From 34da38f64b51cac95475393798efe76e9f3c8aec Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Wed, 4 May 2022 23:51:19 -0400 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 369 -> 341 bytes 1 file changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 11bc2070..cb33700b 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ -- cgit v1.2.3-70-g09d2 From 13cc09b2627e0cadb26e3ed6263d5c1db352fbc0 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Thu, 5 May 2022 03:59:48 +0000 Subject: is it good? --- __pycache__/hyperparameters.cpython-38.pyc | Bin 341 -> 324 bytes __pycache__/losses.cpython-38.pyc | Bin 4395 -> 4378 bytes save.jpg | Bin 28909 -> 20991 bytes 3 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index cb33700b..1e5b0ee5 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index 7fdcb544..1fa5462b 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index da549196..c19eff65 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From 6e5f2d1a62f4f3bf0e87829082b2120ca440ddf0 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Thu, 5 May 2022 11:12:46 -0400 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 324 -> 341 bytes __pycache__/losses.cpython-38.pyc | Bin 4378 -> 4409 bytes hyperparameters.py | 2 +- losses.py | 4 +++- save.jpg | Bin 20991 -> 39903 bytes 5 files changed, 4 insertions(+), 2 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 1e5b0ee5..e1a90bd4 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index 1fa5462b..71b86245 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/hyperparameters.py b/hyperparameters.py index 40120a53..b03db017 100644 --- a/hyperparameters.py +++ b/hyperparameters.py @@ -9,7 +9,7 @@ Number of epochs. If you experiment with more complex networks you might need to increase this. Likewise if you add regularization that slows training. """ -num_epochs = 10000 +num_epochs = 5000 """ A critical parameter that can dramatically affect whether training diff --git a/losses.py b/losses.py index 7c99d73a..7198ebf4 100644 --- a/losses.py +++ b/losses.py @@ -11,7 +11,7 @@ class YourModel(tf.keras.Model): self.content_image = transform.resize(content_image, tf.shape(style_image), anti_aliasing=True) self.content_image = tf.expand_dims(self.content_image, axis=0) - + #perhaps consider cropping to avoid distortion self.style_image = transform.resize(style_image, tf.shape(style_image), anti_aliasing=True) self.style_image = tf.expand_dims(self.style_image, axis=0) @@ -19,6 +19,8 @@ class YourModel(tf.keras.Model): self.alpha = hp.alpha self.beta = hp.beta + print(self.x.shape) + print(self.content_image.shape, self.style_image.shape) self.optimizer = tf.keras.optimizers.Adam() diff --git a/save.jpg b/save.jpg index c19eff65..86b5f854 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From d802c988a57d6afe4fca979384ba377ecc7edb66 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Fri, 6 May 2022 23:32:17 -0400 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 341 -> 332 bytes __pycache__/losses.cpython-38.pyc | Bin 4409 -> 4546 bytes hyperparameters.py | 6 ++--- losses.py | 37 +++++++++++++++++++++-------- main.py | 12 ++++++++-- save.jpg | Bin 39903 -> 46064 bytes 6 files changed, 40 insertions(+), 15 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index e1a90bd4..7d32eefa 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index 71b86245..66e565ec 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/hyperparameters.py b/hyperparameters.py index b03db017..460543dc 100644 --- a/hyperparameters.py +++ b/hyperparameters.py @@ -9,17 +9,17 @@ Number of epochs. If you experiment with more complex networks you might need to increase this. Likewise if you add regularization that slows training. """ -num_epochs = 5000 +num_epochs = 1000 """ A critical parameter that can dramatically affect whether training succeeds or fails. The value for this depends significantly on which optimizer is used. Refer to the default learning rate parameter """ -learning_rate = 3e-2 +learning_rate = 1e-2 momentum = 0.01 alpha = 1e-2 -beta = 1e-5 +beta = 1e-4 diff --git a/losses.py b/losses.py index 7198ebf4..5564ca33 100644 --- a/losses.py +++ b/losses.py @@ -1,8 +1,10 @@ import tensorflow as tf +import numpy as np from tensorflow.keras.layers import \ Conv2D, AveragePooling2D from skimage import transform import hyperparameters as hp + class YourModel(tf.keras.Model): """ Your own neural network model. """ @@ -11,17 +13,26 @@ class YourModel(tf.keras.Model): self.content_image = transform.resize(content_image, tf.shape(style_image), anti_aliasing=True) self.content_image = tf.expand_dims(self.content_image, axis=0) + print(self.content_image) #perhaps consider cropping to avoid distortion self.style_image = transform.resize(style_image, tf.shape(style_image), anti_aliasing=True) self.style_image = tf.expand_dims(self.style_image, axis=0) - self.x = tf.Variable(tf.expand_dims(tf.random.uniform(tf.shape(content_image)), axis=0), trainable=True) + #self.x = tf.Variable(initial_value = self.content_image.numpy().astype(np.float32), trainable=True) + self.x = tf.Variable(initial_value = np.random.rand(self.content_image.shape[0], + self.content_image.shape[1], self.content_image.shape[2], self.content_image.shape[3]).astype(np.float32), trainable=True) + self.alpha = hp.alpha self.beta = hp.beta - print(self.x.shape) + self.photo_layers = None + self.art_layers = None + - print(self.content_image.shape, self.style_image.shape) + + #(self.x.shape) + + #print(self.content_image.shape, self.style_image.shape) self.optimizer = tf.keras.optimizers.Adam() @@ -88,14 +99,20 @@ class YourModel(tf.keras.Model): return x, layers def loss_fn(self, p, a, x): - _, photo_layers = self.call(p) - _, art_layers = self.call(a) - _, input_layers = self.call(x) - - content_l = self.content_loss(photo_layers, input_layers) - style_l = self.style_loss(art_layers, input_layers) + # print(p) + if(self.photo_layers == None): + _, self.photo_layers = self.call(p) + # print(a) + if(self.art_layers == None): + _, self.art_layers = self.call(a) + # print(x) + _, input_layers = self.call(x) + + + content_l = self.content_loss(self.photo_layers, input_layers) + style_l = self.style_loss(self.art_layers, input_layers) # Equation 7 - return (self.alpha * content_l) + (self.beta * style_l) + return (self.alpha * content_l) + (self.beta * style_l) def content_loss(self, photo_layers, input_layers): L_content = tf.constant(0.0) diff --git a/main.py b/main.py index 60574e63..a074f71d 100644 --- a/main.py +++ b/main.py @@ -1,7 +1,9 @@ import os import sys import argparse +import cv2 import tensorflow as tf +from skimage import transform import hyperparameters as hp from losses import YourModel @@ -50,9 +52,15 @@ def main(): print('this is',ARGS.content) content_image = imread(ARGS.content) - content_image = np.resize(content_image, (255, 255, 3)) + + style_image = imread(ARGS.style) - style_image = np.resize(style_image, (255, 255, 3)) + cv2.imshow('hi1', style_image) + cv2.waitKey(0) + + style_image = transform.resize(style_image, content_image.shape) + cv2.imshow('hi2', style_image) + cv2.waitKey(0) my_model = YourModel(content_image=content_image, style_image=style_image) my_model.vgg16.build([1, 255, 255, 3]) my_model.vgg16.load_weights('vgg16_imagenet.h5', by_name=True) diff --git a/save.jpg b/save.jpg index 86b5f854..f4f49d6e 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From d6d67f7f91bdccf47b72bc2708bb84b1753fc9ec Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 03:40:22 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 332 -> 315 bytes __pycache__/losses.cpython-38.pyc | Bin 4546 -> 4529 bytes save.jpg | Bin 46064 -> 28624 bytes 3 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 7d32eefa..16365e9e 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index 66e565ec..a642b379 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index f4f49d6e..8a92b52f 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From eab2b383fb41c9bf9b5c2603b227027d8793bfd8 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 03:49:33 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 315 -> 315 bytes save.jpg | Bin 28624 -> 24192 bytes 2 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 16365e9e..0bb9a1d9 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index 8a92b52f..915491ee 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From 718f2a66accddc9e1ff619c478e3cdce1b39333a Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 04:08:32 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 315 -> 315 bytes save.jpg | Bin 24192 -> 22251 bytes 2 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 0bb9a1d9..99d18197 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index 915491ee..5a6d6522 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From 10f2ece4ab4d8df526c5ff77958b25fe6f32344d Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 08:12:20 -0400 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 315 -> 341 bytes __pycache__/losses.cpython-38.pyc | Bin 4529 -> 4610 bytes hyperparameters.py | 6 +++--- losses.py | 6 ++++-- save.jpg | Bin 22251 -> 25059 bytes 5 files changed, 7 insertions(+), 5 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 99d18197..40cba873 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index a642b379..ff01b5a7 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/hyperparameters.py b/hyperparameters.py index 73f4b497..fedd4dd7 100644 --- a/hyperparameters.py +++ b/hyperparameters.py @@ -9,7 +9,7 @@ Number of epochs. If you experiment with more complex networks you might need to increase this. Likewise if you add regularization that slows training. """ -num_epochs = 5000 +num_epochs = 150 """ A critical parameter that can dramatically affect whether training @@ -20,6 +20,6 @@ learning_rate = 1e-2 momentum = 0.01 -alpha = 1e-2 +alpha = 1e1 -beta = 1e-4 +beta = 1e2 diff --git a/losses.py b/losses.py index 5564ca33..4c7b5750 100644 --- a/losses.py +++ b/losses.py @@ -34,7 +34,7 @@ class YourModel(tf.keras.Model): #print(self.content_image.shape, self.style_image.shape) - self.optimizer = tf.keras.optimizers.Adam() + self.optimizer = tf.keras.optimizers.Adam(1e-2) self.vgg16 = [ # Block 1 @@ -112,6 +112,8 @@ class YourModel(tf.keras.Model): content_l = self.content_loss(self.photo_layers, input_layers) style_l = self.style_loss(self.art_layers, input_layers) # Equation 7 + print('style_loss', style_l) + print('content_loss', content_l) return (self.alpha * content_l) + (self.beta * style_l) def content_loss(self, photo_layers, input_layers): @@ -164,7 +166,7 @@ class YourModel(tf.keras.Model): for i in range(len(art_layers)): art_layer = art_layers[i] input_layer = input_layers[i] - L_style = tf.math.add(L_style, self.layer_loss(art_layer, input_layer)) + L_style = tf.math.add(L_style, self.layer_loss(art_layer, input_layer)*(1/5)) #print('style loss', L_style) return L_style diff --git a/save.jpg b/save.jpg index 5a6d6522..a77ce43c 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From e7150a281f23175fd289e3e3050db44717df3a4a Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 08:35:31 -0400 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 341 -> 341 bytes __pycache__/losses.cpython-38.pyc | Bin 4610 -> 4599 bytes hyperparameters.py | 6 +++--- losses.py | 2 +- save.jpg | Bin 25059 -> 46187 bytes 5 files changed, 4 insertions(+), 4 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 40cba873..d0ec2a3e 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index ff01b5a7..9cd2e604 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/hyperparameters.py b/hyperparameters.py index fedd4dd7..75d58118 100644 --- a/hyperparameters.py +++ b/hyperparameters.py @@ -9,7 +9,7 @@ Number of epochs. If you experiment with more complex networks you might need to increase this. Likewise if you add regularization that slows training. """ -num_epochs = 150 +num_epochs = 1000 """ A critical parameter that can dramatically affect whether training @@ -20,6 +20,6 @@ learning_rate = 1e-2 momentum = 0.01 -alpha = 1e1 +alpha = 1e-3 -beta = 1e2 +beta = 1e-1 diff --git a/losses.py b/losses.py index 4c7b5750..eba94c36 100644 --- a/losses.py +++ b/losses.py @@ -34,7 +34,7 @@ class YourModel(tf.keras.Model): #print(self.content_image.shape, self.style_image.shape) - self.optimizer = tf.keras.optimizers.Adam(1e-2) + self.optimizer = tf.keras.optimizers.Adam() self.vgg16 = [ # Block 1 diff --git a/save.jpg b/save.jpg index a77ce43c..a3bc2d80 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From cadffcacb8f832612628192f423a99c387caeaa6 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 12:40:30 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 341 -> 324 bytes __pycache__/losses.cpython-38.pyc | Bin 4599 -> 4582 bytes save.jpg | Bin 46187 -> 30948 bytes 3 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index d0ec2a3e..0c79afcd 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index 9cd2e604..fd07d03c 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index a3bc2d80..87ef590d 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From 47fee9308b4ef77f9e26d2c4e3f8ddf78bc01ef1 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 12:44:25 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 324 -> 315 bytes save.jpg | Bin 30948 -> 27642 bytes 2 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 0c79afcd..b03ddb42 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index 87ef590d..9e3e9860 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From 52e14cde56955ef064f1955aa629a7b0f32713e3 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 13:13:22 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 315 -> 315 bytes save.jpg | Bin 27642 -> 21299 bytes 2 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index b03ddb42..369bc7e1 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index 9e3e9860..e3cf87fb 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From f4210ea66b75ac398cdd281a817b894288dae6e5 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 13:34:41 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 315 -> 315 bytes save.jpg | Bin 21299 -> 17615 bytes 2 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 369bc7e1..5e563f46 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/save.jpg b/save.jpg index e3cf87fb..a162c30d 100644 Binary files a/save.jpg and b/save.jpg differ -- cgit v1.2.3-70-g09d2 From 8de640d7e79ed448fe483dd455be897c9bdaa9d7 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 10:00:28 -0400 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 315 -> 332 bytes __pycache__/losses.cpython-38.pyc | Bin 4582 -> 4599 bytes hyperparameters.py | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index 5e563f46..f1b885e8 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index fd07d03c..9cd2e604 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc differ diff --git a/hyperparameters.py b/hyperparameters.py index d09e6623..337064bd 100644 --- a/hyperparameters.py +++ b/hyperparameters.py @@ -9,7 +9,7 @@ Number of epochs. If you experiment with more complex networks you might need to increase this. Likewise if you add regularization that slows training. """ -num_epochs = 5000 +num_epochs = 3000 """ A critical parameter that can dramatically affect whether training -- cgit v1.2.3-70-g09d2 From 356b3387ba474c44108885df7ee87f85acd75c27 Mon Sep 17 00:00:00 2001 From: Logan Bauman Date: Sat, 7 May 2022 14:10:59 +0000 Subject: hi --- __pycache__/hyperparameters.cpython-38.pyc | Bin 332 -> 315 bytes __pycache__/losses.cpython-38.pyc | Bin 4599 -> 4582 bytes save.jpg | Bin 17615 -> 21180 bytes 3 files changed, 0 insertions(+), 0 deletions(-) (limited to '__pycache__/hyperparameters.cpython-38.pyc') diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc index f1b885e8..45429797 100644 Binary files a/__pycache__/hyperparameters.cpython-38.pyc and b/__pycache__/hyperparameters.cpython-38.pyc differ diff --git a/__pycache__/losses.cpython-38.pyc b/__pycache__/losses.cpython-38.pyc index 9cd2e604..fd07d03c 100644 Binary files a/__pycache__/losses.cpython-38.pyc and b/__pycache__/losses.cpython-38.pyc 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