b): + a = joints[jo.index("lwrist")] + b = joints[jo.index("lelbow")] + target_length = 33.0 / 2 + if not valid_joints(a,b): + a = joints[jo.index("rwrist")] + b = joints[jo.index("relbow")] + target_length = 33.0 / 2 + + if valid_joints(a,b): + body_length = np.linalg.norm(b - a) + factor = target_length / body_length + img = zoom(img, factor, center = c) + stickman = zoom(stickman, factor, center = c) + else: + factor = 0.25 + img = zoom(img, factor, center = c) + stickman = zoom(stickman, factor, center = c) + """ + + out_imgs.append(img) + out_stickmen.append(stickman) + out_imgs = np.stack(out_imgs) + out_stickmen = np.stack(out_stickmen) + return out_imgs, out_stickmen + + +def make_mask_img(img_shape, jo, joints): + scale_factor = img_shape[1] / 128 + masks = 3*[None] + for i in range(3): + masks[i] = np.zeros(img_shape[:2], dtype = "uint8") + + body = ["lhip", "lshoulder", "rshoulder", "rhip"] + body_pts = np.array([[joints[jo.index(part),:] for part in body]], dtype = np.int32) + cv2.fillPoly(masks[1], body_pts, 255) + + head = ["lshoulder", "chead", "rshoulder"] + head_pts = np.array([[joints[jo.index(part),:] for part in head]], dtype = np.int32) + cv2.fillPoly(masks[2], head_pts, 255) + + thickness = int(15 * scale_factor) + lines = [[ + ("rankle", "rknee"), + ("rknee", "rhip"), + ("rhip", "lhip"), + ("lhip", "lknee"), + ("lknee", "lankle") ], [ + ("rhip", "rshoulder"), + ("rshoulder", "relbow"), + ("relbow", "rwrist"), + ("rhip", "lhip"), + ("rshoulder", "lshoulder"), + ("lhip", "lshoulder"), + ("lshoulder", "lelbow"), + ("lelbow", "lwrist")], [ + ("rshoulder", "chead"), + ("rshoulder", "lshoulder"), + ("lshoulder", "chead")]] + for i in range(len(lines)): + for j in range(len(lines[i])): + line = [jo.index(lines[i][j][0]), jo.index(lines[i][j][1])] + a = tuple(np.int_(joints[line[0]])) + b = tuple(np.int_(joints[line[1]])) + cv2.line(masks[i], a, b, color = 255, thickness = thickness) + + for i in range(3): + r = int(11 * scale_factor) + if r % 2 == 0: + r = r + 1 + masks[i] = cv2.GaussianBlur(masks[i], (r,r), 0) + maxmask = np.max(masks[i]) + if maxmask > 0: + masks[i] = masks[i] / maxmask + mask = np.stack(masks, axis = -1) + mask = np.uint8(255 * mask) + + return mask + + + diff --git a/demo/buffered_wrapper.py b/demo/buffered_wrapper.py new file mode 100644 index 00000000..c97d91fb --- /dev/null +++ b/demo/buffered_wrapper.py @@ -0,0 +1,23 @@ + +from multiprocessing.pool import ThreadPool + +class BufferedWrapper(object): + """Fetch next batch asynchronuously to avoid bottleneck during GPU + training.""" + def __init__(self, gen): + self.gen = gen + self.n = gen.n + self.pool = ThreadPool(1) + self._async_next() + + + def _async_next(self): + self.buffer_ = self.pool.apply_async(next, (self.gen,)) + + + def __next__(self): + result = self.buffer_.get() + self._async_next() + return result + + diff --git a/demo/config.py b/demo/config.py new file mode 100644 index 00000000..fde61de2 --- /dev/null +++ b/demo/config.py @@ -0,0 +1,9 @@ +import os +import tensorflow as tf + +N_BOXES = 8 +default_log_dir = os.path.join(os.getcwd(), "log") +config = tf.ConfigProto() +config.gpu_options.allow_growth = False +session = tf.Session(config = config) + diff --git a/demo/custom_vgg19.py b/demo/custom_vgg19.py new file mode 100644 index 00000000..ec94a994 --- /dev/null +++ b/demo/custom_vgg19.py @@ -0,0 +1,229 @@ +# Copyright 2015 The TensorFlow Authors. All Rights Reserved. +# +# 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. +# ============================================================================== +# pylint: disable=invalid-name +"""VGG19 model for Keras. + +# Reference + +- [Very Deep Convolutional Networks for Large-Scale Image +Recognition](https://arxiv.org/abs/1409.1556) + +""" +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import warnings + +from tensorflow.contrib.keras.python.keras import backend as K +from tensorflow.contrib.keras.python.keras.applications.imagenet_utils import _obtain_input_shape +from tensorflow.contrib.keras.python.keras.applications.imagenet_utils import decode_predictions # pylint: disable=unused-import +from tensorflow.contrib.keras.python.keras.applications.imagenet_utils import preprocess_input # pylint: disable=unused-import +from tensorflow.contrib.keras.python.keras.engine.topology import get_source_inputs +from tensorflow.contrib.keras.python.keras.layers import Conv2D +from tensorflow.contrib.keras.python.keras.layers import Dense +from tensorflow.contrib.keras.python.keras.layers import Flatten +from tensorflow.contrib.keras.python.keras.layers import GlobalAveragePooling2D +from tensorflow.contrib.keras.python.keras.layers import GlobalMaxPooling2D +from tensorflow.contrib.keras.python.keras.layers import Input +from tensorflow.contrib.keras.python.keras.layers import AveragePooling2D as MaxPooling2D +from tensorflow.contrib.keras.python.keras.models import Model +from tensorflow.contrib.keras.python.keras.utils import layer_utils +from tensorflow.contrib.keras.python.keras.utils.data_utils import get_file + + +WEIGHTS_PATH = 'https://github.com/fchollet/deep-learning-models/releases/download/v0.1/vgg19_weights_tf_dim_ordering_tf_kernels.h5' +WEIGHTS_PATH_NO_TOP = 'https://github.com/fchollet/deep-learning-models/releases/download/v0.1/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5' + + +def VGG19(include_top=True, + weights='imagenet', + input_tensor=None, + input_shape=None, + pooling=None, + classes=1000): + """Instantiates the VGG19 architecture. + + Optionally loads weights pre-trained + on ImageNet. Note that when using TensorFlow, + for best performance you should set + `image_data_format="channels_last"` in your Keras config + at ~/.keras/keras.json. + + The model and the weights are compatible with both + TensorFlow and Theano. The data format + convention used by the model is the one + specified in your Keras config file. + + Arguments: + include_top: whether to include the 3 fully-connected + layers at the top of the network. + weights: one of `None` (random initialization) + or "imagenet" (pre-training on ImageNet). + input_tensor: optional Keras tensor (i.e. output of `layers.Input()`) + to use as image input for the model. + input_shape: optional shape tuple, only to be specified + if `include_top` is False (otherwise the input shape + has to be `(224, 224, 3)` (with `channels_last` data format) + or `(3, 224, 244)` (with `channels_first` data format). + It should have exactly 3 inputs channels, + and width and height should be no smaller than 48. + E.g. `(200, 200, 3)` would be one valid value. + pooling: Optional pooling mode for feature extraction + when `include_top` is `False`. + - `None` means that the output of the model will be + the 4D tensor output of the + last convolutional layer. + - `avg` means that global average pooling + will be applied to the output of the + last convolutional layer, and thus + the output of the model will be a 2D tensor. + - `max` means that global max pooling will + be applied. + classes: optional number of classes to classify images + into, only to be specified if `include_top` is True, and + if no `weights` argument is specified. + + Returns: + A Keras model instance. + + Raises: + ValueError: in case of invalid argument for `weights`, + or invalid input shape. + """ + if weights not in {'imagenet', None}: + raise ValueError('The `weights` argument should be either ' + '`None` (random initialization) or `imagenet` ' + '(pre-training on ImageNet).') + + if weights == 'imagenet' and include_top and classes != 1000: + raise ValueError('If using `weights` as imagenet with `include_top`' + ' as true, `classes` should be 1000') + # Determine proper input shape + input_shape = _obtain_input_shape( + input_shape, + default_size=224, + min_size=48, + data_format=K.image_data_format(), + include_top=include_top) + + if input_tensor is None: + img_input = Input(shape=input_shape) + else: + img_input = Input(tensor=input_tensor, shape=input_shape) + + # Block 1 + x = Conv2D( + 64, (3, 3), activation='relu', padding='same', + name='block1_conv1')(img_input) + x = Conv2D( + 64, (3, 3), activation='relu', padding='same', name='block1_conv2')(x) + x = MaxPooling2D((2, 2), strides=(2, 2), name='block1_pool')(x) + + # Block 2 + x = Conv2D( + 128, (3, 3), activation='relu', padding='same', name='block2_conv1')(x) + x = Conv2D( + 128, (3, 3), activation='relu', padding='same', name='block2_conv2')(x) + x = MaxPooling2D((2, 2), strides=(2, 2), name='block2_pool')(x) + + # Block 3 + x = Conv2D( + 256, (3, 3), activation='relu', padding='same', name='block3_conv1')(x) + x = Conv2D( + 256, (3, 3), activation='relu', padding='same', name='block3_conv2')(x) + x = Conv2D( + 256, (3, 3), activation='relu', padding='same', name='block3_conv3')(x) + x = Conv2D( + 256, (3, 3), activation='relu', padding='same', name='block3_conv4')(x) + x = MaxPooling2D((2, 2), strides=(2, 2), name='block3_pool')(x) + + # Block 4 + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block4_conv1')(x) + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block4_conv2')(x) + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block4_conv3')(x) + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block4_conv4')(x) + x = MaxPooling2D((2, 2), strides=(2, 2), name='block4_pool')(x) + + # Block 5 + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block5_conv1')(x) + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block5_conv2')(x) + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block5_conv3')(x) + x = Conv2D( + 512, (3, 3), activation='relu', padding='same', name='block5_conv4')(x) + x = MaxPooling2D((2, 2), strides=(2, 2), name='block5_pool')(x) + + if include_top: + # Classification block + x = Flatten(name='flatten')(x) + x = Dense(4096, activation='relu', name='fc1')(x) + x = Dense(4096, activation='relu', name='fc2')(x) + x = Dense(classes, activation='softmax', name='predictions')(x) + else: + if pooling == 'avg': + x = GlobalAveragePooling2D()(x) + elif pooling == 'max': + x = GlobalMaxPooling2D()(x) + + # Ensure that the model takes into account + # any potential predecessors of `input_tensor`. + if input_tensor is not None: + inputs = get_source_inputs(input_tensor) + else: + inputs = img_input + # Create model. + model = Model(inputs, x, name='vgg19') + + # load weights + if weights == 'imagenet': + if include_top: + weights_path = get_file( + 'vgg19_weights_tf_dim_ordering_tf_kernels.h5', + WEIGHTS_PATH, + cache_subdir='models') + else: + weights_path = get_file( + 'vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5', + WEIGHTS_PATH_NO_TOP, + cache_subdir='models') + model.load_weights(weights_path) + if K.backend() == 'theano': + layer_utils.convert_all_kernels_in_model(model) + + if K.image_data_format() == 'channels_first': + if include_top: + maxpool = model.get_layer(name='block5_pool') + shape = maxpool.output_shape[1:] + dense = model.get_layer(name='fc1') + layer_utils.convert_dense_weights_data_format(dense, shape, + 'channels_first') + + if K.backend() == 'tensorflow': + warnings.warn('You are using the TensorFlow backend, yet you ' + 'are using the Theano ' + 'image data format convention ' + '(`image_data_format="channels_first"`). ' + 'For best performance, set ' + '`image_data_format="channels_last"` in ' + 'your Keras config ' + 'at ~/.keras/keras.json.') + return model diff --git a/demo/deeploss.py b/demo/deeploss.py new file mode 100644 index 00000000..e18d282b --- /dev/null +++ b/demo/deeploss.py @@ -0,0 +1,258 @@ +import tensorflow as tf +import numpy as np +# vgg19 from keras +from tensorflow.contrib.keras.api.keras.models import Model +#from tensorflow.contrib.keras.api.keras.applications.vgg19 import VGG19 +from custom_vgg19 import VGG19 +from tensorflow.contrib.keras.api.keras import backend as K +import models + + +def preprocess_input(x): + """Preprocesses a tensor encoding a batch of images. + # Arguments + x: input tensor, 4D in [-1,1] + # Returns + Preprocessed tensor. + """ + # from [-1, 1] to [0,255.0] + x = (x + 1.0) / 2.0 * 255.0 + # 'RGB'->'BGR' + x = x[:, :, :, ::-1] + # Zero-center by mean pixel + x = x - np.array([103.939, 116.779, 123.68]).reshape((1,1,1,3)) + return x + + +class VGG19Features(object): + def __init__(self, session, feature_layers = None, feature_weights = None): + K.set_session(session) + self.base_model = VGG19( + include_top = False, + weights='imagenet') + if feature_layers is None: + feature_layers = [ + "input_1", + "block1_conv2", "block2_conv2", + "block3_conv2", "block4_conv2", + "block5_conv2"] + self.layer_names = [l.name for l in self.base_model.layers] + for k in feature_layers: + if not k in self.layer_names: + raise KeyError( + "Invalid layer {}. Available layers: {}".format( + k, self.layer_names)) + features = [self.base_model.get_layer(k).output for k in feature_layers] + self.model = Model( + inputs = self.base_model.input, + outputs = features) + if feature_weights is None: + feature_weights = len(feature_layers) * [1.0] + gram_weights = len(feature_layers) * [0.1] + self.feature_weights = feature_weights + self.gram_weights = gram_weights + assert len(self.feature_weights) == len(features) + + self.variables = self.base_model.weights + + + def extract_features(self, x): + """x should be rgb in [-1,1].""" + x = preprocess_input(x) + features = self.model.predict(x) + return features + + + def make_feature_ops(self, x): + """x should be rgb tensor in [-1,1].""" + x = preprocess_input(x) + features = self.model(x) + return features + + + def grams(self, fs): + gs = list() + for f in fs: + bs, h, w, c = f.shape.as_list() + f = tf.reshape(f, [bs, h*w, c]) + ft = tf.transpose(f, [0,2,1]) + g = tf.matmul(ft, f) + g = g / (4.0*h*w) + gs.append(g) + return gs + + + def make_loss_op(self, x, y): + """x, y should be rgb tensors in [-1,1].""" + x = preprocess_input(x) + x_features = self.model(x) + + y = preprocess_input(y) + y_features = self.model(y) + + x_grams = self.grams(x_features) + y_grams = self.grams(y_features) + + losses = [ + tf.reduce_mean(tf.abs(xf - yf)) for xf, yf in zip( + x_features, y_features)] + gram_losses = [ + tf.reduce_mean(tf.abs(xg - yg)) for xg, yg in zip( + x_grams, y_grams)] + + for i in range(len(losses)): + losses[i] = self.feature_weights[i] * losses[i] + gram_losses[i] = self.gram_weights[i] * gram_losses[i] + loss = tf.add_n(losses) + tf.add_n(gram_losses) + + self.losses = losses + self.gram_losses = gram_losses + + return loss + + +class PixelFeatures(object): + def __init__(self, session): + self.variables = [] + + + def make_loss_op(self, x, y): + """x, y should be rgb tensors in [-1,1].""" + x_features = [x] + y_features = [y] + + losses = [ + tf.reduce_mean( + tf.reduce_sum( + tf.abs(xf - yf), + axis = [1,2,3])) + for xf, yf in zip(x_features, y_features)] + + self.feature_weights = 11*[1000.0/(128*128*3)] + for i in range(len(losses)): + losses[i] = self.feature_weights[i] * losses[i] + + loss = tf.add_n(losses) + + self.losses = losses + + return loss + + +class JigsawFeatures(object): + def __init__(self, session): + self.cfn = models.make_model( + "cfn", models.cfn_features, + n_scales = 5, + max_filters = 256) + + x_init = tf.placeholder( + tf.float32, + shape = [64,128,128,3]) + _ = self.cfn(x_init, init = True, dropout_p = 0.5) + + self.variables = [v for v in tf.trainable_variables() if + v.name.startswith("cfn")] + self.saver = tf.train.Saver(self.variables) + restore_path = "../jigsaw/log/2017-08-16T14:27:04/checkpoints/model.ckpt-100000" + self.saver.restore(session, restore_path) + + self.kwargs = {"init": False, "dropout_p": 0.0} + + + def make_loss_op(self, x, y): + """x, y should be rgb tensors in [-1,1].""" + x_features = [x] + y_features = [y] + x_features += self.cfn(x, **self.kwargs) + y_features += self.cfn(y, **self.kwargs) + + losses = [ + tf.reduce_mean( + tf.reduce_sum( + tf.abs(xf - yf), + axis = [1,2,3])) + for xf, yf in zip(x_features, y_features)] + + self.feature_weights = 11*[1.0/(128*128*3)] + for i in range(len(losses)): + losses[i] = self.feature_weights[i] * losses[i] + + loss = tf.add_n(losses) + + self.losses = losses + + return loss + + +class AttrFeatures(object): + def __init__(self, session): + self.fnet = models.make_model( + "encoder", models.feature_encoder, + n_scales = 5, + max_filters = 512) + + x_init = tf.placeholder( + tf.float32, + shape = [64,128,128,3]) + _ = self.fnet(x_init, init = True, dropout_p = 0.5) + + self.variables = [v for v in tf.trainable_variables() if + v.name.startswith("encoder")] + self.saver = tf.train.Saver(self.variables) + restore_path = "log/2017-08-13T21:33:12/checkpoints/model.ckpt-100000" + self.saver.restore(session, restore_path) + + self.kwargs = {"init": False, "dropout_p": 0.0} + + + def make_loss_op(self, x, y): + """x, y should be rgb tensors in [-1,1].""" + x_features = [x] + y_features = [y] + x_features += self.fnet(x, **self.kwargs) + y_features += self.fnet(y, **self.kwargs) + + losses = [ + tf.reduce_mean( + tf.reduce_sum( + tf.abs(xf - yf), + axis = [1,2,3])) + for xf, yf in zip(x_features, y_features)] + + self.feature_weights = 11*[1.0/(128*128*3)] + for i in range(len(losses)): + losses[i] = self.feature_weights[i] * losses[i] + + loss = tf.add_n(losses) + + self.losses = losses + + return loss + + +if __name__ == "__main__": + import sys + from tensorflow.contrib.keras.api.keras.preprocessing import ( + image) + + s = tf.Session() + + img_path = sys.argv[1] + img = image.load_img(img_path, target_size=(128, 128)) + x = image.img_to_array(img) + x = np.expand_dims(x, axis=0) + x = x / 255.0 * 2.0 - 1.0 + print(x.shape, np.min(x), np.max(x)) + x = tf.constant(x) + + feature_layers = [ + "input_1", 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next(batches) + plot_batch(X, "unmasked.png") + plot_batch(C, "joints.png") + + """ + batches = get_batches( + shape = (16, 128, 128, 3), + index_path = sys.argv[1], + train = True, + mask = True) + X, C = next(batches) + plot_batch(X, "masked.png") + + batches = get_batches( + shape = (16, 32, 32, 3), + index_path = sys.argv[1], + train = True, + mask = True) + X, C = next(batches) + plot_batch(X, "masked32.png") + plot_batch(C, "joints32.png") + """ diff --git a/demo/index_flow.py b/demo/index_flow.py new file mode 100644 index 00000000..ad480490 --- /dev/null +++ b/demo/index_flow.py @@ -0,0 +1,138 @@ +import numpy as np +import pickle +import os + +from batches_pg2 import ( + valid_joints, + load_img, + preprocess, + preprocess_mask, + make_joint_img, + normalize, + make_mask_img +) + +class IndexFlow(object): + """Batches from index file.""" + + def __init__( + self, + shape, + index_path, + train, + mask = True, + fill_batches = True, + shuffle = True, + return_keys = ["imgs", "joints"]): + self.shape = shape + self.batch_size = self.shape[0] + self.img_shape = self.shape[1:] + with open(index_path, "rb") as f: + self.index = pickle.load(f) + self.basepath = os.path.dirname(index_path) + self.train = train + self.mask = mask + self.fill_batches = fill_batches + self.shuffle_ = shuffle + self.return_keys = return_keys + + self.jo = self.index["joint_order"] + # rescale joint coordinates to image shape + h,w = self.img_shape[:2] + wh = np.array([[[w,h]]]) + self.index["joints"] = self.index["joints"] * wh + + self.indices = np.array( + [i for i in range(len(self.index["train"])) + if self._filter(i)]) + + self.n = self.indices.shape[0] + self.shuffle() + + + def _filter(self, i): + good = True + good = good and (self.index["train"][i] == self.train) + joints = self.index["joints"][i] + required_joints = ["lshoulder","rshoulder","lhip","rhip"] + joint_indices = [self.jo.index(b) for b in required_joints] + joints = np.float32(joints[joint_indices]) + good = good and valid_joints(joints) + return good + + + def __next__(self): + batch = dict() + + # get indices for batch + batch_start, batch_end = self.batch_start, self.batch_start + self.batch_size + batch_indices = self.indices[batch_start:batch_end] + if self.fill_batches and batch_indices.shape[0] != self.batch_size: + n_missing = self.batch_size - batch_indices.shape[0] + batch_indices = np.concatenate([batch_indices, self.indices[:n_missing]], axis = 0) + assert(batch_indices.shape[0] == self.batch_size) + batch_indices = np.array(batch_indices) + batch["indices"] = batch_indices + + # prepare next batch + if batch_end >= self.n: + self.shuffle() + else: + self.batch_start = batch_end + + # prepare batch data + # load images + batch["imgs"] = list() + for i in batch_indices: + fname = self.index["imgs"][i] + # traintest = "train" if self.train else "test" + # path = os.path.join(self.basepath, "..", "original", "filted_up_{}".format(traintest), fname) + path = os.path.join(self.basepath, fname) + batch["imgs"].append(load_img(path, target_size = self.img_shape)) + batch["imgs"] = np.stack(batch["imgs"]) + batch["imgs"] = preprocess(batch["imgs"]) + + # load joint coordinates + batch["joints_coordinates"] = [self.index["joints"][i] for i in batch_indices] + + # generate stickmen images from coordinates + batch["joints"] = list() + for joints in batch["joints_coordinates"]: + img = make_joint_img(self.img_shape, self.jo, joints) + batch["joints"].append(img) + batch["joints"] = np.stack(batch["joints"]) + batch["joints"] = preprocess(batch["joints"]) + + if False and self.mask: + if "masks" in self.index: + batch_masks = list() + for i in batch_indices: + fname = self.index["masks"][i] + path = os.path.join(self.basepath, fname) + batch_masks.append(load_img(path, target_size = self.img_shape)) + else: + # generate mask based on joint coordinates + batch_masks = list() + for joints in batch["joints_coordinates"]: + mask = make_mask_img(self.img_shape, self.jo, joints) + batch_masks.append(mask) + batch["masks"] = np.stack(batch_masks) + batch["masks"] = preprocess_mask(batch["masks"]) + # apply mask to images + batch["imgs"] = batch["imgs"] * batch["masks"] + + + imgs, joints = normalize(batch["imgs"], batch["joints_coordinates"], batch["joints"], self.jo) + batch["norm_imgs"] = imgs + batch["norm_joints"] = joints + + batch_list = [batch[k] for k in self.return_keys] + return batch_list + + + def shuffle(self): + self.batch_start = 0 + if self.shuffle_: + np.random.shuffle(self.indices) + + diff --git a/demo/log.txt b/demo/log.txt new file mode 100644 index 00000000..97ec97c4 --- /dev/null +++ b/demo/log.txt @@ -0,0 +1,7307 @@ +INFO:__main__:Namespace(batch_size=8, checkpoint='log/2017-10-25T16:31:50/checkpoints/model.ckpt-96000', ckpt_freq=1000, data_index='/export/home/pesser/groupstorage/data/PG2/processed00/index.p', drop_prob=0.1, init_batches=4, log_dir='/net/hci-storage02/groupfolders/compvis/pesser/ma/unet/log', log_freq=250, lr=0.001, lr_decay_begin=1000, lr_decay_end=100000, mask=True, mode='train', spatial_size=256, test_freq=1000) +INFO:__main__:Number of training samples: 29365 +INFO:__main__:Number of validation samples: 7336 +INFO:__main__:Latent shape: [8, 4, 4, 128] +INFO:__main__:Latent shape: [8, 8, 8, 128] +INFO:__main__:Defined graph +INFO:__main__:Restored model from log/2017-10-25T16:31:50/checkpoints/model.ckpt-96000 +INFO:__main__:global_step: 1 +INFO:__main__:kl_loss: 60.20652770996094 +INFO:__main__:kl_weight: 9.999999974752427e-07 +INFO:__main__:likelihood_loss: 2023.456787109375 +INFO:__main__:loss: 2023.456787109375 +INFO:__main__:vgg_gram_loss_0: 12.149802207946777 +INFO:__main__:vgg_gram_loss_1: 61.064796447753906 +INFO:__main__:vgg_gram_loss_2: 59.43148422241211 +INFO:__main__:vgg_gram_loss_3: 35.10826873779297 +INFO:__main__:vgg_gram_loss_4: 100.04723358154297 +INFO:__main__:vgg_gram_loss_5: 0.1606256514787674 +INFO:__main__:vgg_loss_0: 10.296666145324707 +INFO:__main__:vgg_loss_1: 22.996049880981445 +INFO:__main__:vgg_loss_2: 32.64899444580078 +INFO:__main__:vgg_loss_3: 24.495223999023438 +INFO:__main__:vgg_loss_4: 44.76327133178711 +INFO:__main__:vgg_loss_5: 1.5289274454116821 +INFO:__main__:validation_loss: 3355.6640625 +INFO:__main__:global_step: 251 +INFO:__main__:kl_loss: 173.14788818359375 +INFO:__main__:kl_weight: 9.999999974752427e-07 +INFO:__main__:likelihood_loss: 1666.423583984375 +INFO:__main__:loss: 1666.4237060546875 +INFO:__main__:vgg_gram_loss_0: 20.077381134033203 +INFO:__main__:vgg_gram_loss_1: 32.40482711791992 +INFO:__main__:vgg_gram_loss_2: 27.869312286376953 +INFO:__main__:vgg_gram_loss_3: 20.718557357788086 +INFO:__main__:vgg_gram_loss_4: 78.97044372558594 +INFO:__main__:vgg_gram_loss_5: 0.16276900470256805 +INFO:__main__:vgg_loss_0: 13.030125617980957 +INFO:__main__:vgg_loss_1: 25.78565788269043 +INFO:__main__:vgg_loss_2: 35.54685974121094 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24.3531436920166 +INFO:__main__:vgg_gram_loss_3: 19.431045532226562 +INFO:__main__:vgg_gram_loss_4: 77.38356018066406 +INFO:__main__:vgg_gram_loss_5: 0.1715278923511505 +INFO:__main__:vgg_loss_0: 11.751837730407715 +INFO:__main__:vgg_loss_1: 27.20474624633789 +INFO:__main__:vgg_loss_2: 40.37405014038086 +INFO:__main__:vgg_loss_3: 29.8823184967041 +INFO:__main__:vgg_loss_4: 51.6987190246582 +INFO:__main__:vgg_loss_5: 1.7049895524978638 +INFO:__main__:validation_loss: 2011.5941162109375 +INFO:__main__:global_step: 99751 +INFO:__main__:kl_loss: 93.1473388671875 +INFO:__main__:kl_weight: 1.0 +INFO:__main__:likelihood_loss: 1233.4144287109375 +INFO:__main__:loss: 1326.561767578125 +INFO:__main__:vgg_gram_loss_0: 5.318906784057617 +INFO:__main__:vgg_gram_loss_1: 12.55135440826416 +INFO:__main__:vgg_gram_loss_2: 14.961703300476074 +INFO:__main__:vgg_gram_loss_3: 12.32796573638916 +INFO:__main__:vgg_gram_loss_4: 62.49756622314453 +INFO:__main__:vgg_gram_loss_5: 0.15295223891735077 +INFO:__main__:vgg_loss_0: 9.65911865234375 +INFO:__main__:vgg_loss_1: 23.544565200805664 +INFO:__main__:vgg_loss_2: 33.62519836425781 +INFO:__main__:vgg_loss_3: 25.02433204650879 +INFO:__main__:vgg_loss_4: 45.396968841552734 +INFO:__main__:vgg_loss_5: 1.6222574710845947 +INFO:__main__:validation_loss: 1988.1361083984375 +INFO:__main__:Saved model to /net/hci-storage02/groupfolders/compvis/pesser/ma/unet/log/2017-11-06T17:04:12/checkpoints/model.ckpt diff --git a/demo/main.py b/demo/main.py new file mode 100644 index 00000000..99d082ed --- /dev/null +++ b/demo/main.py @@ -0,0 +1,149 @@ +import tensorflow as tf +import os +import math +import pickle +import numpy as np +import PIL +import cv2 +import nn +import models +import deeploss + +from tqdm import trange +from model import Model +from batches_pg2 import plot_batch +from get_batches import get_batches +from utils import init_logging, process_batches +from parser import parse_arguments +from config import default_log_dir, config, session + +if __name__ == "__main__": + opt = parse_arguments() + if not os.path.exists(opt.data_index): + raise Exception("Invalid data index: {}".format(opt.data_index)) + + out_dir, logger = init_logging(opt.log_dir) + logger.info(opt) + + if opt.mode == "train": + batch_size = opt.batch_size + img_shape = 2*[opt.spatial_size] + [3] + data_shape = [batch_size] + img_shape + init_shape = [opt.init_batches * batch_size] + img_shape + + batches = get_batches(data_shape, opt.data_index, mask = opt.mask, train = True) + init_batches = get_batches(init_shape, opt.data_index, mask = opt.mask, train = True) + valid_batches = get_batches(data_shape, opt.data_index, mask = opt.mask, train = False) + logger.info("Number of training samples: {}".format(batches.n)) + logger.info("Number of validation samples: {}".format(valid_batches.n)) + if valid_batches.n == 0: + valid_batches = None + + model = Model(opt, out_dir, logger) + if opt.checkpoint is not None: + model.restore_graph(opt.checkpoint) + else: + model.init_graph(next(init_batches)) + model.fit(batches, valid_batches) + + elif opt.mode == "test": + if not opt.checkpoint: + raise Exception("Testing requires --checkpoint") + batch_size = opt.batch_size + img_shape = 2*[opt.spatial_size] + [3] + data_shape = [batch_size] + img_shape + valid_batches = get_batches(data_shape, opt.data_index, mask = opt.mask, train = False) + model = Model(opt, out_dir, logger) + model.restore_graph(opt.checkpoint) + + for i in trange(valid_batches.n // batch_size): + X_batch, C_batch = next(valid_batches) + x_gen = model.test(C_batch) + for k in x_gen: + plot_batch(x_gen[k], os.path.join( + out_dir, + "testing_{}_{:07}.png".format(k, i))) + elif opt.mode == "add_reconstructions": + if not opt.checkpoint: + raise Exception("Testing requires --checkpoint") + batch_size = opt.batch_size + img_shape = 2*[opt.spatial_size] + [3] + data_shape = [batch_size] + img_shape + batches = get_batches(data_shape, opt.data_index, mask = opt.mask, + train = True, return_index_id = True) + valid_batches = get_batches(data_shape, opt.data_index, + mask = opt.mask, train = False, return_index_id = True) + model = Model(opt, out_dir, logger) + model.restore_graph(opt.checkpoint) + + # open index file to get image filenames and update with + # reconstruction data + with open(opt.data_index, "rb") as f: + index = pickle.load(f) + index_dir = os.path.dirname(opt.data_index) + index["reconstruction"] = len(index["imgs"]) * [None] + index["sample"] = len(index["imgs"]) * [None] + + process_batches(model, index_dir, batches, batch_size, index) + process_batches(model, index_dir, valid_batches, batch_size, index) + + # write updated index + with open(opt.data_index, "wb") as f: + pickle.dump(index, f) + logger.info("Wrote {}".format(opt.data_index)) + + elif opt.mode == "transfer": + if not opt.checkpoint: + opt.checkpoint = "log/2017-10-25T16:31:50/checkpoints/model.ckpt-100000" + batch_size = opt.batch_size + img_shape = 2*[opt.spatial_size] + [3] # outputs [256, 256, 3] + data_shape = [batch_size] + img_shape # outputs [8, 256, 256, 3] + valid_batches = get_batches(data_shape, opt.data_index, + mask = opt.mask, train = False) + model = Model(opt, out_dir, logger) + model.restore_graph(opt.checkpoint) + + ids = ["00038", "00281", "01166", "x", "06909", "y", "07586", "07607", "z", "09874"] + # for step in trange(10): + for step in trange(10): + X_batch, C_batch, XN_batch, CN_batch = next(valid_batches) + bs = X_batch.shape[0] + imgs = list() + imgs.append(np.zeros_like(X_batch[0,...])) + for r in range(bs): + imgs.append(C_batch[r,...]) + for i in range(bs): + x_infer = XN_batch[i,...] + c_infer = CN_batch[i,...] + imgs.append(X_batch[i,...]) + + x_infer_batch = x_infer[None,...].repeat(bs, axis = 0) + c_infer_batch = c_infer[None,...].repeat(bs, axis = 0) + c_generate_batch = C_batch + results = model.transfer(x_infer_batch, c_infer_batch, c_generate_batch) + for j in range(bs): + imgs.append(results[j,...]) + imgs = np.stack(imgs, axis = 0) + plot_batch(imgs, os.path.join( + out_dir, + "transfer_{}.png".format(ids[step]))) + + elif opt.mode == "mcmc": + if not opt.checkpoint: + raise Exception("Testing requires --checkpoint") + batch_size = opt.batch_size + img_shape = 2*[opt.spatial_size] + [3] + data_shape = [batch_size] + img_shape + valid_batches = get_batches(data_shape, opt.data_index, mask = opt.mask, train = False) + model = Model(opt, out_dir, logger) + model.restore_graph(opt.checkpoint) + + for i in trange(valid_batches.n // batch_size): + X_batch, C_batch = next(valid_batches) + x_gen = model.mcmc(C_batch) + for k in x_gen: + plot_batch(x_gen[k], os.path.join( + out_dir, + "mcmc_{}_{:07}.png".format(k, i))) + else: + raise NotImplemented() diff --git a/demo/model.py b/demo/model.py new file mode 100644 index 00000000..d1cb040a --- /dev/null +++ b/demo/model.py @@ -0,0 +1,416 @@ +import tensorflow as tf +import os +import numpy as np +import nn +import models +import deeploss + +from tqdm import tqdm, trange +from batches_pg2 import plot_batch, postprocess +from get_batches import get_batches +from config import config, session, N_BOXES + +class Model(object): + def __init__(self, opt, out_dir, logger): + self.batch_size = opt.batch_size + self.img_shape = 2*[opt.spatial_size] + [3] + redux = 2 + self.imgn_shape = 2*[opt.spatial_size//(2**redux)] + [N_BOXES*3] + self.init_batches = opt.init_batches + + self.initial_lr = opt.lr + self.lr_decay_begin = opt.lr_decay_begin + self.lr_decay_end = opt.lr_decay_end + + self.out_dir = out_dir + self.logger = logger + self.log_frequency = opt.log_freq + self.ckpt_frequency = opt.ckpt_freq + self.test_frequency = opt.test_freq + self.checkpoint_best = False + + self.dropout_p = opt.drop_prob + + self.best_loss = float("inf") + self.checkpoint_dir = os.path.join(self.out_dir, "checkpoints") + os.makedirs(self.checkpoint_dir, exist_ok = True) + + self.define_models() + self.define_graph() + + + def define_models(self): + n_latent_scales = 2 + n_scales = 1 + int(np.round(np.log2(self.img_shape[0]))) - 2 + n_filters = 32 + redux = 2 + self.enc_up_pass = models.make_model( + "enc_up", models.enc_up, + n_scales = n_scales - redux, + n_filters = n_filters*2**redux) + self.enc_down_pass = models.make_model( + "enc_down", models.enc_down, + n_scales = n_scales - redux, + n_latent_scales = n_latent_scales) + self.dec_up_pass = models.make_model( + "dec_up", models.dec_up, + n_scales = n_scales, + n_filters = n_filters) + self.dec_down_pass = models.make_model( + "dec_down", models.dec_down, + n_scales = n_scales, + n_latent_scales = n_latent_scales) + self.dec_params = models.make_model( + "dec_params", models.dec_parameters) + + + def train_forward_pass(self, x, c, xn, cn, dropout_p, init = False): + kwargs = {"init": init, "dropout_p": dropout_p} + # encoder + hs = self.enc_up_pass(xn, cn, **kwargs) + es, qs, zs_posterior = self.enc_down_pass(hs, **kwargs) + # decoder + gs = self.dec_up_pass(c, **kwargs) + ds, ps, zs_prior = self.dec_down_pass(gs, zs_posterior, training = True, **kwargs) + params = self.dec_params(ds[-1], **kwargs) + activations = hs + es + gs + ds + return params, qs, ps, activations + + + def test_forward_pass(self, c): + kwargs = {"init": False, "dropout_p": 0.0} + # decoder + gs = self.dec_up_pass(c, **kwargs) + ds, ps, zs_prior = self.dec_down_pass(gs, [], training = False, **kwargs) + params = self.dec_params(ds[-1], **kwargs) + return params + + + def transfer_pass(self, infer_x, infer_c, generate_c): + kwargs = {"init": False, "dropout_p": 0.0} + # infer latent code + hs = self.enc_up_pass(infer_x, infer_c, **kwargs) + es, qs, zs_posterior = self.enc_down_pass(hs, **kwargs) + zs_mean = list(qs) + # generate from inferred latent code and conditioning + gs = self.dec_up_pass(generate_c, **kwargs) + use_mean = True + if use_mean: + ds, ps, zs_prior = self.dec_down_pass(gs, zs_mean, training = True, **kwargs) + else: + ds, ps, zs_prior = self.dec_down_pass(gs, zs_posterior, training = True, **kwargs) + params = self.dec_params(ds[-1], **kwargs) + return params + + + def sample(self, params, **kwargs): + return params + + + def likelihood_loss(self, x, params): + return 5.0*self.vgg19.make_loss_op(x, params) + + + def define_graph(self): + # pretrained net for perceptual loss + #self.vgg19 = deeploss.JigsawFeatures(session) + self.vgg19 = deeploss.VGG19Features(session) + + global_step = tf.Variable(0, trainable = False, name = "global_step") + lr = nn.make_linear_var( + global_step, + self.lr_decay_begin, self.lr_decay_end, + self.initial_lr, 0.0, + 0.0, self.initial_lr) + kl_weight = nn.make_linear_var( + global_step, + self.lr_decay_end // 2, 3 * self.lr_decay_end // 4, + 1e-6, 1.0, + 1e-6, 1.0) + #kl_weight = tf.to_float(0.1) + + # initialization + self.x_init = tf.placeholder( + tf.float32, + shape = [self.init_batches * self.batch_size] + self.img_shape) + self.c_init = tf.placeholder( + tf.float32, + shape = [self.init_batches * self.batch_size] + self.img_shape) + self.xn_init = tf.placeholder( + tf.float32, + shape = [self.init_batches * self.batch_size] + self.imgn_shape) + self.cn_init = tf.placeholder( + tf.float32, + shape = [self.init_batches * self.batch_size] + self.imgn_shape) + _ = self.train_forward_pass( + self.x_init, self.c_init, + self.xn_init, self.cn_init, + dropout_p = self.dropout_p, init = True) + + # training + self.x = tf.placeholder( + tf.float32, + shape = [self.batch_size] + self.img_shape) + self.c = tf.placeholder( + tf.float32, + shape = [self.batch_size] + self.img_shape) + self.xn = tf.placeholder( + tf.float32, + shape = [self.batch_size] + self.imgn_shape) + self.cn = tf.placeholder( + tf.float32, + shape = [self.batch_size] + self.imgn_shape) + # compute parameters of model distribution + params, qs, ps, activations = self.train_forward_pass( + self.x, self.c, + self.xn, self.cn, + dropout_p = self.dropout_p) + # sample from model distribution + sample = self.sample(params) + # maximize likelihood + likelihood_loss = self.likelihood_loss(self.x, params) + kl_loss = tf.to_float(0.0) + for q, p in zip(qs, ps): + self.logger.info("Latent shape: {}".format(q.shape.as_list())) + kl_loss += models.latent_kl(q, p) + loss = likelihood_loss + kl_weight * kl_loss + + # testing + test_forward = self.test_forward_pass(self.c) + test_sample = self.sample(test_forward) + + # reconstruction + reconstruction_params, _, _, _ = self.train_forward_pass( + self.x, self.c, + self.xn, self.cn, + dropout_p = 0.0) + self.reconstruction = self.sample(reconstruction_params) + + # optimization + self.trainable_variables = [v for v in tf.trainable_variables() + if not v in self.vgg19.variables] + optimizer = tf.train.AdamOptimizer(learning_rate = lr, beta1 = 0.5, beta2 = 0.9) + opt_op = optimizer.minimize(loss, var_list = self.trainable_variables) + with tf.control_dependencies([opt_op]): + self.train_op = tf.assign(global_step, global_step + 1) + + + # logging and visualization + self.log_ops = dict() + self.log_ops["global_step"] = global_step + self.log_ops["likelihood_loss"] = likelihood_loss + self.log_ops["kl_loss"] = kl_loss + self.log_ops["kl_weight"] = kl_weight + self.log_ops["loss"] = loss + self.img_ops = dict() + self.img_ops["sample"] = sample + self.img_ops["test_sample"] = test_sample + self.img_ops["x"] = self.x + self.img_ops["c"] = self.c + for i in range(N_BOXES): + self.img_ops["xn{}".format(i)] = self.xn[:,:,:,i*3:(i+1)*3] + for i, l in enumerate(self.vgg19.losses): + self.log_ops["vgg_loss_{}".format(i)] = l + for i, l in enumerate(self.vgg19.gram_losses): + self.log_ops["vgg_gram_loss_{}".format(i)] = l + + # keep seperate train and validation summaries + # only training summary contains histograms + train_summaries = list() + for k, v in self.log_ops.items(): + train_summaries.append(tf.summary.scalar(k, v)) + self.train_summary_op = tf.summary.merge_all() + + valid_summaries = list() + for k, v in self.log_ops.items(): + valid_summaries.append(tf.summary.scalar(k+"_valid", v)) + self.valid_summary_op = tf.summary.merge(valid_summaries) + + # all variables for initialization + self.variables = [v for v in tf.global_variables() + if not v in self.vgg19.variables] + + self.logger.info("Defined graph") + + + def init_graph(self, init_batch): + self.writer = tf.summary.FileWriter( + self.out_dir, + session.graph) + self.saver = tf.train.Saver(self.variables) + initializer_op = tf.variables_initializer(self.variables) + session.run(initializer_op, { + self.xn_init: init_batch[2], + self.cn_init: init_batch[3], + self.x_init: init_batch[0], + self.c_init: init_batch[1]}) + self.logger.info("Initialized model from scratch") + + + def restore_graph(self, restore_path): + self.writer = tf.summary.FileWriter( + self.out_dir, + session.graph) + self.saver = tf.train.Saver(self.variables) + self.saver.restore(session, restore_path) + self.logger.info("Restored model from {}".format(restore_path)) + + + def fit(self, batches, valid_batches = None): + session.run(tf.assign(self.log_ops["global_step"], 0)) + start_step = self.log_ops["global_step"].eval(session) + self.valid_batches = valid_batches + for batch in trange(start_step, self.lr_decay_end): + X_batch, C_batch, XN_batch, CN_batch = next(batches) + feed_dict = { + self.xn: XN_batch, + self.cn: CN_batch, + self.x: X_batch, + self.c: C_batch} + fetch_dict = {"train": self.train_op} + if self.log_ops["global_step"].eval(session) % self.log_frequency == 0: + fetch_dict["log"] = self.log_ops + fetch_dict["img"] = self.img_ops + fetch_dict["summary"] = self.train_summary_op + result = session.run(fetch_dict, feed_dict) + self.log_result(result) + + + def log_result(self, result, **kwargs): + global_step = self.log_ops["global_step"].eval(session) + if "summary" in result: + self.writer.add_summary(result["summary"], global_step) + self.writer.flush() + if "log" in result: + for k in sorted(result["log"]): + v = result["log"][k] + self.logger.info("{}: {}".format(k, v)) + if "img" in result: + for k, v in result["img"].items(): + plot_batch(v, os.path.join( + self.out_dir, + k + "_{:07}.png".format(global_step))) + + if self.valid_batches is not None: + # validation run + X_batch, C_batch, XN_batch, CN_batch = next(self.valid_batches) + feed_dict = { + self.xn: XN_batch, + self.cn: CN_batch, + self.x: X_batch, + self.c: C_batch} + fetch_dict = dict() + fetch_dict["imgs"] = self.img_ops + fetch_dict["summary"] = self.valid_summary_op + fetch_dict["validation_loss"] = self.log_ops["loss"] + result = session.run(fetch_dict, feed_dict) + self.writer.add_summary(result["summary"], global_step) + self.writer.flush() + # display samples + imgs = result["imgs"] + for k, v in imgs.items(): + plot_batch(v, os.path.join( + self.out_dir, + "valid_" + k + "_{:07}.png".format(global_step))) + # log validation loss + validation_loss = result["validation_loss"] + self.logger.info("{}: {}".format("validation_loss", validation_loss)) + if self.checkpoint_best and validation_loss < self.best_loss: + # checkpoint if validation loss improved + self.logger.info("step {}: Validation loss improved from {:.4e} to {:.4e}".format(global_step, self.best_loss, validation_loss)) + self.best_loss = validation_loss + self.make_checkpoint(global_step, prefix = "best_") + if global_step % self.test_frequency == 0: + if self.valid_batches is not None: + # testing + X_batch, C_batch, XN_batch, CN_batch = next(self.valid_batches) + x_gen = self.test(C_batch) + for k in x_gen: + plot_batch(x_gen[k], os.path.join( + self.out_dir, + "testing_{}_{:07}.png".format(k, global_step))) + # transfer + bs = X_batch.shape[0] + imgs = list() + imgs.append(np.zeros_like(X_batch[0,...])) + for r in range(bs): + imgs.append(C_batch[r,...]) + for i in range(bs): + x_infer = XN_batch[i,...] + c_infer = CN_batch[i,...] + # imgs.append(x_infer) + imgs.append(X_batch[i,...]) + + x_infer_batch = x_infer[None,...].repeat(bs, axis = 0) + c_infer_batch = c_infer[None,...].repeat(bs, axis = 0) + c_generate_batch = C_batch + results = model.transfer(x_infer_batch, c_infer_batch, c_generate_batch) + for j in range(bs): + imgs.append(results[j,...]) + imgs = np.stack(imgs, axis = 0) + plot_batch(imgs, os.path.join( + out_dir, + "transfer_{:07}.png".format(global_step))) + if global_step % self.ckpt_frequency == 0: + self.make_checkpoint(global_step) + + + def make_checkpoint(self, global_step, prefix = ""): + fname = os.path.join(self.checkpoint_dir, prefix + "model.ckpt") + self.saver.save( + session, + fname, + global_step = global_step) + self.logger.info("Saved model to {}".format(fname)) + + + def test(self, c_batch): + results = dict() + results["cond"] = c_batch + sample = session.run(self.img_ops["test_sample"], + {self.c: c_batch}) + results["test_sample"] = sample + return results + + + def mcmc(self, c_batch, n_iters = 10): + results = dict() + results["cond"] = c_batch + sample = session.run( + self.img_ops["test_sample"], {self.c: c_batch}) + results["sample_{}".format(0)] = sample + for i in range(n_iters - 1): + sample = session.run( + self.img_ops["sample"], { + self.x: sample, + self.c: c_batch}) + results["sample_{:03}".format(i+1)] = sample + return results + + + def reconstruct(self, x_batch, c_batch): + return session.run( + self.reconstruction, + {self.x: x_batch, self.c: c_batch}) + + + def transfer(self, x_encode, c_encode, c_decode): + initialized = getattr(self, "_init_transfer", False) + if not initialized: + # transfer + self.c_generator = tf.placeholder( + tf.float32, + shape = [self.batch_size] + self.img_shape) + infer_x = self.xn + infer_c = self.cn + generate_c = self.c_generator + transfer_params = self.transfer_pass(infer_x, infer_c, generate_c) + self.transfer_mean_sample = self.sample(transfer_params) + self._init_transfer = True + + return session.run( + self.transfer_mean_sample, { + self.xn: x_encode, + self.cn: c_encode, + self.c_generator: c_decode}) + diff --git a/demo/models.py b/demo/models.py new file mode 100644 index 00000000..b0023b89 --- /dev/null +++ b/demo/models.py @@ -0,0 +1,355 @@ +import tensorflow as tf +import numpy as np +from tensorflow.contrib.framework.python.ops import arg_scope +import nn +import math + + +def model_arg_scope(**kwargs): + """Create new counter and apply arg scope to all arg scoped nn + operations.""" + counters = {} + return arg_scope( + [nn.conv2d, nn.deconv2d, nn.residual_block, nn.dense, nn.activate], + counters = counters, **kwargs) + + +def make_model(name, template, **kwargs): + """Create model with fixed kwargs.""" + run = lambda *args, **kw: template(*args, **dict((k, v) for kws in (kw, kwargs) for k, v in kws.items())) + return tf.make_template(name, run, unique_name_ = name) + + +def dec_up( + c, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", n_filters = 64, max_filters = 128): + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] + # prepare input + h = nn.nin(c, n_filters) + for l in range(n_scales): + # level module + for i in range(n_residual_blocks): + h = nn.residual_block(h) + hs.append(h) + # prepare input to next level + if l + 1 < n_scales: + n_filters = min(2*n_filters, max_filters) + h = nn.downsample(h, n_filters) + return hs + + +def dec_down( + gs, zs_posterior, training, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", + n_latent_scales = 2): + assert n_residual_blocks % 2 == 0 + gs = list(gs) + zs_posterior = list(zs_posterior) + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] # hidden units + ps = [] # priors + zs = [] # prior samples + # prepare input + n_filters = gs[-1].shape.as_list()[-1] + h = nn.nin(gs[-1], n_filters) + for l in range(n_scales): + # level module + ## hidden units + for i in range(n_residual_blocks // 2): + h = nn.residual_block(h, gs.pop()) + hs.append(h) + if l < n_latent_scales: + ## prior + spatial_shape = h.shape.as_list()[1] + n_h_channels = h.shape.as_list()[-1] + if spatial_shape == 1: + ### no spatial correlations + p = latent_parameters(h) + ps.append(p) + z_prior = latent_sample(p) + zs.append(z_prior) + else: + ### four autoregressively modeled groups + if training: + z_posterior_groups = nn.split_groups(zs_posterior[0]) + p_groups = [] + z_groups = [] + p_features = tf.space_to_depth(nn.residual_block(h), 2) + for i in range(4): + p_group = latent_parameters(p_features, num_filters = n_h_channels) + p_groups.append(p_group) + z_group = latent_sample(p_group) + z_groups.append(z_group) + # ar feedback sampled from + if training: + feedback = z_posterior_groups.pop(0) + else: + feedback = z_group + # prepare input for next group + if i + 1 < 4: + p_features = nn.residual_block(p_features, feedback) + if training: + assert not z_posterior_groups + # complete prior parameters + p = nn.merge_groups(p_groups) + ps.append(p) + # complete prior sample + z_prior = nn.merge_groups(z_groups) + zs.append(z_prior) + ## vae feedback sampled from + if training: + ## posterior + z = zs_posterior.pop(0) + else: + ## prior + z = z_prior + for i in range(n_residual_blocks // 2): + n_h_channels = h.shape.as_list()[-1] + h = tf.concat([h, z], axis = -1) + h = nn.nin(h, n_h_channels) + h = nn.residual_block(h, gs.pop()) + hs.append(h) + else: + for i in range(n_residual_blocks // 2): + h = nn.residual_block(h, gs.pop()) + hs.append(h) + # prepare input to next level + if l + 1 < n_scales: + n_filters = gs[-1].shape.as_list()[-1] + h = nn.upsample(h, n_filters) + + assert not gs + if training: + assert not zs_posterior + + return hs, ps, zs + + +def encoder( + x, n_out, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", n_filters = 64, max_filters = 128): + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] + # prepare input + xc = x + h = nn.nin(xc, n_filters) + for l in range(n_scales): + # level module + for i in range(n_residual_blocks): + h = nn.residual_block(h) + hs.append(h) + # prepare input to next level + if l + 1 < n_scales: + n_filters = min(2*n_filters, max_filters) + h = nn.downsample(h, n_filters) + h = nn.nin(h, n_out) + hs.append(h) + return hs + + +def feature_encoder( + x, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", n_filters = 64, max_filters = 128): + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] + # prepare input + xc = x + h = nn.nin(xc, n_filters) + for l in range(n_scales): + # level module + for i in range(n_residual_blocks): + h = nn.residual_block(h) + hs.append(h) + # prepare input to next level + if l + 1 < n_scales: + n_filters = min(2*n_filters, max_filters) + h = nn.downsample(h, n_filters) + return hs + + +def cfn( + x, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", n_filters = 64, max_filters = 128): + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] + # prepare input + xc = x + h = nn.nin(xc, n_filters) + for l in range(n_scales): + # level module + for i in range(n_residual_blocks): + h = nn.residual_block(h) + hs.append(h) + # prepare input to next level + if l + 1 < n_scales: + n_filters = min(2*n_filters, max_filters) + h = nn.downsample(h, n_filters) + h_shape = h.shape.as_list() + h = tf.reshape(h, [h_shape[0],1,1,h_shape[1]*h_shape[2]*h_shape[3]]) + h = nn.nin(h, 2*max_filters) + hs.append(h) + return hs + + +def cfn_features( + x, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", n_filters = 64, max_filters = 128): + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] + # prepare input + xc = x + h = nn.nin(xc, n_filters) + for l in range(n_scales): + # level module + for i in range(n_residual_blocks): + h = nn.residual_block(h) + hs.append(h) + # prepare input to next level + if l + 1 < n_scales: + n_filters = min(2*n_filters, max_filters) + h = nn.downsample(h, n_filters) + return hs + + +def classifier( + x, n_out, init = False, dropout_p = 0.5, + activation = "elu"): + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] + # prepare input + x_shape = x.shape.as_list()#tf.shape(x) + h = tf.reshape(x, [x_shape[0], 1, 1, x_shape[1]*x_shape[2]*x_shape[3]]) + h = nn.activate(h) + h = nn.nin(h, 1024) + h = nn.activate(h) + h = nn.nin(h, n_out) + h = tf.reshape(h, [x_shape[0], n_out]) + return h + + +def enc_up( + x, c, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", n_filters = 64, max_filters = 128): + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] + # prepare input + #xc = tf.concat([x,c], axis = -1) + xc = x + h = nn.nin(xc, n_filters) + for l in range(n_scales): + # level module + for i in range(n_residual_blocks): + h = nn.residual_block(h) + hs.append(h) + # prepare input to next level + if l + 1 < n_scales: + n_filters = min(2*n_filters, max_filters) + h = nn.downsample(h, n_filters) + return hs + + +def enc_down( + gs, init = False, dropout_p = 0.5, + n_scales = 1, n_residual_blocks = 2, activation = "elu", + n_latent_scales = 2): + assert n_residual_blocks % 2 == 0 + gs = list(gs) + with model_arg_scope( + init = init, dropout_p = dropout_p, activation = activation): + # outputs + hs = [] # hidden units + qs = [] # posteriors + zs = [] # samples from posterior + # prepare input + n_filters = gs[-1].shape.as_list()[-1] + h = nn.nin(gs[-1], n_filters) + for l in range(n_scales): + # level module + ## hidden units + for i in range(n_residual_blocks // 2): + h = nn.residual_block(h, gs.pop()) + hs.append(h) + if l < n_latent_scales: + ## posterior parameters + q = latent_parameters(h) + qs.append(q) + ## posterior sample + z = latent_sample(q) + zs.append(z) + ## sample feedback + for i in range(n_residual_blocks // 2): + gz = tf.concat([gs.pop(), z], axis = -1) + h = nn.residual_block(h, gz) + hs.append(h) + else: + """ no need to go down any further + for i in range(n_residual_blocks // 2): + h = nn.residual_block(h, gs.pop()) + hs.append(h) + """ + break + # prepare input to next level + if l + 1 < n_scales: + n_filters = gs[-1].shape.as_list()[-1] + h = nn.upsample(h, n_filters) + + #assert not gs # not true anymore since we break out of the loop + + return hs, qs, zs + + +# Distributions + + +def dec_parameters( + h, init = False, **kwargs): + with model_arg_scope(init = init): + num_filters = 3 + return nn.conv2d(h, num_filters) + + +def latent_parameters( + h, init = False, **kwargs): + num_filters = kwargs.get("num_filters", h.shape.as_list()[-1]) + return nn.conv2d(h, num_filters) + + +def logvarvar(u): + cutoff = tf.to_float(-5) + logvar = tf.maximum(cutoff, u) + var = tf.exp(logvar) + return logvar, var + + +def latent_sample(p): + mean = p + stddev = 1.0 + eps = tf.random_normal(mean.shape, mean = 0.0, stddev = 1.0) + return mean + stddev * eps + + +def latent_kl(q, p): + mean1 = q + mean2 = p + + kl = 0.5 * tf.square(mean2 - mean1) + kl = tf.reduce_sum(kl, axis = [1,2,3]) + kl = tf.reduce_mean(kl) + return kl diff --git a/demo/nn.py b/demo/nn.py new file mode 100644 index 00000000..51f1f3c2 --- /dev/null +++ b/demo/nn.py @@ -0,0 +1,521 @@ +""" +modified from pixelcnn++ +Various tensorflow utilities +""" + +import numpy as np +import tensorflow as tf +from tensorflow.contrib.framework.python.ops import add_arg_scope + + +def int_shape(x): + return x.shape.as_list() + + +def concat_elu(x): + """ like concatenated ReLU (http://arxiv.org/abs/1603.05201), but then with ELU """ + axis = len(x.get_shape()) - 1 + return tf.nn.elu(tf.concat([x, -x], axis)) + + +def log_sum_exp(x): + """ numerically stable log_sum_exp implementation that prevents overflow """ + axis = len(x.get_shape()) - 1 + m = tf.reduce_max(x, axis) + m2 = tf.reduce_max(x, axis, keep_dims=True) + return m + tf.log(tf.reduce_sum(tf.exp(x - m2), axis)) + + +def log_prob_from_logits(x): + """ numerically stable log_softmax implementation that prevents overflow """ + axis = len(x.get_shape()) - 1 + m = tf.reduce_max(x, axis, keep_dims=True) + return x - m - tf.log(tf.reduce_sum(tf.exp(x - m), axis, keep_dims=True)) + + +def ce_loss(x, l): + x = (x + 1.0) / 2.0 + x = tf.clip_by_value(255 * x, 0, 255) + x = tf.cast(x, tf.int32) + reconst_cost = tf.reduce_mean( + tf.nn.sparse_softmax_cross_entropy_with_logits( + logits=tf.reshape(l, [-1, 256]), + labels=tf.reshape(x, [-1]) + ) + ) + return reconst_cost + + +def ce_sample(logits, temp = 1.0): + temp = tf.maximum(tf.convert_to_tensor(1e-5), tf.convert_to_tensor(temp)) + noise = tf.random_uniform(logits.shape, minval = 1e-5, maxval = 1.0 - 1e-5) + pixels = tf.argmax(logits / temp - tf.log(-tf.log(noise)), 4) + pixels = tf.cast(pixels, tf.float32) / 127.5 - 1.0 + return pixels + + +def discretized_mix_logistic_loss(x, l, sum_all=True): + """ log-likelihood for mixture of discretized logistics, assumes the data has been rescaled to [-1,1] interval """ + xs = int_shape( + x) # true image (i.e. labels) to regress to, e.g. (B,32,32,3) + ls = int_shape(l) # predicted distribution, e.g. (B,32,32,100) + # here and below: unpacking the params of the mixture of logistics + nr_mix = int(ls[-1] / 10) + logit_probs = l[:, :, :, :nr_mix] + l = tf.reshape(l[:, :, :, nr_mix:], xs + [nr_mix * 3]) + means = l[:, :, :, :, :nr_mix] + log_scales = tf.maximum(l[:, :, :, :, nr_mix:2 * nr_mix], -2.) + coeffs = tf.nn.tanh(l[:, :, :, :, 2 * nr_mix:3 * nr_mix]) + # here and below: getting the means and adjusting them based on preceding + # sub-pixels + x = tf.reshape(x, xs + [1]) + tf.zeros(xs + [nr_mix]) + m2 = tf.reshape(means[:, :, :, 1, :] + coeffs[:, :, :, 0, :] + * x[:, :, :, 0, :], [xs[0], xs[1], xs[2], 1, nr_mix]) + m3 = tf.reshape(means[:, :, :, 2, :] + coeffs[:, :, :, 1, :] * x[:, :, :, 0, :] + + coeffs[:, :, :, 2, :] * x[:, :, :, 1, :], [xs[0], xs[1], xs[2], 1, nr_mix]) + means = tf.concat([tf.reshape(means[:, :, :, 0, :], [ + xs[0], xs[1], xs[2], 1, nr_mix]), m2, m3], 3) + centered_x = x - means + inv_stdv = tf.exp(-log_scales) + plus_in = inv_stdv * (centered_x + 1. / 255.) + cdf_plus = tf.nn.sigmoid(plus_in) + min_in = inv_stdv * (centered_x - 1. / 255.) + cdf_min = tf.nn.sigmoid(min_in) + # log probability for edge case of 0 (before scaling) + log_cdf_plus = plus_in - tf.nn.softplus(plus_in) + # log probability for edge case of 255 (before scaling) + log_one_minus_cdf_min = -tf.nn.softplus(min_in) + cdf_delta = cdf_plus - cdf_min # probability for all other cases + mid_in = inv_stdv * centered_x + # log probability in the center of the bin, to be used in extreme cases + # (not actually used in our code) + log_pdf_mid = -mid_in - log_scales - 2. * tf.nn.softplus(-mid_in) + + # now select the right output: left edge case, right edge case, normal + # case, extremely low prob case (doesn't actually happen for us) + + # this is what we are really doing, but using the robust version below for extreme cases in other applications and to avoid NaN issue with tf.select() + # log_probs = tf.select(x < -0.999, log_cdf_plus, tf.select(x > 0.999, log_one_minus_cdf_min, tf.log(cdf_delta))) + + # robust version, that still works if probabilities are below 1e-5 (which never happens in our code) + # tensorflow backpropagates through tf.select() by multiplying with zero instead of selecting: this requires use to use some ugly tricks to avoid potential NaNs + # the 1e-12 in tf.maximum(cdf_delta, 1e-12) is never actually used as output, it's purely there to get around the tf.select() gradient issue + # if the probability on a sub-pixel is below 1e-5, we use an approximation + # based on the assumption that the log-density is constant in the bin of + # the observed sub-pixel value + log_probs = tf.where(x < -0.999, log_cdf_plus, tf.where(x > 0.999, log_one_minus_cdf_min, + tf.where(cdf_delta > 1e-5, tf.log(tf.maximum(cdf_delta, 1e-12)), log_pdf_mid - np.log(127.5)))) + + log_probs = tf.reduce_sum(log_probs, 3) + log_prob_from_logits(logit_probs) + return -tf.reduce_mean(tf.reduce_sum(log_sum_exp(log_probs), [1, 2])) + + +def sample_from_discretized_mix_logistic(l, nr_mix, temp1 = 1.0, temp2 = 1.0, mean = False): + if mean: + temp2 = 0.0 + ls = int_shape(l) + xs = ls[:-1] + [3] + # unpack parameters + logit_probs = l[:, :, :, :nr_mix] + l = tf.reshape(l[:, :, :, nr_mix:], xs + [nr_mix * 3]) + # sample mixture indicator from softmax + if not mean: + if temp1 < 1e-5: + sel = tf.one_hot(tf.argmax(logit_probs, 3), depth=nr_mix, dtype=tf.float32) + else: + sel = tf.one_hot(tf.argmax(logit_probs/temp1 - tf.log(-tf.log(tf.random_uniform( + logit_probs.get_shape(), minval=1e-5, maxval=1. - 1e-5))), 3), depth=nr_mix, dtype=tf.float32) + else: + sel = tf.nn.softmax(logit_probs) + sel = tf.reshape(sel, xs[:-1] + [1, nr_mix]) + # select logistic parameters + means = tf.reduce_sum(l[:, :, :, :, :nr_mix] * sel, 4) + log_scales = tf.maximum(tf.reduce_sum( + l[:, :, :, :, nr_mix:2 * nr_mix] * sel, 4), -2.) + coeffs = tf.reduce_sum(tf.nn.tanh( + l[:, :, :, :, 2 * nr_mix:3 * nr_mix]) * sel, 4) + # sample from logistic & clip to interval + # we don't actually round to the nearest 8bit value when sampling + u = tf.random_uniform(means.get_shape(), minval=1e-5, maxval=1. - 1e-5) + x = means + temp2 * tf.exp(log_scales) * (tf.log(u) - tf.log(1. - u)) + x0 = tf.minimum(tf.maximum(x[:, :, :, 0], -1.), 1.) + x1 = tf.minimum(tf.maximum( + x[:, :, :, 1] + coeffs[:, :, :, 0] * x0, -1.), 1.) + x2 = tf.minimum(tf.maximum( + x[:, :, :, 2] + coeffs[:, :, :, 1] * x0 + coeffs[:, :, :, 2] * x1, -1.), 1.) + return tf.concat([tf.reshape(x0, xs[:-1] + [1]), tf.reshape(x1, xs[:-1] + [1]), tf.reshape(x2, xs[:-1] + [1])], 3) + + +''' layers containing trainable variables. ''' + +def get_name(layer_name, counters): + ''' utlity for keeping track of layer names ''' + if not layer_name in counters: + counters[layer_name] = 0 + name = layer_name + '_' + str(counters[layer_name]) + counters[layer_name] += 1 + return name + + +@add_arg_scope +def dense(x, num_units, init_scale=1., counters={}, init=False, **kwargs): + ''' fully connected layer ''' + name = get_name('dense', counters) + with tf.variable_scope(name): + if init: + xs = x.shape.as_list() + # data based initialization of parameters + V = tf.get_variable('V', [xs[1], num_units], tf.float32, tf.random_normal_initializer(0, 0.05)) + V_norm = tf.nn.l2_normalize(V.initialized_value(), [0]) + x_init = tf.matmul(x, V_norm) + m_init, v_init = tf.nn.moments(x_init, [0]) + scale_init = init_scale / tf.sqrt(v_init + 1e-10) + g = tf.get_variable('g', dtype=tf.float32, initializer=scale_init) + b = tf.get_variable('b', dtype=tf.float32, initializer=-m_init * scale_init) + x_init = tf.reshape(scale_init, [1, num_units]) * (x_init - tf.reshape(m_init, [1, num_units])) + + return x_init + else: + V = tf.get_variable("V") + g = tf.get_variable("g") + b = tf.get_variable("b") + with tf.control_dependencies([tf.assert_variables_initialized([V, g, b])]): + # use weight normalization (Salimans & Kingma, 2016) + x = tf.matmul(x, V) + scaler = g / tf.sqrt(tf.reduce_sum(tf.square(V), [0])) + x = tf.reshape(scaler, [1, num_units]) * x + tf.reshape(b, [1, num_units]) + + return x + + +@add_arg_scope +def conv2d(x, num_filters, filter_size=[3, 3], stride=[1, 1], pad='SAME', init_scale=1., counters={}, init=False, **kwargs): + ''' convolutional layer ''' + num_filters = int(num_filters) + strides = [1] + stride + [1] + name = get_name('conv2d', counters) + with tf.variable_scope(name): + if init: + xs = x.shape.as_list() + # data based initialization of parameters + V = tf.get_variable('V', filter_size + [xs[-1], num_filters], + tf.float32, tf.random_normal_initializer(0, 0.05)) + V_norm = tf.nn.l2_normalize(V.initialized_value(), [0, 1, 2]) + x_init = tf.nn.conv2d(x, V_norm, strides, pad) + m_init, v_init = tf.nn.moments(x_init, [0, 1, 2]) + scale_init = init_scale / tf.sqrt(v_init + 1e-8) + g = tf.get_variable('g', dtype=tf.float32, initializer = scale_init) + b = tf.get_variable('b', dtype=tf.float32, initializer = -m_init * scale_init) + x_init = tf.reshape(scale_init, [1, 1, 1, num_filters]) * (x_init - tf.reshape(m_init, [1, 1, 1, num_filters])) + + return x_init + else: + V = tf.get_variable("V") + g = tf.get_variable("g") + b = tf.get_variable("b") + with tf.control_dependencies([tf.assert_variables_initialized([V, g, b])]): + # use weight normalization (Salimans & Kingma, 2016) + W = tf.reshape(g, [1, 1, 1, num_filters]) * tf.nn.l2_normalize(V, [0, 1, 2]) + + # calculate convolutional layer output + x = tf.nn.bias_add(tf.nn.conv2d(x, W, strides, pad), b) + + return x + + +@add_arg_scope +def deconv2d(x, num_filters, filter_size=[3, 3], stride=[1, 1], pad='SAME', init_scale=1., counters={}, init=False, **kwargs): + ''' transposed convolutional layer ''' + num_filters = int(num_filters) + name = get_name('deconv2d', counters) + xs = int_shape(x) + strides = [1] + stride + [1] + if pad == 'SAME': + target_shape = [xs[0], xs[1] * stride[0], + xs[2] * stride[1], num_filters] + else: + target_shape = [xs[0], xs[1] * stride[0] + filter_size[0] - + 1, xs[2] * stride[1] + filter_size[1] - 1, num_filters] + with tf.variable_scope(name): + if init: + # data based initialization of parameters + V = tf.get_variable('V', filter_size + [num_filters, xs[-1]], tf.float32, tf.random_normal_initializer(0, 0.05)) + V_norm = tf.nn.l2_normalize(V.initialized_value(), [0, 1, 3]) + x_init = tf.nn.conv2d_transpose(x, V_norm, target_shape, strides, padding=pad) + m_init, v_init = tf.nn.moments(x_init, [0, 1, 2]) + scale_init = init_scale / tf.sqrt(v_init + 1e-8) + g = tf.get_variable('g', dtype=tf.float32, initializer=scale_init) + b = tf.get_variable('b', dtype=tf.float32, initializer=-m_init * scale_init) + x_init = tf.reshape(scale_init, [1, 1, 1, num_filters]) * (x_init - tf.reshape(m_init, [1, 1, 1, num_filters])) + + return x_init + else: + V = tf.get_variable("V") + g = tf.get_variable("g") + b = tf.get_variable("b") + with tf.control_dependencies([tf.assert_variables_initialized([V, g, b])]): + # use weight normalization (Salimans & Kingma, 2016) + W = tf.reshape(g, [1, 1, num_filters, 1]) * tf.nn.l2_normalize(V, [0, 1, 3]) + + # calculate convolutional layer output + x = tf.nn.conv2d_transpose(x, W, target_shape, strides, padding=pad) + x = tf.nn.bias_add(x, b) + + return x + + +@add_arg_scope +def activate(x, activation, **kwargs): + if activation == None: + return x + elif activation == "elu": + return tf.nn.elu(x) + else: + raise NotImplemented(activation) + + +''' meta-layer consisting of multiple base layers ''' + +def nin(x, num_units): + """ a network in network layer (1x1 CONV) """ + s = int_shape(x) + x = tf.reshape(x, [np.prod(s[:-1]), s[-1]]) + x = dense(x, num_units) + return tf.reshape(x, s[:-1] + [num_units]) + + +def downsample(x, num_units): + return conv2d(x, num_units, stride = [2, 2]) + + +def upsample(x, num_units, method = "subpixel"): + if method == "conv_transposed": + return deconv2d(x, num_units, stride = [2, 2]) + elif method == "subpixel": + x = conv2d(x, 4*num_units) + x = tf.depth_to_space(x, 2) + return x + + +@add_arg_scope +def residual_block(x, a = None, conv=conv2d, init=False, dropout_p=0.0, gated = False, **kwargs): + """Slight variation of original.""" + xs = int_shape(x) + num_filters = xs[-1] + + residual = x + if a is not None: + a = nin(activate(a), num_filters) + residual = tf.concat([residual, a], axis = -1) + residual = activate(residual) + residual = tf.nn.dropout(residual, keep_prob = 1.0 - dropout_p) + residual = conv(residual, num_filters) + if gated: + residual = activate(residual) + residual = tf.nn.dropout(residual, keep_prob = 1.0 - dropout_p) + residual = conv(residual, 2*num_filters) + a, b = tf.split(residual, 2, 3) + residual = a * tf.nn.sigmoid(b) + + return x + residual + + +''' utilities for shifting the image around, efficient alternative to masking convolutions ''' + +def down_shift(x): + xs = int_shape(x) + return tf.concat([tf.zeros([xs[0], 1, xs[2], xs[3]]), x[:, :xs[1] - 1, :, :]], 1) + + +def right_shift(x): + xs = int_shape(x) + return tf.concat([tf.zeros([xs[0], xs[1], 1, xs[3]]), x[:, :, :xs[2] - 1, :]], 2) + + +@add_arg_scope +def down_shifted_conv2d(x, num_filters, filter_size=[2, 3], stride=[1, 1], **kwargs): + x = tf.pad(x, [[0, 0], [filter_size[0] - 1, 0], + [int((filter_size[1] - 1) / 2), int((filter_size[1] - 1) / 2)], [0, 0]]) + return conv2d(x, num_filters, filter_size=filter_size, pad='VALID', stride=stride, **kwargs) + + +@add_arg_scope +def down_shifted_deconv2d(x, num_filters, filter_size=[2, 3], stride=[1, 1], **kwargs): + x = deconv2d(x, num_filters, filter_size=filter_size, + pad='VALID', stride=stride, **kwargs) + xs = int_shape(x) + return x[:, :(xs[1] - filter_size[0] + 1), int((filter_size[1] - 1) / 2):(xs[2] - int((filter_size[1] - 1) / 2)), :] + + +@add_arg_scope +def down_right_shifted_conv2d(x, num_filters, filter_size=[2, 2], stride=[1, 1], **kwargs): + x = tf.pad(x, [[0, 0], [filter_size[0] - 1, 0], + [filter_size[1] - 1, 0], [0, 0]]) + return conv2d(x, num_filters, filter_size=filter_size, pad='VALID', stride=stride, **kwargs) + + +@add_arg_scope +def down_right_shifted_deconv2d(x, num_filters, filter_size=[2, 2], stride=[1, 1], **kwargs): + x = deconv2d(x, num_filters, filter_size=filter_size, + pad='VALID', stride=stride, **kwargs) + xs = int_shape(x) + return x[:, :(xs[1] - filter_size[0] + 1):, :(xs[2] - filter_size[1] + 1), :] + + +################################################################ random tf stuff + + +def make_linear_var( + step, + start, end, + start_value, end_value, + clip_min = 0.0, clip_max = 1.0): + """linear from (a, alpha) to (b, beta), i.e. + (beta - alpha)/(b - a) * (x - a) + alpha""" + linear = ( + (end_value - start_value) / + (end - start) * + (tf.cast(step, tf.float32) - start) + start_value) + return tf.clip_by_value(linear, clip_min, clip_max) + +"""Simple approximation of 2d gaussian kernel.""" +k = np.float32([1,4,6,4,1]) +k = np.outer(k, k) +# normalize and extend to three independent input and output channels +kernel = k[:,:,None,None]/k.sum()*np.eye(3, dtype=np.float32) +def tf_gaussian_subsample(x): + return tf.nn.conv2d( + input = x, + filter = kernel, + strides = [1, 2, 2, 1], + padding = "SAME") + + +# stride 2 subsampling +nnkernel = np.eye(3)[None,None,:,:] +def tf_subsample(x): + return tf.nn.conv2d( + input = x, + filter = nnkernel, + strides = [1, 2, 2, 1], + padding = "SAME") + + +# replace +tf_downsample = tf_gaussian_subsample + + +def tf_pyramid(x, ps, p2 = None): + """Pyramid of x, coarse to fine""" + nd = round(math.log(ps, 2)) + assert 2**nd == ps + xs = x.get_shape().as_list() + assert len(xs) == 4 + b, h, w, c = xs + assert h == w + if p2 is None: + p2 = round(math.log(h,ps)) + assert ps**p2 == h, "{}, {}, {}".format(ps, p2, h) + pyramid = [x] + for i in range(p2): + p = pyramid[-1] + for j in range(nd): + p = tf_downsample(p) + pyramid.append(p) + return list(reversed(pyramid)) + + +def tf_concat_coarse_cond(coarse, cond): + groups = tf.concat([coarse] + 3* [tf.zeros_like(coarse)], axis = 3) + coarse_up = tf.depth_to_space(groups, 2) + return tf.concat([coarse_up, cond], axis = 3) + + +def np_concat_coarse_cond(coarse, cond): + groups = np.concatenate([coarse] + 3* [np.zeros_like(coarse)], axis = 3) + coarse_up = np_depth_to_space(groups, 2) + return np.concatenate([coarse_up, cond], axis = 3) + + +smoothing1d = np.float32([1,2,1]) +difference1d = np.float32([1,0,-1]) +sobelx = np.outer(smoothing1d, difference1d) +sobely = np.transpose(sobelx) +# one dim for number of input channels +sobelx = sobelx[:,:,None] +sobely = sobely[:,:,None] +# stack along new dim for output channels +sobel = np.stack([sobelx, sobely], axis = -1) + +fdx = np.zeros([3,3]) +fdx[1,:] = difference1d +fdx = fdx[:,:,None] + +fdy = np.zeros([3,3]) +fdy[:,1] = difference1d +fdy = fdy[:,:,None] +fd = np.stack([fdx, fdy], axis = -1) +def tf_img_grad(x, use_sobel = True): + """Sobel approximation of gradient.""" + gray = tf.reduce_mean(x, axis = -1, keep_dims = True) + if use_sobel: + filter_ = sobel + else: + filter_ = fd + grad = tf.nn.conv2d( + input = gray, + filter = filter_, + strides = 4*[1], + padding = "SAME") + return grad + + +def tf_grad_loss(x, y): + """Mean squared L2 difference of gradients.""" + gx = tf_img_grad(x) + gy = tf_img_grad(y) + return tf.reduce_mean(tf.contrib.layers.flatten(tf.square(gx - gy))) + + +def tf_grad_mag(x): + """Pointwise L2 norm of gradient.""" + gx = tf_img_grad(x) + return tf.sqrt(tf.reduce_sum(tf.square(gx), axis = -1, keep_dims = True)) + + +def tv_loss(x): + h = 1.0 / x.shape.as_list()[1] + g = tf_img_grad(x, use_sobel = False) + hgl1 = h * tf.sqrt( + tf.reduce_sum( + tf.square(g), + axis = 3)) + return tf.reduce_mean( + tf.reduce_sum( + hgl1, + axis = [1,2])) + + + +def likelihood_loss(target, tail_decoding, loss): + if loss == "l2": + rec_loss = tf.reduce_mean(tf.contrib.layers.flatten( + tf.square(target - tail_decoding))) + elif loss == "l1": + rec_loss = tf.reduce_mean(tf.contrib.layers.flatten( + tf.abs(target - tail_decoding))) + elif loss == "h1": + rec_loss = tf.reduce_mean(tf.contrib.layers.flatten( + tf.square(target - tail_decoding))) + rec_loss += tf_grad_loss(target, tail_decoding) + else: + raise NotImplemented("Unknown loss function: {}".format(loss)) + return rec_loss + + +def split_groups(x, bs = 2): + return tf.split(tf.space_to_depth(x, bs), bs**2, axis = 3) + + +def merge_groups(xs, bs = 2): + return tf.depth_to_space(tf.concat(xs, axis = 3), bs) diff --git a/demo/parser.py b/demo/parser.py new file mode 100644 index 00000000..a99fb949 --- /dev/null +++ b/demo/parser.py @@ -0,0 +1,25 @@ +import argparse +from config import default_log_dir + +def parse_arguments(): + parser = argparse.ArgumentParser() + parser.add_argument("--data_index", required = True, help = "path to training or testing data index") + parser.add_argument("--mode", default = "train", + choices=["train", "test", "mcmc", "add_reconstructions", "transfer"]) + parser.add_argument("--log_dir", default = default_log_dir, help = "path to log into") + parser.add_argument("--batch_size", default = 8, type = int, help = "batch size") + parser.add_argument("--init_batches", default = 4, type = int, help = "number of batches for initialization") + parser.add_argument("--checkpoint", help = "path to checkpoint to restore") + parser.add_argument("--spatial_size", default = 256, type = int, help = "spatial size to resize images to") + parser.add_argument("--lr", default = 1e-3, type = float, help = "initial learning rate") + parser.add_argument("--lr_decay_begin", default = 1000, type = int, help = "steps after which to begin linear lr decay") + parser.add_argument("--lr_decay_end", default = 100000, type = int, help = "step at which lr is zero, i.e. number of training steps") + parser.add_argument("--log_freq", default = 250, type = int, help = "frequency to log") + parser.add_argument("--ckpt_freq", default = 1000, type = int, help = "frequency to checkpoint") + parser.add_argument("--test_freq", default = 1000, type = int, help = "frequency to test") + parser.add_argument("--drop_prob", default = 0.1, type = float, help = "Dropout probability") + parser.add_argument("--mask", dest = "mask", action = "store_true", help = "Use masked data") + parser.add_argument("--no-mask", dest = "mask", action = "store_false", help = "Do not use mask") + parser.set_defaults(mask = True) + return parser.parse_args() + diff --git a/demo/requirements.txt b/demo/requirements.txt new file mode 100644 index 00000000..5411ad05 --- /dev/null +++ b/demo/requirements.txt @@ -0,0 +1,7 @@ +tensorflow==1.2.1 +numpy==1.14.5 +opencv-python==3.4.3.18 +Pillow==5.2.0 +tqdm==4.26.0 +PyYAML==3.13 +h5py==2.8.0 diff --git a/demo/run.sh b/demo/run.sh new file mode 100755 index 00000000..ccb6d602 --- /dev/null +++ b/demo/run.sh @@ -0,0 +1,19 @@ +#! /usr/bin/env bash + +python main.py --mode "transfer" \ + --data_index ./datasets/deepfashion/index.p \ + --log_dir ./log \ + --batch_size 8 \ + --init_batches 4 \ + --checkpoint ./checkpoints/model.ckpt-100000 \ + --spatial_size 256 \ + --lr 0.001 \ + --lr_decay_begin 1000 \ + --lr_decay_end 100000 \ + --log_freq 250 \ + --ckpt_freq 1000 \ + --test_freq 1000 \ + --drop_prob 0.1 \ + --mask + # --no-mask + diff --git a/demo/test.py b/demo/test.py new file mode 100644 index 00000000..04b8389b --- /dev/null +++ b/demo/test.py @@ -0,0 +1,55 @@ +from PIL import Image, ImageDraw, ImageFont +import numpy as np + +def draw_rotated_text(image, angle, xy, text, font): + """ Draw text at an angle into an image, takes the same arguments + as Image.text() except for: + + :param image: Image to write text into + :param angle: Angle to write text at + """ + width, height = image.size + max_dim = max(width, height) + mask_size = (max_dim * 2, max_dim * 2) + mask = Image.new('L', mask_size, 0) + draw = ImageDraw.Draw(mask) + draw.text((max_dim, max_dim), text, 255, font=font) + bigger_mask = mask.resize((max_dim*8, max_dim*8), + resample=Image.BICUBIC) + rotated_mask = bigger_mask.rotate(angle).resize( + mask_size, resample=Image.LANCZOS) + mask_xy = (max_dim - xy[0], max_dim - xy[1]) + b_box = mask_xy + (mask_xy[0] + width, mask_xy[1] + height) + mask = rotated_mask.crop(b_box) + color_image = Image.new('RGBA', image.size, (255,255,255)) + image.paste(color_image, mask) + +def draw_middle_line(image, angle, xy): + width, height = image.size + max_dim = max(width, height) + mask_size = (max_dim * 2, max_dim * 2) + mask = Image.new('L', mask_size, 0) + draw = ImageDraw.Draw(mask) + draw.line([(0,0), (width, height)], fill=255, width=7) + bigger_mask = mask.resize((max_dim*8, max_dim*8), + resample=Image.BICUBIC) + rotated_mask = bigger_mask.rotate(angle).resize( + mask_size, resample=Image.LANCZOS) + mask_xy = (max_dim - xy[0], max_dim - xy[1]) + b_box = mask_xy + (mask_xy[0] + width, mask_xy[1] + height) + mask = rotated_mask.crop(b_box) + color_image = Image.new('RGBA', image.size, (255,255,255)) + image.paste(color_image, mask) + +img = np.zeros((256, 256, 3), dtype=np.uint8) +img = Image.fromarray(img) +font = ImageFont.truetype("./arial.ttf", 32) +w,h = img.size + +draw_middle_line(img, -45, (100,100)) +draw_rotated_text(img, -45, (150, 25), 'shape', font=font) +draw_rotated_text(img, -45, (30, 100), 'appearance', font=font) + +img.show() + + diff --git a/demo/timer.py b/demo/timer.py new file mode 100644 index 00000000..538e1b37 --- /dev/null +++ b/demo/timer.py @@ -0,0 +1,17 @@ +import time + +class Timer(object): + def __init__(self): + self.tick() + + + def tick(self): + self.start_time = time.time() + + + def tock(self): + self.end_time = time.time() + time_since_tick = self.end_time - self.start_time + self.tick() + return time_since_tick + diff --git a/demo/utils.py b/demo/utils.py new file mode 100644 index 00000000..e75a4abe --- /dev/null +++ b/demo/utils.py @@ -0,0 +1,54 @@ +import os +import datetime +import shutil +import glob +import logging +import math +import PIL + +from tqdm import trange +from batches_pg2 import postprocess + + +def init_logging(out_base_dir): + # get unique output directory based on current time + os.makedirs(out_base_dir, exist_ok = True) + now = datetime.datetime.now().strftime("%Y-%m-%dT%H:%M:%S") + out_dir = os.path.join(out_base_dir, now) + os.makedirs(out_dir, exist_ok = False) + # copy source code to logging dir to have an idea what the run was about + this_file = os.path.realpath(__file__) + assert(this_file.endswith(".py")) + shutil.copy(this_file, out_dir) + # copy all py files to logging dir + src_dir = os.path.dirname(this_file) + py_files = glob.glob(os.path.join(src_dir, "*.py")) + for py_file in py_files: + shutil.copy(py_file, out_dir) + # init logging + logging.basicConfig(filename = os.path.join(out_dir, 'log.txt')) + logger = logging.getLogger(__name__) + logger.setLevel(logging.DEBUG) + return out_dir, logger + + +def process_batches(model, index_dir, batches, batch_size, index): + for i in trange(math.ceil(batches.n / batch_size)): + X_batch, C_batch, I_batch = next(batches) + # reconstructions + R_batch = model.reconstruct(X_batch, C_batch) + R_batch = postprocess(R_batch) # to uint8 for saving + # samples from pose + S_batch = model.test(C_batch)["test_sample"] + S_batch = postprocess(S_batch) # to uint8 for saving + for batch_i, i in enumerate(I_batch): + original_fname = index["imgs"][i] + reconstr_fname = original_fname.rsplit(".", 1)[0] + "_reconstruction.png" + reconstr_path = os.path.join(index_dir, reconstr_fname) + sample_fname = original_fname.rsplit(".", 1)[0] + "_sample.png" + sample_path = os.path.join(index_dir, sample_fname) + index["reconstruction"][i] = reconstr_path + index["sample"][i] = sample_path + PIL.Image.fromarray(R_batch[batch_i,...]).save(reconstr_path) + PIL.Image.fromarray(S_batch[batch_i,...]).save(sample_path) +

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