Jovian
Sign In
Learn practical skills, build real-world projects, and advance your career
3 years ago
!pip install jovian --upgrade
Requirement already satisfied: jovian in /opt/conda/lib/python3.7/site-packages (0.2.26) Requirement already satisfied: pyyaml in /opt/conda/lib/python3.7/site-packages (from jovian) (5.3.1) Requirement already satisfied: uuid in /opt/conda/lib/python3.7/site-packages (from jovian) (1.30) Requirement already satisfied: click in /opt/conda/lib/python3.7/site-packages (from jovian) (7.1.1) Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from jovian) (2.23.0) Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->jovian) (2.9) Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->jovian) (1.25.9) Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->jovian) (2020.12.5) Requirement already satisfied: chardet<4,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->jovian) (3.0.4) WARNING: You are using pip version 20.3.1; however, version 20.3.3 is available. You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command. 
import jovian
from tensorflow.keras.applications.xception import Xception
model = Xception()
model.summary()
Model: "xception" __________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ================================================================================================== input_3 (InputLayer) [(None, 299, 299, 3) 0 __________________________________________________________________________________________________ block1_conv1 (Conv2D) (None, 149, 149, 32) 864 input_3[0][0] __________________________________________________________________________________________________ block1_conv1_bn (BatchNormaliza (None, 149, 149, 32) 128 block1_conv1[0][0] __________________________________________________________________________________________________ block1_conv1_act (Activation) (None, 149, 149, 32) 0 block1_conv1_bn[0][0] __________________________________________________________________________________________________ block1_conv2 (Conv2D) (None, 147, 147, 64) 18432 block1_conv1_act[0][0] __________________________________________________________________________________________________ block1_conv2_bn (BatchNormaliza (None, 147, 147, 64) 256 block1_conv2[0][0] __________________________________________________________________________________________________ block1_conv2_act (Activation) (None, 147, 147, 64) 0 block1_conv2_bn[0][0] __________________________________________________________________________________________________ block2_sepconv1 (SeparableConv2 (None, 147, 147, 128 8768 block1_conv2_act[0][0] __________________________________________________________________________________________________ block2_sepconv1_bn (BatchNormal (None, 147, 147, 128 512 block2_sepconv1[0][0] __________________________________________________________________________________________________ block2_sepconv2_act (Activation (None, 147, 147, 128 0 block2_sepconv1_bn[0][0] __________________________________________________________________________________________________ block2_sepconv2 (SeparableConv2 (None, 147, 147, 128 17536 block2_sepconv2_act[0][0] __________________________________________________________________________________________________ block2_sepconv2_bn (BatchNormal (None, 147, 147, 128 512 block2_sepconv2[0][0] __________________________________________________________________________________________________ conv2d_8 (Conv2D) (None, 74, 74, 128) 8192 block1_conv2_act[0][0] __________________________________________________________________________________________________ block2_pool (MaxPooling2D) (None, 74, 74, 128) 0 block2_sepconv2_bn[0][0] __________________________________________________________________________________________________ batch_normalization_8 (BatchNor (None, 74, 74, 128) 512 conv2d_8[0][0] __________________________________________________________________________________________________ add_24 (Add) (None, 74, 74, 128) 0 block2_pool[0][0] batch_normalization_8[0][0] __________________________________________________________________________________________________ block3_sepconv1_act (Activation (None, 74, 74, 128) 0 add_24[0][0] __________________________________________________________________________________________________ block3_sepconv1 (SeparableConv2 (None, 74, 74, 256) 33920 block3_sepconv1_act[0][0] __________________________________________________________________________________________________ block3_sepconv1_bn (BatchNormal (None, 74, 74, 256) 1024 block3_sepconv1[0][0] __________________________________________________________________________________________________ block3_sepconv2_act (Activation (None, 74, 74, 256) 0 block3_sepconv1_bn[0][0] __________________________________________________________________________________________________ block3_sepconv2 (SeparableConv2 (None, 74, 74, 256) 67840 block3_sepconv2_act[0][0] __________________________________________________________________________________________________ block3_sepconv2_bn (BatchNormal (None, 74, 74, 256) 1024 block3_sepconv2[0][0] __________________________________________________________________________________________________ conv2d_9 (Conv2D) (None, 37, 37, 256) 32768 add_24[0][0] __________________________________________________________________________________________________ block3_pool (MaxPooling2D) (None, 37, 37, 256) 0 block3_sepconv2_bn[0][0] __________________________________________________________________________________________________ batch_normalization_9 (BatchNor (None, 37, 37, 256) 1024 conv2d_9[0][0] __________________________________________________________________________________________________ add_25 (Add) (None, 37, 37, 256) 0 block3_pool[0][0] batch_normalization_9[0][0] __________________________________________________________________________________________________ block4_sepconv1_act (Activation (None, 37, 37, 256) 0 add_25[0][0] __________________________________________________________________________________________________ block4_sepconv1 (SeparableConv2 (None, 37, 37, 728) 188672 block4_sepconv1_act[0][0] __________________________________________________________________________________________________ block4_sepconv1_bn (BatchNormal (None, 37, 37, 728) 2912 block4_sepconv1[0][0] __________________________________________________________________________________________________ block4_sepconv2_act (Activation (None, 37, 37, 728) 0 block4_sepconv1_bn[0][0] __________________________________________________________________________________________________ block4_sepconv2 (SeparableConv2 (None, 37, 37, 728) 536536 block4_sepconv2_act[0][0] __________________________________________________________________________________________________ block4_sepconv2_bn (BatchNormal (None, 37, 37, 728) 2912 block4_sepconv2[0][0] __________________________________________________________________________________________________ conv2d_10 (Conv2D) (None, 19, 19, 728) 186368 add_25[0][0] __________________________________________________________________________________________________ block4_pool (MaxPooling2D) (None, 19, 19, 728) 0 block4_sepconv2_bn[0][0] __________________________________________________________________________________________________ batch_normalization_10 (BatchNo (None, 19, 19, 728) 2912 conv2d_10[0][0] __________________________________________________________________________________________________ add_26 (Add) (None, 19, 19, 728) 0 block4_pool[0][0] batch_normalization_10[0][0] __________________________________________________________________________________________________ block5_sepconv1_act (Activation (None, 19, 19, 728) 0 add_26[0][0] __________________________________________________________________________________________________ block5_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block5_sepconv1_act[0][0] __________________________________________________________________________________________________ block5_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block5_sepconv1[0][0] __________________________________________________________________________________________________ block5_sepconv2_act (Activation (None, 19, 19, 728) 0 block5_sepconv1_bn[0][0] __________________________________________________________________________________________________ block5_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block5_sepconv2_act[0][0] __________________________________________________________________________________________________ block5_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block5_sepconv2[0][0] __________________________________________________________________________________________________ block5_sepconv3_act (Activation (None, 19, 19, 728) 0 block5_sepconv2_bn[0][0] __________________________________________________________________________________________________ block5_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block5_sepconv3_act[0][0] __________________________________________________________________________________________________ block5_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block5_sepconv3[0][0] __________________________________________________________________________________________________ add_27 (Add) (None, 19, 19, 728) 0 block5_sepconv3_bn[0][0] add_26[0][0] __________________________________________________________________________________________________ block6_sepconv1_act (Activation (None, 19, 19, 728) 0 add_27[0][0] __________________________________________________________________________________________________ block6_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block6_sepconv1_act[0][0] __________________________________________________________________________________________________ block6_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block6_sepconv1[0][0] __________________________________________________________________________________________________ block6_sepconv2_act (Activation (None, 19, 19, 728) 0 block6_sepconv1_bn[0][0] __________________________________________________________________________________________________ block6_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block6_sepconv2_act[0][0] __________________________________________________________________________________________________ block6_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block6_sepconv2[0][0] __________________________________________________________________________________________________ block6_sepconv3_act (Activation (None, 19, 19, 728) 0 block6_sepconv2_bn[0][0] __________________________________________________________________________________________________ block6_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block6_sepconv3_act[0][0] __________________________________________________________________________________________________ block6_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block6_sepconv3[0][0] __________________________________________________________________________________________________ add_28 (Add) (None, 19, 19, 728) 0 block6_sepconv3_bn[0][0] add_27[0][0] __________________________________________________________________________________________________ block7_sepconv1_act (Activation (None, 19, 19, 728) 0 add_28[0][0] __________________________________________________________________________________________________ block7_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block7_sepconv1_act[0][0] __________________________________________________________________________________________________ block7_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block7_sepconv1[0][0] __________________________________________________________________________________________________ block7_sepconv2_act (Activation (None, 19, 19, 728) 0 block7_sepconv1_bn[0][0] __________________________________________________________________________________________________ block7_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block7_sepconv2_act[0][0] __________________________________________________________________________________________________ block7_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block7_sepconv2[0][0] __________________________________________________________________________________________________ block7_sepconv3_act (Activation (None, 19, 19, 728) 0 block7_sepconv2_bn[0][0] __________________________________________________________________________________________________ block7_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block7_sepconv3_act[0][0] __________________________________________________________________________________________________ block7_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block7_sepconv3[0][0] __________________________________________________________________________________________________ add_29 (Add) (None, 19, 19, 728) 0 block7_sepconv3_bn[0][0] add_28[0][0] __________________________________________________________________________________________________ block8_sepconv1_act (Activation (None, 19, 19, 728) 0 add_29[0][0] __________________________________________________________________________________________________ block8_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block8_sepconv1_act[0][0] __________________________________________________________________________________________________ block8_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block8_sepconv1[0][0] __________________________________________________________________________________________________ block8_sepconv2_act (Activation (None, 19, 19, 728) 0 block8_sepconv1_bn[0][0] __________________________________________________________________________________________________ block8_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block8_sepconv2_act[0][0] __________________________________________________________________________________________________ block8_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block8_sepconv2[0][0] __________________________________________________________________________________________________ block8_sepconv3_act (Activation (None, 19, 19, 728) 0 block8_sepconv2_bn[0][0] __________________________________________________________________________________________________ block8_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block8_sepconv3_act[0][0] __________________________________________________________________________________________________ block8_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block8_sepconv3[0][0] __________________________________________________________________________________________________ add_30 (Add) (None, 19, 19, 728) 0 block8_sepconv3_bn[0][0] add_29[0][0] __________________________________________________________________________________________________ block9_sepconv1_act (Activation (None, 19, 19, 728) 0 add_30[0][0] __________________________________________________________________________________________________ block9_sepconv1 (SeparableConv2 (None, 19, 19, 728) 536536 block9_sepconv1_act[0][0] __________________________________________________________________________________________________ block9_sepconv1_bn (BatchNormal (None, 19, 19, 728) 2912 block9_sepconv1[0][0] __________________________________________________________________________________________________ block9_sepconv2_act (Activation (None, 19, 19, 728) 0 block9_sepconv1_bn[0][0] __________________________________________________________________________________________________ block9_sepconv2 (SeparableConv2 (None, 19, 19, 728) 536536 block9_sepconv2_act[0][0] __________________________________________________________________________________________________ block9_sepconv2_bn (BatchNormal (None, 19, 19, 728) 2912 block9_sepconv2[0][0] __________________________________________________________________________________________________ block9_sepconv3_act (Activation (None, 19, 19, 728) 0 block9_sepconv2_bn[0][0] __________________________________________________________________________________________________ block9_sepconv3 (SeparableConv2 (None, 19, 19, 728) 536536 block9_sepconv3_act[0][0] __________________________________________________________________________________________________ block9_sepconv3_bn (BatchNormal (None, 19, 19, 728) 2912 block9_sepconv3[0][0] __________________________________________________________________________________________________ add_31 (Add) (None, 19, 19, 728) 0 block9_sepconv3_bn[0][0] add_30[0][0] __________________________________________________________________________________________________ block10_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_31[0][0] __________________________________________________________________________________________________ block10_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block10_sepconv1_act[0][0] __________________________________________________________________________________________________ block10_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block10_sepconv1[0][0] __________________________________________________________________________________________________ block10_sepconv2_act (Activatio (None, 19, 19, 728) 0 block10_sepconv1_bn[0][0] __________________________________________________________________________________________________ block10_sepconv2 (SeparableConv (None, 19, 19, 728) 536536 block10_sepconv2_act[0][0] __________________________________________________________________________________________________ block10_sepconv2_bn (BatchNorma (None, 19, 19, 728) 2912 block10_sepconv2[0][0] __________________________________________________________________________________________________ block10_sepconv3_act (Activatio (None, 19, 19, 728) 0 block10_sepconv2_bn[0][0] __________________________________________________________________________________________________ block10_sepconv3 (SeparableConv (None, 19, 19, 728) 536536 block10_sepconv3_act[0][0] __________________________________________________________________________________________________ block10_sepconv3_bn (BatchNorma (None, 19, 19, 728) 2912 block10_sepconv3[0][0] __________________________________________________________________________________________________ add_32 (Add) (None, 19, 19, 728) 0 block10_sepconv3_bn[0][0] add_31[0][0] __________________________________________________________________________________________________ block11_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_32[0][0] __________________________________________________________________________________________________ block11_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block11_sepconv1_act[0][0] __________________________________________________________________________________________________ block11_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block11_sepconv1[0][0] __________________________________________________________________________________________________ block11_sepconv2_act (Activatio (None, 19, 19, 728) 0 block11_sepconv1_bn[0][0] __________________________________________________________________________________________________ block11_sepconv2 (SeparableConv (None, 19, 19, 728) 536536 block11_sepconv2_act[0][0] __________________________________________________________________________________________________ block11_sepconv2_bn (BatchNorma (None, 19, 19, 728) 2912 block11_sepconv2[0][0] __________________________________________________________________________________________________ block11_sepconv3_act (Activatio (None, 19, 19, 728) 0 block11_sepconv2_bn[0][0] __________________________________________________________________________________________________ block11_sepconv3 (SeparableConv (None, 19, 19, 728) 536536 block11_sepconv3_act[0][0] __________________________________________________________________________________________________ block11_sepconv3_bn (BatchNorma (None, 19, 19, 728) 2912 block11_sepconv3[0][0] __________________________________________________________________________________________________ add_33 (Add) (None, 19, 19, 728) 0 block11_sepconv3_bn[0][0] add_32[0][0] __________________________________________________________________________________________________ block12_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_33[0][0] __________________________________________________________________________________________________ block12_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block12_sepconv1_act[0][0] __________________________________________________________________________________________________ block12_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block12_sepconv1[0][0] __________________________________________________________________________________________________ block12_sepconv2_act (Activatio (None, 19, 19, 728) 0 block12_sepconv1_bn[0][0] __________________________________________________________________________________________________ block12_sepconv2 (SeparableConv (None, 19, 19, 728) 536536 block12_sepconv2_act[0][0] __________________________________________________________________________________________________ block12_sepconv2_bn (BatchNorma (None, 19, 19, 728) 2912 block12_sepconv2[0][0] __________________________________________________________________________________________________ block12_sepconv3_act (Activatio (None, 19, 19, 728) 0 block12_sepconv2_bn[0][0] __________________________________________________________________________________________________ block12_sepconv3 (SeparableConv (None, 19, 19, 728) 536536 block12_sepconv3_act[0][0] __________________________________________________________________________________________________ block12_sepconv3_bn (BatchNorma (None, 19, 19, 728) 2912 block12_sepconv3[0][0] __________________________________________________________________________________________________ add_34 (Add) (None, 19, 19, 728) 0 block12_sepconv3_bn[0][0] add_33[0][0] __________________________________________________________________________________________________ block13_sepconv1_act (Activatio (None, 19, 19, 728) 0 add_34[0][0] __________________________________________________________________________________________________ block13_sepconv1 (SeparableConv (None, 19, 19, 728) 536536 block13_sepconv1_act[0][0] __________________________________________________________________________________________________ block13_sepconv1_bn (BatchNorma (None, 19, 19, 728) 2912 block13_sepconv1[0][0] __________________________________________________________________________________________________ block13_sepconv2_act (Activatio (None, 19, 19, 728) 0 block13_sepconv1_bn[0][0] __________________________________________________________________________________________________ block13_sepconv2 (SeparableConv (None, 19, 19, 1024) 752024 block13_sepconv2_act[0][0] __________________________________________________________________________________________________ block13_sepconv2_bn (BatchNorma (None, 19, 19, 1024) 4096 block13_sepconv2[0][0] __________________________________________________________________________________________________ conv2d_11 (Conv2D) (None, 10, 10, 1024) 745472 add_34[0][0] __________________________________________________________________________________________________ block13_pool (MaxPooling2D) (None, 10, 10, 1024) 0 block13_sepconv2_bn[0][0] __________________________________________________________________________________________________ batch_normalization_11 (BatchNo (None, 10, 10, 1024) 4096 conv2d_11[0][0] __________________________________________________________________________________________________ add_35 (Add) (None, 10, 10, 1024) 0 block13_pool[0][0] batch_normalization_11[0][0] __________________________________________________________________________________________________ block14_sepconv1 (SeparableConv (None, 10, 10, 1536) 1582080 add_35[0][0] __________________________________________________________________________________________________ block14_sepconv1_bn (BatchNorma (None, 10, 10, 1536) 6144 block14_sepconv1[0][0] __________________________________________________________________________________________________ block14_sepconv1_act (Activatio (None, 10, 10, 1536) 0 block14_sepconv1_bn[0][0] __________________________________________________________________________________________________ block14_sepconv2 (SeparableConv (None, 10, 10, 2048) 3159552 block14_sepconv1_act[0][0] __________________________________________________________________________________________________ block14_sepconv2_bn (BatchNorma (None, 10, 10, 2048) 8192 block14_sepconv2[0][0] __________________________________________________________________________________________________ block14_sepconv2_act (Activatio (None, 10, 10, 2048) 0 block14_sepconv2_bn[0][0] __________________________________________________________________________________________________ avg_pool (GlobalAveragePooling2 (None, 2048) 0 block14_sepconv2_act[0][0] __________________________________________________________________________________________________ predictions (Dense) (None, 1000) 2049000 avg_pool[0][0] ================================================================================================== Total params: 22,910,480 Trainable params: 22,855,952 Non-trainable params: 54,528 __________________________________________________________________________________________________