From fa0567ac4d1cf6d278eaede14afa33f3aa194655 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:03:57 -0700
Subject: [PATCH 01/64] Create  README.md

---
 keras implementation/ README.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/ README.md

diff --git a/keras implementation/ README.md b/keras implementation/ README.md
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/keras implementation/ README.md	
@@ -0,0 +1 @@
+

From d834d30e48bf23e3076b62799fc147e6f65d5674 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:05:51 -0700
Subject: [PATCH 02/64] Create readme

---
 keras implementation/data/readme | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/data/readme

diff --git a/keras implementation/data/readme b/keras implementation/data/readme
new file mode 100644
index 0000000..1f28342
--- /dev/null
+++ b/keras implementation/data/readme	
@@ -0,0 +1 @@
+Contains the VQA dataset in txt files

From 0d631b6b002f98d13a483303ce8e11cdc2869bc1 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:32:05 -0700
Subject: [PATCH 03/64] Create readme

---
 keras implementation/creating_models/readme | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/creating_models/readme

diff --git a/keras implementation/creating_models/readme b/keras implementation/creating_models/readme
new file mode 100644
index 0000000..a83201e
--- /dev/null
+++ b/keras implementation/creating_models/readme	
@@ -0,0 +1 @@
+Scripts for creating various models

From 7738add242273f167ccaa6287ec97be2957cfa41 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:43:18 -0700
Subject: [PATCH 04/64] Add files via upload

---
 .../creating_models/create_normal_gru.py      | 44 ++++++++++++++++++
 .../creating_models/create_normal_lstm.py     | 45 +++++++++++++++++++
 .../create_timedistributedGRU.py              | 42 +++++++++++++++++
 .../create_timedistributed_lstm.py            | 43 ++++++++++++++++++
 4 files changed, 174 insertions(+)
 create mode 100644 keras implementation/creating_models/create_normal_gru.py
 create mode 100644 keras implementation/creating_models/create_normal_lstm.py
 create mode 100644 keras implementation/creating_models/create_timedistributedGRU.py
 create mode 100644 keras implementation/creating_models/create_timedistributed_lstm.py

diff --git a/keras implementation/creating_models/create_normal_gru.py b/keras implementation/creating_models/create_normal_gru.py
new file mode 100644
index 0000000..401e60a
--- /dev/null
+++ b/keras implementation/creating_models/create_normal_gru.py	
@@ -0,0 +1,44 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+
+##creating the model in Keras
+img_dim=4096
+quest_dim=500
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+
+#########################################################################
+
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+# questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
+
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=1000,activation='softmax'))
+##because we are choosing 1000 most frequently occuring questions
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('C:/Users/ezio/Desktop/vqa/model/normal_2_lstm_nodistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+
diff --git a/keras implementation/creating_models/create_normal_lstm.py b/keras implementation/creating_models/create_normal_lstm.py
new file mode 100644
index 0000000..772bd51
--- /dev/null
+++ b/keras implementation/creating_models/create_normal_lstm.py	
@@ -0,0 +1,45 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+
+##creating the model in Keras
+img_dim=4096
+quest_dim=500
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+
+#########################################################################
+
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
+
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=1000,activation='softmax'))
+##because we are choosing 1000 most frequently occuring questions
+
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('C:/Users/ezio/Desktop/vqa/model/normal_2_lstm_nodistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+
diff --git a/keras implementation/creating_models/create_timedistributedGRU.py b/keras implementation/creating_models/create_timedistributedGRU.py
new file mode 100644
index 0000000..409ca27
--- /dev/null
+++ b/keras implementation/creating_models/create_timedistributedGRU.py	
@@ -0,0 +1,42 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+img_dim=4096
+quest_dim=50
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+
+#########################################################################
+# '''
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+questions_model.add(TimeDistributed(Dense(100,activation='relu',init='uniform')))
+questions_model.add(Reshape((23*100,)))
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=1000,activation='softmax'))
+
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('C:/Users/ezio/Desktop/vqa/model/normal_1_gru_timedistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+import gc; gc.collect()
diff --git a/keras implementation/creating_models/create_timedistributed_lstm.py b/keras implementation/creating_models/create_timedistributed_lstm.py
new file mode 100644
index 0000000..60d2489
--- /dev/null
+++ b/keras implementation/creating_models/create_timedistributed_lstm.py	
@@ -0,0 +1,43 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+img_dim=4096
+quest_dim=50
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+
+#########################################################################
+# '''
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+# questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
+questions_model.add(TimeDistributed(Dense(100,activation='relu',init='uniform')))
+questions_model.add(Reshape((23*100,)))
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=1000,activation='softmax'))
+
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('C:/Users/ezio/Desktop/vqa/model/normal_1_gru_timedistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+import gc; gc.collect()

From ad5d0a952253a4831afd016627fa4d6fb3a18493 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:45:06 -0700
Subject: [PATCH 05/64] Create readme

---
 keras implementation/pre-trained models/readme | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/pre-trained models/readme

diff --git a/keras implementation/pre-trained models/readme b/keras implementation/pre-trained models/readme
new file mode 100644
index 0000000..08a3e47
--- /dev/null
+++ b/keras implementation/pre-trained models/readme	
@@ -0,0 +1 @@
+Collection of pretrained models with their weights

From 4fbf89172199d0c3cc470006cc192ef946a8f9c2 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:49:34 -0700
Subject: [PATCH 06/64] Create readme

---
 .../pre-trained models/LSTM_Time Distributed/readme            | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 keras implementation/pre-trained models/LSTM_Time Distributed/readme

diff --git a/keras implementation/pre-trained models/LSTM_Time Distributed/readme b/keras implementation/pre-trained models/LSTM_Time Distributed/readme
new file mode 100644
index 0000000..d669da6
--- /dev/null
+++ b/keras implementation/pre-trained models/LSTM_Time Distributed/readme	
@@ -0,0 +1,3 @@
+##Architecture
+
+Here the word vector of every word is collected in a 3-d Tensor-(None,<time sequence length-23>,<hidden dimensions of RNN=50>). This in turn is sent into a Dense Layer(Time Distributed Layer- thus again producing a 3d tensor but of higher dimension(about 100) of every word).This layer is then reshaped this layer into a normal 2d tensor of shape(None,23*100). Finally this is merged along with the image features(4096 features form VGG net)

From 286f37e50373ce6936a9fa3bb586593e3dee3eee Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:50:26 -0700
Subject: [PATCH 07/64] Delete readme

---
 .../pre-trained models/LSTM_Time Distributed/readme            | 3 ---
 1 file changed, 3 deletions(-)
 delete mode 100644 keras implementation/pre-trained models/LSTM_Time Distributed/readme

diff --git a/keras implementation/pre-trained models/LSTM_Time Distributed/readme b/keras implementation/pre-trained models/LSTM_Time Distributed/readme
deleted file mode 100644
index d669da6..0000000
--- a/keras implementation/pre-trained models/LSTM_Time Distributed/readme	
+++ /dev/null
@@ -1,3 +0,0 @@
-##Architecture
-
-Here the word vector of every word is collected in a 3-d Tensor-(None,<time sequence length-23>,<hidden dimensions of RNN=50>). This in turn is sent into a Dense Layer(Time Distributed Layer- thus again producing a 3d tensor but of higher dimension(about 100) of every word).This layer is then reshaped this layer into a normal 2d tensor of shape(None,23*100). Finally this is merged along with the image features(4096 features form VGG net)

From 9c6c48303ac83383b1edea0ec34d41f9a175673d Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:51:37 -0700
Subject: [PATCH 08/64] Create readme.md

---
 .../pre-trained models/Time Distributed LSTM/readme.md         | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 keras implementation/pre-trained models/Time Distributed LSTM/readme.md

diff --git a/keras implementation/pre-trained models/Time Distributed LSTM/readme.md b/keras implementation/pre-trained models/Time Distributed LSTM/readme.md
new file mode 100644
index 0000000..3a07ac6
--- /dev/null
+++ b/keras implementation/pre-trained models/Time Distributed LSTM/readme.md	
@@ -0,0 +1,3 @@
+## Architecture
+
+Here the word vector of every word is collected in a 3-d Tensor-(None,<time sequence length-23>,<hidden dimensions of RNN=50>). This in turn is sent into a Dense Layer(Time Distributed Layer- thus again producing a 3d tensor but of higher dimension(about 100) of every word).This layer is then reshaped this layer into a normal 2d tensor of shape(None,23*100). Finally this is merged along with the image features(4096 features form VGG net)

From d946af03e830d08b599d66e9df6fb33d9f0e9188 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 11:51:58 -0700
Subject: [PATCH 09/64] Add files via upload

---
 .../normal_1_lstm_timedistributed_2hidden.json                   | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json

diff --git a/keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json b/keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json
new file mode 100644
index 0000000..895af56
--- /dev/null
+++ b/keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json	
@@ -0,0 +1 @@
+{"config": [{"config": {"output_shape_type": "raw", "mode_type": "raw", "output_shape": null, "layers": [{"config": [{"config": {"name": "reshape_1", "batch_input_shape": [null, 4096], "trainable": true, "input_dtype": "float32", "target_shape": [4096]}, "class_name": "Reshape"}], "class_name": "Sequential"}, {"config": [{"config": {"go_backwards": false, "activation": "tanh", "unroll": false, "output_dim": 50, "W_regularizer": null, "batch_input_shape": [null, 23, 300], "name": "lstm_1", "dropout_U": 0.0, "init": "glorot_uniform", "inner_init": "orthogonal", "b_regularizer": null, "input_dim": 300, "consume_less": "cpu", "input_length": null, "dropout_W": 0.0, "stateful": false, "forget_bias_init": "one", "U_regularizer": null, "input_dtype": "float32", "inner_activation": "hard_sigmoid", "trainable": true, "return_sequences": true}, "class_name": "LSTM"}, {"config": {"name": "timedistributed_1", "layer": {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 100, "W_regularizer": null, "b_constraint": null, "activation": "relu", "name": "dense_1", "bias": true, "trainable": true, "init": "uniform", "b_regularizer": null}, "class_name": "Dense"}, "trainable": true}, "class_name": "TimeDistributed"}, {"config": {"name": "reshape_2", "trainable": true, "target_shape": [2300]}, "class_name": "Reshape"}], "class_name": "Sequential"}], "name": "merge_1", "concat_axis": -1, "dot_axes": [-1, -1], "mode": "concat"}, "class_name": "Merge"}, {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 1000, "W_regularizer": null, "b_constraint": null, "activation": "relu", "name": "dense_2", "b_regularizer": null, "trainable": true, "init": "uniform", "bias": true}, "class_name": "Dense"}, {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 500, "W_regularizer": null, "b_constraint": null, "activation": "relu", "name": "dense_3", "b_regularizer": null, "trainable": true, "init": "uniform", "bias": true}, "class_name": "Dense"}, {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 1000, "W_regularizer": null, "b_constraint": null, "activation": "softmax", "name": "dense_4", "b_regularizer": null, "trainable": true, "init": "glorot_uniform", "bias": true}, "class_name": "Dense"}], "class_name": "Sequential"}
\ No newline at end of file

From b7d7a567850d94e12bf145dce442d6d037f9c15e Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 12:03:08 -0700
Subject: [PATCH 10/64] Update readme.md

---
 .../pre-trained models/Time Distributed LSTM/readme.md     | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/keras implementation/pre-trained models/Time Distributed LSTM/readme.md b/keras implementation/pre-trained models/Time Distributed LSTM/readme.md
index 3a07ac6..a89fbd9 100644
--- a/keras implementation/pre-trained models/Time Distributed LSTM/readme.md	
+++ b/keras implementation/pre-trained models/Time Distributed LSTM/readme.md	
@@ -1,3 +1,10 @@
 ## Architecture
 
 Here the word vector of every word is collected in a 3-d Tensor-(None,<time sequence length-23>,<hidden dimensions of RNN=50>). This in turn is sent into a Dense Layer(Time Distributed Layer- thus again producing a 3d tensor but of higher dimension(about 100) of every word).This layer is then reshaped this layer into a normal 2d tensor of shape(None,23*100). Finally this is merged along with the image features(4096 features form VGG net)
+
+Optimizer: RMSProp
+Loss:Categorical Cross Entropy
+
+## Weights
+
+The weights of this model can be downloaded from https://drive.google.com/open?id=0B_KG6xVZJiZtRUpoZnhUa3JhZUU

From 0b549a9cf5eb799df6e1471222dbe87888981397 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 12:06:51 -0700
Subject: [PATCH 11/64] Create readme.md

---
 .../pre-trained models/Normal LSTM/readme.md               | 7 +++++++
 1 file changed, 7 insertions(+)
 create mode 100644 keras implementation/pre-trained models/Normal LSTM/readme.md

diff --git a/keras implementation/pre-trained models/Normal LSTM/readme.md b/keras implementation/pre-trained models/Normal LSTM/readme.md
new file mode 100644
index 0000000..1e4f7af
--- /dev/null
+++ b/keras implementation/pre-trained models/Normal LSTM/readme.md	
@@ -0,0 +1,7 @@
+## Architecture
+
+An LSTM containg 500 hidden units. Finally merged with 4096 image features, followed by a feed forward neural net containg 1000 and 500 hidden units in the hidden layers. Since while training, the 1000 most frequently occuring answers are taken, the output layer has 1000 nodes.
+
+## Weights
+
+The weights of this model can be downloaded from 

From 3f889295eb6e74ab05b4eaa731dfd0dc7ef72c0d Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 12:07:16 -0700
Subject: [PATCH 12/64] Add files via upload

---
 .../Normal LSTM/normal_2_lstm_nodistributed_2hidden.json         | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json

diff --git a/keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json b/keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json
new file mode 100644
index 0000000..84edbe8
--- /dev/null
+++ b/keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json	
@@ -0,0 +1 @@
+{"config": [{"config": {"dot_axes": [-1, -1], "output_shape_type": "raw", "output_shape": null, "name": "merge_1", "concat_axis": -1, "mode_type": "raw", "layers": [{"config": [{"config": {"trainable": true, "target_shape": [4096], "batch_input_shape": [null, 4096], "name": "reshape_1", "input_dtype": "float32"}, "class_name": "Reshape"}], "class_name": "Sequential"}, {"config": [{"config": {"input_length": null, "output_dim": 500, "inner_activation": "hard_sigmoid", "stateful": false, "batch_input_shape": [null, 23, 300], "consume_less": "cpu", "init": "glorot_uniform", "trainable": true, "U_regularizer": null, "activation": "tanh", "dropout_W": 0.0, "W_regularizer": null, "unroll": false, "inner_init": "orthogonal", "name": "lstm_1", "b_regularizer": null, "input_dim": 300, "return_sequences": true, "input_dtype": "float32", "dropout_U": 0.0, "forget_bias_init": "one", "go_backwards": false}, "class_name": "LSTM"}, {"config": {"input_length": null, "output_dim": 500, "inner_activation": "hard_sigmoid", "stateful": false, "batch_input_shape": [null, 23, 300], "consume_less": "cpu", "init": "glorot_uniform", "trainable": true, "U_regularizer": null, "activation": "tanh", "dropout_W": 0.0, "W_regularizer": null, "unroll": false, "inner_init": "orthogonal", "name": "lstm_2", "b_regularizer": null, "input_dim": 500, "return_sequences": false, "input_dtype": "float32", "dropout_U": 0.0, "forget_bias_init": "one", "go_backwards": false}, "class_name": "LSTM"}], "class_name": "Sequential"}], "mode": "concat"}, "class_name": "Merge"}, {"config": {"trainable": true, "name": "dense_1", "output_dim": 1000, "b_regularizer": null, "activation": "relu", "input_dim": null, "init": "uniform", "activity_regularizer": null, "bias": true, "b_constraint": null, "W_regularizer": null, "W_constraint": null}, "class_name": "Dense"}, {"config": {"trainable": true, "name": "dense_2", "output_dim": 500, "b_regularizer": null, "activation": "relu", "input_dim": null, "init": "uniform", "activity_regularizer": null, "bias": true, "b_constraint": null, "W_regularizer": null, "W_constraint": null}, "class_name": "Dense"}, {"config": {"trainable": true, "name": "dense_3", "output_dim": 1000, "b_regularizer": null, "activation": "softmax", "input_dim": null, "init": "glorot_uniform", "activity_regularizer": null, "bias": true, "b_constraint": null, "W_regularizer": null, "W_constraint": null}, "class_name": "Dense"}], "class_name": "Sequential"}
\ No newline at end of file

From 3776f31249206dd5a00ca58838967a3720553b61 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 12:08:55 -0700
Subject: [PATCH 13/64] Create readme.md

---
 keras implementation/pre-trained models/readme.md | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 keras implementation/pre-trained models/readme.md

diff --git a/keras implementation/pre-trained models/readme.md b/keras implementation/pre-trained models/readme.md
new file mode 100644
index 0000000..1e0e06e
--- /dev/null
+++ b/keras implementation/pre-trained models/readme.md	
@@ -0,0 +1,5 @@
+## Collection of pretrained models with their weights
+
+## Accuracy
+
+LSTM with Time Distributed Layer : 34.3 %

From cd61a0f4bd2892df2ebd55fa667f2667c600373e Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Tue, 23 May 2017 12:09:36 -0700
Subject: [PATCH 14/64] Delete readme

---
 keras implementation/pre-trained models/readme | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 keras implementation/pre-trained models/readme

diff --git a/keras implementation/pre-trained models/readme b/keras implementation/pre-trained models/readme
deleted file mode 100644
index 08a3e47..0000000
--- a/keras implementation/pre-trained models/readme	
+++ /dev/null
@@ -1 +0,0 @@
-Collection of pretrained models with their weights

From 42eccd5c75f82d1f087d986fc388620048d19f5a Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 05:58:01 -0700
Subject: [PATCH 15/64] Delete normal_2_lstm_nodistributed_2hidden.json

---
 .../Normal LSTM/normal_2_lstm_nodistributed_2hidden.json         | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json

diff --git a/keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json b/keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json
deleted file mode 100644
index 84edbe8..0000000
--- a/keras implementation/pre-trained models/Normal LSTM/normal_2_lstm_nodistributed_2hidden.json	
+++ /dev/null
@@ -1 +0,0 @@
-{"config": [{"config": {"dot_axes": [-1, -1], "output_shape_type": "raw", "output_shape": null, "name": "merge_1", "concat_axis": -1, "mode_type": "raw", "layers": [{"config": [{"config": {"trainable": true, "target_shape": [4096], "batch_input_shape": [null, 4096], "name": "reshape_1", "input_dtype": "float32"}, "class_name": "Reshape"}], "class_name": "Sequential"}, {"config": [{"config": {"input_length": null, "output_dim": 500, "inner_activation": "hard_sigmoid", "stateful": false, "batch_input_shape": [null, 23, 300], "consume_less": "cpu", "init": "glorot_uniform", "trainable": true, "U_regularizer": null, "activation": "tanh", "dropout_W": 0.0, "W_regularizer": null, "unroll": false, "inner_init": "orthogonal", "name": "lstm_1", "b_regularizer": null, "input_dim": 300, "return_sequences": true, "input_dtype": "float32", "dropout_U": 0.0, "forget_bias_init": "one", "go_backwards": false}, "class_name": "LSTM"}, {"config": {"input_length": null, "output_dim": 500, "inner_activation": "hard_sigmoid", "stateful": false, "batch_input_shape": [null, 23, 300], "consume_less": "cpu", "init": "glorot_uniform", "trainable": true, "U_regularizer": null, "activation": "tanh", "dropout_W": 0.0, "W_regularizer": null, "unroll": false, "inner_init": "orthogonal", "name": "lstm_2", "b_regularizer": null, "input_dim": 500, "return_sequences": false, "input_dtype": "float32", "dropout_U": 0.0, "forget_bias_init": "one", "go_backwards": false}, "class_name": "LSTM"}], "class_name": "Sequential"}], "mode": "concat"}, "class_name": "Merge"}, {"config": {"trainable": true, "name": "dense_1", "output_dim": 1000, "b_regularizer": null, "activation": "relu", "input_dim": null, "init": "uniform", "activity_regularizer": null, "bias": true, "b_constraint": null, "W_regularizer": null, "W_constraint": null}, "class_name": "Dense"}, {"config": {"trainable": true, "name": "dense_2", "output_dim": 500, "b_regularizer": null, "activation": "relu", "input_dim": null, "init": "uniform", "activity_regularizer": null, "bias": true, "b_constraint": null, "W_regularizer": null, "W_constraint": null}, "class_name": "Dense"}, {"config": {"trainable": true, "name": "dense_3", "output_dim": 1000, "b_regularizer": null, "activation": "softmax", "input_dim": null, "init": "glorot_uniform", "activity_regularizer": null, "bias": true, "b_constraint": null, "W_regularizer": null, "W_constraint": null}, "class_name": "Dense"}], "class_name": "Sequential"}
\ No newline at end of file

From cc5acc2ea53b53f521f173ff5af3da87de9b1f80 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 05:59:08 -0700
Subject: [PATCH 16/64] Delete readme.md

---
 .../pre-trained models/Normal LSTM/readme.md               | 7 -------
 1 file changed, 7 deletions(-)
 delete mode 100644 keras implementation/pre-trained models/Normal LSTM/readme.md

diff --git a/keras implementation/pre-trained models/Normal LSTM/readme.md b/keras implementation/pre-trained models/Normal LSTM/readme.md
deleted file mode 100644
index 1e4f7af..0000000
--- a/keras implementation/pre-trained models/Normal LSTM/readme.md	
+++ /dev/null
@@ -1,7 +0,0 @@
-## Architecture
-
-An LSTM containg 500 hidden units. Finally merged with 4096 image features, followed by a feed forward neural net containg 1000 and 500 hidden units in the hidden layers. Since while training, the 1000 most frequently occuring answers are taken, the output layer has 1000 nodes.
-
-## Weights
-
-The weights of this model can be downloaded from 

From 0309380f35eedb094a4551ddd7c3fe900ab0db02 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 05:59:28 -0700
Subject: [PATCH 17/64] Delete normal_1_lstm_timedistributed_2hidden.json

---
 .../normal_1_lstm_timedistributed_2hidden.json                   | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json

diff --git a/keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json b/keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json
deleted file mode 100644
index 895af56..0000000
--- a/keras implementation/pre-trained models/Time Distributed LSTM/normal_1_lstm_timedistributed_2hidden.json	
+++ /dev/null
@@ -1 +0,0 @@
-{"config": [{"config": {"output_shape_type": "raw", "mode_type": "raw", "output_shape": null, "layers": [{"config": [{"config": {"name": "reshape_1", "batch_input_shape": [null, 4096], "trainable": true, "input_dtype": "float32", "target_shape": [4096]}, "class_name": "Reshape"}], "class_name": "Sequential"}, {"config": [{"config": {"go_backwards": false, "activation": "tanh", "unroll": false, "output_dim": 50, "W_regularizer": null, "batch_input_shape": [null, 23, 300], "name": "lstm_1", "dropout_U": 0.0, "init": "glorot_uniform", "inner_init": "orthogonal", "b_regularizer": null, "input_dim": 300, "consume_less": "cpu", "input_length": null, "dropout_W": 0.0, "stateful": false, "forget_bias_init": "one", "U_regularizer": null, "input_dtype": "float32", "inner_activation": "hard_sigmoid", "trainable": true, "return_sequences": true}, "class_name": "LSTM"}, {"config": {"name": "timedistributed_1", "layer": {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 100, "W_regularizer": null, "b_constraint": null, "activation": "relu", "name": "dense_1", "bias": true, "trainable": true, "init": "uniform", "b_regularizer": null}, "class_name": "Dense"}, "trainable": true}, "class_name": "TimeDistributed"}, {"config": {"name": "reshape_2", "trainable": true, "target_shape": [2300]}, "class_name": "Reshape"}], "class_name": "Sequential"}], "name": "merge_1", "concat_axis": -1, "dot_axes": [-1, -1], "mode": "concat"}, "class_name": "Merge"}, {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 1000, "W_regularizer": null, "b_constraint": null, "activation": "relu", "name": "dense_2", "b_regularizer": null, "trainable": true, "init": "uniform", "bias": true}, "class_name": "Dense"}, {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 500, "W_regularizer": null, "b_constraint": null, "activation": "relu", "name": "dense_3", "b_regularizer": null, "trainable": true, "init": "uniform", "bias": true}, "class_name": "Dense"}, {"config": {"activity_regularizer": null, "input_dim": null, "W_constraint": null, "output_dim": 1000, "W_regularizer": null, "b_constraint": null, "activation": "softmax", "name": "dense_4", "b_regularizer": null, "trainable": true, "init": "glorot_uniform", "bias": true}, "class_name": "Dense"}], "class_name": "Sequential"}
\ No newline at end of file

From 438db28fc1da32288156e68c4ccc020af96f1d9b Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:01:34 -0700
Subject: [PATCH 18/64] Delete readme.md

---
 .../pre-trained models/Time Distributed LSTM/readme.md | 10 ----------
 1 file changed, 10 deletions(-)
 delete mode 100644 keras implementation/pre-trained models/Time Distributed LSTM/readme.md

diff --git a/keras implementation/pre-trained models/Time Distributed LSTM/readme.md b/keras implementation/pre-trained models/Time Distributed LSTM/readme.md
deleted file mode 100644
index a89fbd9..0000000
--- a/keras implementation/pre-trained models/Time Distributed LSTM/readme.md	
+++ /dev/null
@@ -1,10 +0,0 @@
-## Architecture
-
-Here the word vector of every word is collected in a 3-d Tensor-(None,<time sequence length-23>,<hidden dimensions of RNN=50>). This in turn is sent into a Dense Layer(Time Distributed Layer- thus again producing a 3d tensor but of higher dimension(about 100) of every word).This layer is then reshaped this layer into a normal 2d tensor of shape(None,23*100). Finally this is merged along with the image features(4096 features form VGG net)
-
-Optimizer: RMSProp
-Loss:Categorical Cross Entropy
-
-## Weights
-
-The weights of this model can be downloaded from https://drive.google.com/open?id=0B_KG6xVZJiZtRUpoZnhUa3JhZUU

From f6835c824b40b9083837243ed206052d7f1bd185 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:02:44 -0700
Subject: [PATCH 19/64] Delete readme.md

---
 keras implementation/pre-trained models/readme.md | 5 -----
 1 file changed, 5 deletions(-)
 delete mode 100644 keras implementation/pre-trained models/readme.md

diff --git a/keras implementation/pre-trained models/readme.md b/keras implementation/pre-trained models/readme.md
deleted file mode 100644
index 1e0e06e..0000000
--- a/keras implementation/pre-trained models/readme.md	
+++ /dev/null
@@ -1,5 +0,0 @@
-## Collection of pretrained models with their weights
-
-## Accuracy
-
-LSTM with Time Distributed Layer : 34.3 %

From ae836ce56b9960c4947f4c7285e2b64f324b7d1a Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:03:38 -0700
Subject: [PATCH 20/64] Delete create_normal_gru.py

---
 .../creating_models/create_normal_gru.py      | 44 -------------------
 1 file changed, 44 deletions(-)
 delete mode 100644 keras implementation/creating_models/create_normal_gru.py

diff --git a/keras implementation/creating_models/create_normal_gru.py b/keras implementation/creating_models/create_normal_gru.py
deleted file mode 100644
index 401e60a..0000000
--- a/keras implementation/creating_models/create_normal_gru.py	
+++ /dev/null
@@ -1,44 +0,0 @@
-from keras.layers import Dense,Activation,Dropout,Reshape,Merge
-from keras.layers.wrappers import TimeDistributed
-from keras.layers.recurrent import LSTM,GRU
-from keras.optimizers import SGD
-from keras.callbacks import ModelCheckpoint,TensorBoard
-from keras.models import Sequential,model_from_json
-
-
-
-##creating the model in Keras
-img_dim=4096
-quest_dim=500
-total_epochs=100
-SEQ_LENGTH=23
-word_vec_dim=300
-hidden_dim_feed=1000
-
-#########################################################################
-
-##will load the image model here
-image_model=Sequential()
-# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
-image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
-
-##will import the language model here
-questions_model=Sequential()
-questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
-# questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
-
-
-################################################################################
-
-model=Sequential()
-##merging image_dim and quest_dim
-model.add(Merge([image_model,questions_model],mode='concat'))
-model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
-model.add(Dense(output_dim=500,activation='relu',init='uniform'))
-model.add(Dense(output_dim=1000,activation='softmax'))
-##because we are choosing 1000 most frequently occuring questions
-# ##saving the model to json
-name_model_mlp=model.to_json()
-open('C:/Users/ezio/Desktop/vqa/model/normal_2_lstm_nodistributed_2hidden.json','w').write(name_model_mlp)
-print("Model is saved")
-

From 960673f14b4169a9b051468e32dd9b3a4be44638 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:04:11 -0700
Subject: [PATCH 21/64] Delete create_normal_lstm.py

---
 .../creating_models/create_normal_lstm.py     | 45 -------------------
 1 file changed, 45 deletions(-)
 delete mode 100644 keras implementation/creating_models/create_normal_lstm.py

diff --git a/keras implementation/creating_models/create_normal_lstm.py b/keras implementation/creating_models/create_normal_lstm.py
deleted file mode 100644
index 772bd51..0000000
--- a/keras implementation/creating_models/create_normal_lstm.py	
+++ /dev/null
@@ -1,45 +0,0 @@
-from keras.layers import Dense,Activation,Dropout,Reshape,Merge
-from keras.layers.wrappers import TimeDistributed
-from keras.layers.recurrent import LSTM,GRU
-from keras.optimizers import SGD
-from keras.callbacks import ModelCheckpoint,TensorBoard
-from keras.models import Sequential,model_from_json
-
-
-
-##creating the model in Keras
-img_dim=4096
-quest_dim=500
-total_epochs=100
-SEQ_LENGTH=23
-word_vec_dim=300
-hidden_dim_feed=1000
-
-#########################################################################
-
-##will load the image model here
-image_model=Sequential()
-# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
-image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
-
-##will import the language model here
-questions_model=Sequential()
-questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
-questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
-
-
-################################################################################
-
-model=Sequential()
-##merging image_dim and quest_dim
-model.add(Merge([image_model,questions_model],mode='concat'))
-model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
-model.add(Dense(output_dim=500,activation='relu',init='uniform'))
-model.add(Dense(output_dim=1000,activation='softmax'))
-##because we are choosing 1000 most frequently occuring questions
-
-# ##saving the model to json
-name_model_mlp=model.to_json()
-open('C:/Users/ezio/Desktop/vqa/model/normal_2_lstm_nodistributed_2hidden.json','w').write(name_model_mlp)
-print("Model is saved")
-

From b10ddde55550b00549e2a46f7ddde96748f73d79 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:04:25 -0700
Subject: [PATCH 22/64] Delete create_timedistributedGRU.py

---
 .../create_timedistributedGRU.py              | 42 -------------------
 1 file changed, 42 deletions(-)
 delete mode 100644 keras implementation/creating_models/create_timedistributedGRU.py

diff --git a/keras implementation/creating_models/create_timedistributedGRU.py b/keras implementation/creating_models/create_timedistributedGRU.py
deleted file mode 100644
index 409ca27..0000000
--- a/keras implementation/creating_models/create_timedistributedGRU.py	
+++ /dev/null
@@ -1,42 +0,0 @@
-from keras.layers import Dense,Activation,Dropout,Reshape,Merge
-from keras.layers.wrappers import TimeDistributed
-from keras.layers.recurrent import LSTM,GRU
-from keras.optimizers import SGD
-from keras.callbacks import ModelCheckpoint,TensorBoard
-from keras.models import Sequential,model_from_json
-
-
-img_dim=4096
-quest_dim=50
-total_epochs=100
-SEQ_LENGTH=23
-word_vec_dim=300
-hidden_dim_feed=1000
-
-#########################################################################
-# '''
-##will load the image model here
-image_model=Sequential()
-# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
-image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
-
-##will import the language model here
-questions_model=Sequential()
-questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
-questions_model.add(TimeDistributed(Dense(100,activation='relu',init='uniform')))
-questions_model.add(Reshape((23*100,)))
-
-################################################################################
-
-model=Sequential()
-##merging image_dim and quest_dim
-model.add(Merge([image_model,questions_model],mode='concat'))
-model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
-model.add(Dense(output_dim=500,activation='relu',init='uniform'))
-model.add(Dense(output_dim=1000,activation='softmax'))
-
-# ##saving the model to json
-name_model_mlp=model.to_json()
-open('C:/Users/ezio/Desktop/vqa/model/normal_1_gru_timedistributed_2hidden.json','w').write(name_model_mlp)
-print("Model is saved")
-import gc; gc.collect()

From 4d7ddb5e6ad4cf4e25d3f8b622fd7d65205b5b3a Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:04:47 -0700
Subject: [PATCH 23/64] Delete create_timedistributed_lstm.py

---
 .../create_timedistributed_lstm.py            | 43 -------------------
 1 file changed, 43 deletions(-)
 delete mode 100644 keras implementation/creating_models/create_timedistributed_lstm.py

diff --git a/keras implementation/creating_models/create_timedistributed_lstm.py b/keras implementation/creating_models/create_timedistributed_lstm.py
deleted file mode 100644
index 60d2489..0000000
--- a/keras implementation/creating_models/create_timedistributed_lstm.py	
+++ /dev/null
@@ -1,43 +0,0 @@
-from keras.layers import Dense,Activation,Dropout,Reshape,Merge
-from keras.layers.wrappers import TimeDistributed
-from keras.layers.recurrent import LSTM,GRU
-from keras.optimizers import SGD
-from keras.callbacks import ModelCheckpoint,TensorBoard
-from keras.models import Sequential,model_from_json
-
-
-img_dim=4096
-quest_dim=50
-total_epochs=100
-SEQ_LENGTH=23
-word_vec_dim=300
-hidden_dim_feed=1000
-
-#########################################################################
-# '''
-##will load the image model here
-image_model=Sequential()
-# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
-image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
-
-##will import the language model here
-questions_model=Sequential()
-questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
-# questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
-questions_model.add(TimeDistributed(Dense(100,activation='relu',init='uniform')))
-questions_model.add(Reshape((23*100,)))
-
-################################################################################
-
-model=Sequential()
-##merging image_dim and quest_dim
-model.add(Merge([image_model,questions_model],mode='concat'))
-model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
-model.add(Dense(output_dim=500,activation='relu',init='uniform'))
-model.add(Dense(output_dim=1000,activation='softmax'))
-
-# ##saving the model to json
-name_model_mlp=model.to_json()
-open('C:/Users/ezio/Desktop/vqa/model/normal_1_gru_timedistributed_2hidden.json','w').write(name_model_mlp)
-print("Model is saved")
-import gc; gc.collect()

From 841a7502ba9e8940b37ff5d8c0c4b304ed25e6a0 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:05:00 -0700
Subject: [PATCH 24/64] Delete readme

---
 keras implementation/creating_models/readme | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 keras implementation/creating_models/readme

diff --git a/keras implementation/creating_models/readme b/keras implementation/creating_models/readme
deleted file mode 100644
index a83201e..0000000
--- a/keras implementation/creating_models/readme	
+++ /dev/null
@@ -1 +0,0 @@
-Scripts for creating various models

From 5ee0da0d201fe0a10e579a68e5ef19051e134f8e Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:12:10 -0700
Subject: [PATCH 25/64] Create readme.md

---
 keras implementation/features/readme.md | 7 +++++++
 1 file changed, 7 insertions(+)
 create mode 100644 keras implementation/features/readme.md

diff --git a/keras implementation/features/readme.md b/keras implementation/features/readme.md
new file mode 100644
index 0000000..5a72e85
--- /dev/null
+++ b/keras implementation/features/readme.md	
@@ -0,0 +1,7 @@
+Mapping every image to the 4096 precomputed 
+
+Can download and unzip the features (**change the path of the VGG features .mat** in the **training.py** and **testing_model.py** depending where you place it)
+
+## Download link  
+
+http://cs.stanford.edu/people/karpathy/deepimagesent/coco.zip

From fad4f4eedd7428a40108d147a04423cd51d5539d Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:12:56 -0700
Subject: [PATCH 26/64] Add files via upload

---
 .../features/coco_vgg_IDMap.txt               | 123287 +++++++++++++++
 1 file changed, 123287 insertions(+)
 create mode 100644 keras implementation/features/coco_vgg_IDMap.txt

diff --git a/keras implementation/features/coco_vgg_IDMap.txt b/keras implementation/features/coco_vgg_IDMap.txt
new file mode 100644
index 0000000..faa35a2
--- /dev/null
+++ b/keras implementation/features/coco_vgg_IDMap.txt	
@@ -0,0 +1,123287 @@
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\ No newline at end of file

From 65b400a7c7ea44e4700b73a2c45d33dc7bf786c3 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:22:41 -0700
Subject: [PATCH 27/64] Create readme.md

---
 keras implementation/model/readme.md | 5 +++++
 1 file changed, 5 insertions(+)
 create mode 100644 keras implementation/model/readme.md

diff --git a/keras implementation/model/readme.md b/keras implementation/model/readme.md
new file mode 100644
index 0000000..110e330
--- /dev/null
+++ b/keras implementation/model/readme.md	
@@ -0,0 +1,5 @@
+Contains the different models json files
+
+- **normal_2_gru_nodistributed_2hidden.json**:  2 stacked GRU + CNN(4096 features) + Feed Forward(2 hidden layers)
+- **normal_2_lstm_nodistributed_2hidden.json**: 2 stacked LSTM + CNN(4096 features) + Feed Forward(2 hidden layers)
+

From e3d3fd37872f6c62afdcaf43d5cb7baf89892b25 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:25:06 -0700
Subject: [PATCH 28/64] Add files via upload

---
 keras implementation/model/label_encoder.pkl  | Bin 0 -> 636338 bytes
 .../normal_2_gru_nodistributed_2hidden.json   |   1 +
 .../normal_2_lstm_nodistributed_2hidden.json  |   1 +
 keras implementation/model/vgg_19.py          |  82 ++++++++++++++++++
 4 files changed, 84 insertions(+)
 create mode 100644 keras implementation/model/label_encoder.pkl
 create mode 100644 keras implementation/model/normal_2_gru_nodistributed_2hidden.json
 create mode 100644 keras implementation/model/normal_2_lstm_nodistributed_2hidden.json
 create mode 100644 keras implementation/model/vgg_19.py

diff --git a/keras implementation/model/label_encoder.pkl b/keras implementation/model/label_encoder.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..c7444588cdfe7d7f2fab7bb1aadcc660571bf482
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diff --git a/keras implementation/model/normal_2_gru_nodistributed_2hidden.json b/keras implementation/model/normal_2_gru_nodistributed_2hidden.json
new file mode 100644
index 0000000..40d3793
--- /dev/null
+++ b/keras implementation/model/normal_2_gru_nodistributed_2hidden.json	
@@ -0,0 +1 @@
+{"class_name": "Sequential", "config": [{"class_name": "Merge", "config": {"mode": "concat", "mode_type": "raw", "output_shape": null, "concat_axis": -1, "output_shape_type": "raw", "dot_axes": [-1, -1], "name": "merge_1", "layers": [{"class_name": "Sequential", "config": [{"class_name": "Reshape", "config": {"trainable": true, "input_dtype": "float32", "name": "reshape_1", "target_shape": [4096], "batch_input_shape": [null, 4096]}}]}, {"class_name": "Sequential", "config": [{"class_name": "GRU", "config": {"return_sequences": true, "inner_init": "orthogonal", "b_regularizer": null, "U_regularizer": null, "trainable": true, "consume_less": "cpu", "unroll": false, "input_dtype": "float32", "dropout_U": 0.0, "batch_input_shape": [null, 23, 300], "stateful": false, "init": "glorot_uniform", "go_backwards": false, "input_dim": 300, "activation": "tanh", "W_regularizer": null, "inner_activation": "hard_sigmoid", "dropout_W": 0.0, "output_dim": 500, "input_length": null, "name": "gru_1"}}, {"class_name": "GRU", "config": {"return_sequences": false, "inner_init": "orthogonal", "b_regularizer": null, "U_regularizer": null, "trainable": true, "consume_less": "cpu", "unroll": false, "input_dtype": "float32", "dropout_U": 0.0, "batch_input_shape": [null, 23, 300], "stateful": false, "init": "glorot_uniform", "go_backwards": false, "input_dim": 500, "activation": "tanh", "W_regularizer": null, "inner_activation": "hard_sigmoid", "dropout_W": 0.0, "output_dim": 500, "input_length": null, "name": "gru_2"}}]}]}}, {"class_name": "Dense", "config": {"W_constraint": null, "b_regularizer": null, "output_dim": 1000, "trainable": true, "bias": true, "input_dim": null, "W_regularizer": null, "activity_regularizer": null, "activation": "relu", "b_constraint": null, "init": "uniform", "name": "dense_1"}}, {"class_name": "Dense", "config": {"W_constraint": null, "b_regularizer": null, "output_dim": 500, "trainable": true, "bias": true, "input_dim": null, "W_regularizer": null, "activity_regularizer": null, "activation": "relu", "b_constraint": null, "init": "uniform", "name": "dense_2"}}, {"class_name": "Dense", "config": {"W_constraint": null, "b_regularizer": null, "output_dim": 1000, "trainable": true, "bias": true, "input_dim": null, "W_regularizer": null, "activity_regularizer": null, "activation": "softmax", "b_constraint": null, "init": "glorot_uniform", "name": "dense_3"}}]}
\ No newline at end of file
diff --git a/keras implementation/model/normal_2_lstm_nodistributed_2hidden.json b/keras implementation/model/normal_2_lstm_nodistributed_2hidden.json
new file mode 100644
index 0000000..5a6b0ca
--- /dev/null
+++ b/keras implementation/model/normal_2_lstm_nodistributed_2hidden.json	
@@ -0,0 +1 @@
+{"class_name": "Sequential", "config": [{"class_name": "Merge", "config": {"name": "merge_1", "output_shape": null, "concat_axis": -1, "dot_axes": [-1, -1], "mode_type": "raw", "layers": [{"class_name": "Sequential", "config": [{"class_name": "Reshape", "config": {"batch_input_shape": [null, 4096], "trainable": true, "name": "reshape_1", "input_dtype": "float32", "target_shape": [4096]}}]}, {"class_name": "Sequential", "config": [{"class_name": "LSTM", "config": {"forget_bias_init": "one", "unroll": false, "batch_input_shape": [null, 23, 300], "input_dim": 300, "dropout_U": 0.0, "trainable": true, "input_length": null, "output_dim": 500, "name": "lstm_1", "W_regularizer": null, "init": "glorot_uniform", "stateful": false, "consume_less": "cpu", "go_backwards": false, "U_regularizer": null, "return_sequences": true, "b_regularizer": null, "dropout_W": 0.0, "inner_init": "orthogonal", "inner_activation": "hard_sigmoid", "input_dtype": "float32", "activation": "tanh"}}, {"class_name": "LSTM", "config": {"forget_bias_init": "one", "unroll": false, "batch_input_shape": [null, 23, 300], "input_dim": 500, "dropout_U": 0.0, "trainable": true, "input_length": null, "output_dim": 500, "name": "lstm_2", "W_regularizer": null, "init": "glorot_uniform", "stateful": false, "consume_less": "cpu", "go_backwards": false, "U_regularizer": null, "return_sequences": false, "b_regularizer": null, "dropout_W": 0.0, "inner_init": "orthogonal", "inner_activation": "hard_sigmoid", "input_dtype": "float32", "activation": "tanh"}}]}], "mode": "concat", "output_shape_type": "raw"}}, {"class_name": "Dense", "config": {"bias": true, "init": "uniform", "input_dim": null, "b_regularizer": null, "b_constraint": null, "activity_regularizer": null, "W_constraint": null, "trainable": true, "output_dim": 1000, "name": "dense_1", "W_regularizer": null, "activation": "relu"}}, {"class_name": "Dense", "config": {"bias": true, "init": "uniform", "input_dim": null, "b_regularizer": null, "b_constraint": null, "activity_regularizer": null, "W_constraint": null, "trainable": true, "output_dim": 500, "name": "dense_2", "W_regularizer": null, "activation": "relu"}}, {"class_name": "Dense", "config": {"bias": true, "init": "glorot_uniform", "input_dim": null, "b_regularizer": null, "b_constraint": null, "activity_regularizer": null, "W_constraint": null, "trainable": true, "output_dim": 1000, "name": "dense_3", "W_regularizer": null, "activation": "softmax"}}]}
\ No newline at end of file
diff --git a/keras implementation/model/vgg_19.py b/keras implementation/model/vgg_19.py
new file mode 100644
index 0000000..f22c5bc
--- /dev/null
+++ b/keras implementation/model/vgg_19.py	
@@ -0,0 +1,82 @@
+from keras.models import Sequential
+from keras.layers.core import Flatten, Dense, Dropout
+from keras.layers.convolutional import Convolution2D, MaxPooling2D, ZeroPadding2D
+from keras.optimizers import SGD
+from keras.utils.visualize_util import plot
+
+def pop(model):
+    '''Removes a layer instance on top of the layer stack.
+    This code is thanks to @joelthchao https://github.com/fchollet/keras/issues/2371#issuecomment-211734276
+    '''
+    if not model.outputs:
+        raise Exception('Sequential model cannot be popped: model is empty.')
+    else:
+        model.layers.pop()
+        if not model.layers:
+            model.outputs = []
+            model.inbound_nodes = []
+            model.outbound_nodes = []
+        else:
+            model.layers[-1].outbound_nodes = []
+            model.outputs = [model.layers[-1].output]
+        model.built = False
+
+    return model
+
+def VGG_19(weights_path=None):
+    model = Sequential()
+    model.add(ZeroPadding2D((1,1),input_shape=(3,224,224)))
+    model.add(Convolution2D(64, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(64, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(128, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(128, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(Flatten())
+    model.add(Dense(4096, activation='relu'))
+    model.add(Dropout(0.5))
+    model.add(Dense(4096, activation='relu'))
+    model.add(Dropout(0.5))
+    model.add(Dense(1000, activation='softmax'))
+
+    if weights_path:
+        model.load_weights(weights_path)
+
+    model=pop(model)
+    model=pop(model)
+    return model
\ No newline at end of file

From f895c47ecd3a6be0d80b6ac2eaedb9815fa8d8fc Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:27:24 -0700
Subject: [PATCH 29/64] Delete vgg_19.py

---
 keras implementation/model/vgg_19.py | 82 ----------------------------
 1 file changed, 82 deletions(-)
 delete mode 100644 keras implementation/model/vgg_19.py

diff --git a/keras implementation/model/vgg_19.py b/keras implementation/model/vgg_19.py
deleted file mode 100644
index f22c5bc..0000000
--- a/keras implementation/model/vgg_19.py	
+++ /dev/null
@@ -1,82 +0,0 @@
-from keras.models import Sequential
-from keras.layers.core import Flatten, Dense, Dropout
-from keras.layers.convolutional import Convolution2D, MaxPooling2D, ZeroPadding2D
-from keras.optimizers import SGD
-from keras.utils.visualize_util import plot
-
-def pop(model):
-    '''Removes a layer instance on top of the layer stack.
-    This code is thanks to @joelthchao https://github.com/fchollet/keras/issues/2371#issuecomment-211734276
-    '''
-    if not model.outputs:
-        raise Exception('Sequential model cannot be popped: model is empty.')
-    else:
-        model.layers.pop()
-        if not model.layers:
-            model.outputs = []
-            model.inbound_nodes = []
-            model.outbound_nodes = []
-        else:
-            model.layers[-1].outbound_nodes = []
-            model.outputs = [model.layers[-1].output]
-        model.built = False
-
-    return model
-
-def VGG_19(weights_path=None):
-    model = Sequential()
-    model.add(ZeroPadding2D((1,1),input_shape=(3,224,224)))
-    model.add(Convolution2D(64, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(64, 3, 3, activation='relu'))
-    model.add(MaxPooling2D((2,2), strides=(2,2)))
-
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(128, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(128, 3, 3, activation='relu'))
-    model.add(MaxPooling2D((2,2), strides=(2,2)))
-
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(256, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(256, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(256, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(256, 3, 3, activation='relu'))
-    model.add(MaxPooling2D((2,2), strides=(2,2)))
-
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(MaxPooling2D((2,2), strides=(2,2)))
-
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(ZeroPadding2D((1,1)))
-    model.add(Convolution2D(512, 3, 3, activation='relu'))
-    model.add(MaxPooling2D((2,2), strides=(2,2)))
-
-    model.add(Flatten())
-    model.add(Dense(4096, activation='relu'))
-    model.add(Dropout(0.5))
-    model.add(Dense(4096, activation='relu'))
-    model.add(Dropout(0.5))
-    model.add(Dense(1000, activation='softmax'))
-
-    if weights_path:
-        model.load_weights(weights_path)
-
-    model=pop(model)
-    model=pop(model)
-    return model
\ No newline at end of file

From c56015cc94f290c4ffa2aeaacbb79b3ed906f7b7 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:29:49 -0700
Subject: [PATCH 30/64] Update readme.md

---
 keras implementation/model/readme.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/keras implementation/model/readme.md b/keras implementation/model/readme.md
index 110e330..806b0bd 100644
--- a/keras implementation/model/readme.md	
+++ b/keras implementation/model/readme.md	
@@ -3,3 +3,6 @@ Contains the different models json files
 - **normal_2_gru_nodistributed_2hidden.json**:  2 stacked GRU + CNN(4096 features) + Feed Forward(2 hidden layers)
 - **normal_2_lstm_nodistributed_2hidden.json**: 2 stacked LSTM + CNN(4096 features) + Feed Forward(2 hidden layers)
 
+
+the label encoder simply encodes and decodes answers from text to a vector and vice-versa. 
+

From 90d74d1e4093fba65e898f31531bb2c4a07bdcb9 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:31:46 -0700
Subject: [PATCH 31/64] Create readme.md

---
 keras implementation/model_creation/readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/model_creation/readme.md

diff --git a/keras implementation/model_creation/readme.md b/keras implementation/model_creation/readme.md
new file mode 100644
index 0000000..71a110d
--- /dev/null
+++ b/keras implementation/model_creation/readme.md	
@@ -0,0 +1 @@
+Scripts for creating various models and store it in the model directory

From 876019e523b92711a5cdbf60c684209d943cbe08 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:32:23 -0700
Subject: [PATCH 32/64] Add files via upload

---
 .../model_creation/create_normal_gru.py       | 45 ++++++++++++++++++
 .../model_creation/create_normal_lstm.py      | 46 +++++++++++++++++++
 2 files changed, 91 insertions(+)
 create mode 100644 keras implementation/model_creation/create_normal_gru.py
 create mode 100644 keras implementation/model_creation/create_normal_lstm.py

diff --git a/keras implementation/model_creation/create_normal_gru.py b/keras implementation/model_creation/create_normal_gru.py
new file mode 100644
index 0000000..b698a9d
--- /dev/null
+++ b/keras implementation/model_creation/create_normal_gru.py	
@@ -0,0 +1,45 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+
+##creating the model in Keras
+img_dim=4096
+quest_dim=500
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+no_classes=1000
+#########################################################################
+
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
+
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=no_classes,activation='softmax'))
+##because we are choosing 1000 most frequently occuring questions
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('../model/normal_2_gru_nodistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+
+import gc ; gc.collect()
\ No newline at end of file
diff --git a/keras implementation/model_creation/create_normal_lstm.py b/keras implementation/model_creation/create_normal_lstm.py
new file mode 100644
index 0000000..f5f557a
--- /dev/null
+++ b/keras implementation/model_creation/create_normal_lstm.py	
@@ -0,0 +1,46 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+
+##creating the model in Keras
+img_dim=4096
+quest_dim=500
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+no_classes=1000
+
+#########################################################################
+
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=False))
+
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=no_classes,activation='softmax'))
+##because we are choosing 1000 most frequently occuring questions
+
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('../model/normal_2_lstm_nodistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+

From 9bff556ece8f58b34a3b2cc1fb1745b49d64fdd8 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:44:24 -0700
Subject: [PATCH 33/64] Create readme.md

---
 keras implementation/learn/readme.md | 6 ++++++
 1 file changed, 6 insertions(+)
 create mode 100644 keras implementation/learn/readme.md

diff --git a/keras implementation/learn/readme.md b/keras implementation/learn/readme.md
new file mode 100644
index 0000000..29fb2c5
--- /dev/null
+++ b/keras implementation/learn/readme.md	
@@ -0,0 +1,6 @@
+Contains 2 scripts:
+
+- free_mem.py : Free GPU memory as and when needed
+- workspace_2.py : Script containing functions to get the image computed features, question tensor (to feed it in the LSTM) , and also load the features directly from the vgg 19 model(**[IMPORTANT]**: Since training is done on VGG 16, try not to use this code as it will give error if incorrect weights are loaded or low accuracy even if correct weights are loaded)
+
+- vgg_19_workspace.py: Constructs VGG 19 layer and removes the top two layers as we are training on 4096 image features. This code is inspired from https://github.com/thtrieu/essence/blob/master/src/utils/VGG.py which os the same for VGG 16

From 8b6637b64948310857943a71b691b6d10553c502 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:45:31 -0700
Subject: [PATCH 34/64] Add files via upload

---
 keras implementation/learn/free_mem.py        |   3 +
 .../learn/vgg_19_workspace.py                 |  80 ++++++++++++
 keras implementation/learn/workspace_2.py     | 120 ++++++++++++++++++
 3 files changed, 203 insertions(+)
 create mode 100644 keras implementation/learn/free_mem.py
 create mode 100644 keras implementation/learn/vgg_19_workspace.py
 create mode 100644 keras implementation/learn/workspace_2.py

diff --git a/keras implementation/learn/free_mem.py b/keras implementation/learn/free_mem.py
new file mode 100644
index 0000000..5d11a93
--- /dev/null
+++ b/keras implementation/learn/free_mem.py	
@@ -0,0 +1,3 @@
+import keras
+import gc
+gc.collect()
diff --git a/keras implementation/learn/vgg_19_workspace.py b/keras implementation/learn/vgg_19_workspace.py
new file mode 100644
index 0000000..b79502f
--- /dev/null
+++ b/keras implementation/learn/vgg_19_workspace.py	
@@ -0,0 +1,80 @@
+from keras.models import Sequential
+from keras.layers.core import Flatten, Dense, Dropout
+from keras.layers.convolutional import Convolution2D, MaxPooling2D, ZeroPadding2D
+from keras.optimizers import SGD
+from keras.utils.visualize_util import plot
+
+def pop(model):
+
+    if not model.outputs:
+        raise Exception('Sequential model cannot be popped: model is empty.')
+    else:
+        model.layers.pop()
+        if not model.layers:
+            model.outputs = []
+            model.inbound_nodes = []
+            model.outbound_nodes = []
+        else:
+            model.layers[-1].outbound_nodes = []
+            model.outputs = [model.layers[-1].output]
+        model.built = False
+
+    return model
+
+def VGG_19(weights_path=None):
+    model = Sequential()
+    model.add(ZeroPadding2D((1,1),input_shape=(3,224,224)))
+    model.add(Convolution2D(64, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(64, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(128, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(128, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(256, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(ZeroPadding2D((1,1)))
+    model.add(Convolution2D(512, 3, 3, activation='relu'))
+    model.add(MaxPooling2D((2,2), strides=(2,2)))
+
+    model.add(Flatten())
+    model.add(Dense(4096, activation='relu'))
+    model.add(Dropout(0.5))
+    model.add(Dense(4096, activation='relu'))
+    model.add(Dropout(0.5))
+    model.add(Dense(1000, activation='softmax'))
+
+    if weights_path:
+        model.load_weights(weights_path)
+
+    model=pop(model)
+    model=pop(model)
+    return model
\ No newline at end of file
diff --git a/keras implementation/learn/workspace_2.py b/keras implementation/learn/workspace_2.py
new file mode 100644
index 0000000..c44d9db
--- /dev/null
+++ b/keras implementation/learn/workspace_2.py	
@@ -0,0 +1,120 @@
+from keras.preprocessing.sequence import pad_sequences
+import spacy
+from keras.utils import np_utils
+from keras import optimizers
+import cv2
+import numpy as np
+import tensorflow as tf
+# import scipy .io
+from sklearn.externals import joblib
+import vgg_19_workspace
+
+tf.python.control_flow_ops = tf
+print("Started")
+
+def get_answers_mat(answers_batch,labelencoder):
+    y=labelencoder.transform(answers_batch)
+    no_classes=labelencoder.classes_.shape[0]
+    y=np_utils.to_categorical(y,no_classes)
+    return y
+
+
+def get_curr_question_tensor(curr_question,word_embeddings):
+    tokens=word_embeddings(curr_question)
+    curr_question_tensor=np.zeros((300,))
+    for i in tokens:
+        curr_question_tensor=np.vstack((curr_question_tensor,i.vector))
+    return curr_question_tensor[1:,:]
+
+
+def recieve_batch(batch_questions,word_embeddings):
+    ##take a question and pass it to get_curr_question tensor
+    batch_question_tensor=[]
+    for i in batch_questions:
+        batch_question_tensor.append(get_curr_question_tensor(i,word_embeddings))
+    ##this part is wrong and will be removed later
+    # batch_question_tensor=np.array(batch_question_tensor)
+    # print(batch_question_tensor.shape)
+    batch_question_tensor=pad_sequences(batch_question_tensor, maxlen=23)
+    # print(batch_question_tensor.shape)
+    return(batch_question_tensor)
+
+# x=get_curr_question_tensor('Hi my name is Fenil')
+# print(x.shape)
+# recieve_batch(('Hi my name is Fenil','Hi my name is'))
+
+
+
+
+
+def get_image_model(CNN_weights_file_name):
+    ''' Takes the CNN weights file, and returns the VGG model update
+    with the weights. Requires the file VGG.py inside models/CNN '''
+
+    image_model = VGG_19(CNN_weights_file_name)
+
+
+    sgd = SGD(lr=0.1, decay=0, momentum=0.8, nesterov=False)
+
+
+    image_model.compile(optimizer=sgd, loss='categorical_crossentropy')
+    return image_model
+
+def get_image_features(image_file_name, CNN_weights_file_name):
+    ''' Runs the given image_file to VGG 16 model and returns the
+    weights (filters) as a 1, 4096 dimension vector '''
+    image_model = VGG_19(CNN_weights_file_name)
+
+    image_features = np.zeros((1, 4096))
+    # Magic_Number = 4096  > Comes from last layer of VGG Model
+
+    # Since VGG was trained as a image of 224x224, every new image
+    # is required to go through the same transformation
+    im = cv2.resize(cv2.imread(image_file_name), (224, 224))
+    im = im.transpose((2, 0, 1))  # convert the image to RGBA
+
+    # this axis dimension is required because VGG was trained on a dimension
+    # of 1, 3, 224, 224 (first axis is for the batch size
+    # even though we are using only one image, we have to keep the dimensions consistent
+    im = np.expand_dims(im, axis=0)
+
+    image_features[0, :] = get_image_model(CNN_weights_file_name).predict(im)[0]
+    return image_features
+
+def get_image_features(image_id,im_map,vgg_pre_features):
+    num_dim=4096
+    num_samples=len(image_id)
+    image_features=np.zeros((num_samples,num_dim))
+    for i in range(len(image_id)):
+        image_features[i,:]=vgg_pre_features[:,im_map[image_id[i]]]
+    return image_features
+
+
+# imgind_to_features=open('C:/Users/ezio/Desktop/vqa/features/coco_vgg_IDMap.txt','r').read().splitlines()
+# vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
+# features_struct = scipy.io.loadmat(vgg_model_path)
+# VGG_features=features_struct['feats']
+# # x=get_image_features(img_file,weights)
+# x=('524291', '524291')
+# im_feat={}
+# for i in imgind_to_features:
+#     temp=i.split()
+#     im_feat[temp[0]]=int(temp[1])
+# l=get_image_features(x,im_feat,VGG_features)
+# print(l.shape)
+'''
+
+
+label_encoder=joblib.load('C:/Users/ezio/Desktop/vqa/model/label_encoder.pkl')
+print('Done')
+no_classes=len(label_encoder.classes_)
+
+
+
+answers=('orange;orange;orange;orange;orange;orange;orange;orange;orange;orange', 'yes;yes;yes;yes;yes;no;yes;yes;yes;yes')
+y=get_answers_mat(answers_batch=answers,labelencoder=label_encoder)
+for i in y[1]:
+    if(i==1):
+        print("Yes")
+import gc; gc.collect()
+'''
\ No newline at end of file

From 99fc98f7a95692849953bd9b363e3f9897cfb883 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:47:01 -0700
Subject: [PATCH 35/64] Create readme.md

---
 keras implementation/trained_models/readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/trained_models/readme.md

diff --git a/keras implementation/trained_models/readme.md b/keras implementation/trained_models/readme.md
new file mode 100644
index 0000000..bce057d
--- /dev/null
+++ b/keras implementation/trained_models/readme.md	
@@ -0,0 +1 @@
+### Trained weights of several models

From 4ae251cecd32854f322605e054d306918e3f57c9 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:50:33 -0700
Subject: [PATCH 36/64] Create readme.md

---
 .../trained_models/normal_2_gru_notimedist/readme.md          | 4 ++++
 1 file changed, 4 insertions(+)
 create mode 100644 keras implementation/trained_models/normal_2_gru_notimedist/readme.md

diff --git a/keras implementation/trained_models/normal_2_gru_notimedist/readme.md b/keras implementation/trained_models/normal_2_gru_notimedist/readme.md
new file mode 100644
index 0000000..8f8b4ef
--- /dev/null
+++ b/keras implementation/trained_models/normal_2_gru_notimedist/readme.md	
@@ -0,0 +1,4 @@
+
+Model: [Link for json file and description of model](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_gru_nodistributed_2hidden.json)
+
+Download Link: [Link for downloading the weights of this model](https://drive.google.com/open?id=0B_KG6xVZJiZtNXlxTkJZS2VIanc)

From d54956cde34e0f4be1b07f099dc9dbbedc36e761 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:54:24 -0700
Subject: [PATCH 37/64] Create readme.md

---
 .../trained_models/normal_2_lstm_notimedist/readme.md         | 4 ++++
 1 file changed, 4 insertions(+)
 create mode 100644 keras implementation/trained_models/normal_2_lstm_notimedist/readme.md

diff --git a/keras implementation/trained_models/normal_2_lstm_notimedist/readme.md b/keras implementation/trained_models/normal_2_lstm_notimedist/readme.md
new file mode 100644
index 0000000..a82e51e
--- /dev/null
+++ b/keras implementation/trained_models/normal_2_lstm_notimedist/readme.md	
@@ -0,0 +1,4 @@
+
+Model: [Link for json file and description of model](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_lstm_nodistributed_2hidden.json)
+
+Download Link: [Link for downloading the weights of this model](https://drive.google.com/open?id=0B_KG6xVZJiZtOHlUUFVNWXZHVHM)

From 297c0ea1c61764f222689457cbb2bcc92e3d08cf Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 06:55:46 -0700
Subject: [PATCH 38/64] Update readme.md

---
 keras implementation/trained_models/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/keras implementation/trained_models/readme.md b/keras implementation/trained_models/readme.md
index bce057d..3ae58f9 100644
--- a/keras implementation/trained_models/readme.md	
+++ b/keras implementation/trained_models/readme.md	
@@ -1 +1 @@
-### Trained weights of several models
+### Weights of several Trained models

From 9c944f842b689f20c84a0f305200cf45c2f3307b Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:01:36 -0700
Subject: [PATCH 39/64] Update readme.md

---
 .../normal_2_gru_notimedist/readme.md              | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/keras implementation/trained_models/normal_2_gru_notimedist/readme.md b/keras implementation/trained_models/normal_2_gru_notimedist/readme.md
index 8f8b4ef..4850cd7 100644
--- a/keras implementation/trained_models/normal_2_gru_notimedist/readme.md	
+++ b/keras implementation/trained_models/normal_2_gru_notimedist/readme.md	
@@ -1,4 +1,16 @@
 
-Model: [Link for json file and description of model](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_gru_nodistributed_2hidden.json)
+Description: 
+- 2 stacked GRU + CNN(4096 features) + Feed Forward(2 hidden layers)
+- Hidden Units in GRU model = 500
+- Hidden Units in 1st hidden layer of Feed Forward Net = 1000
+- Hidden Units in 2nd hidden layer of Feed Forward Net=500
+- Activation function in 1st and 2nd hidden layers of Feed Forward Net= Relu
+- Activation function in last layer= Softmax
+- Loss function= Categorical Croos entropy
+- Optimizer Used= Stochastic gradient descent
+- Momentum=0.8
+- No dropout and regularization
+
+Model: [Link for json file](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_gru_nodistributed_2hidden.json)
 
 Download Link: [Link for downloading the weights of this model](https://drive.google.com/open?id=0B_KG6xVZJiZtNXlxTkJZS2VIanc)

From db66e117d5b72f4341fbd5d2bfedb151a644fd78 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:02:33 -0700
Subject: [PATCH 40/64] Update readme.md

---
 .../normal_2_lstm_notimedist/readme.md              | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/keras implementation/trained_models/normal_2_lstm_notimedist/readme.md b/keras implementation/trained_models/normal_2_lstm_notimedist/readme.md
index a82e51e..2f446d9 100644
--- a/keras implementation/trained_models/normal_2_lstm_notimedist/readme.md	
+++ b/keras implementation/trained_models/normal_2_lstm_notimedist/readme.md	
@@ -1,4 +1,15 @@
+Description: 
+- 2 stacked LSTM + CNN(4096 features) + Feed Forward(2 hidden layers)
+- Hidden Units in LSTM model = 500
+- Hidden Units in 1st hidden layer of Feed Forward Net = 1000
+- Hidden Units in 2nd hidden layer of Feed Forward Net=500
+- Activation function in 1st and 2nd hidden layers of Feed Forward Net= Relu
+- Activation function in last layer= Softmax
+- Loss function= Categorical Croos entropy
+- Optimizer Used= Stochastic gradient descent
+- Momentum=0.8
+- No dropout and regularization
 
-Model: [Link for json file and description of model](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_lstm_nodistributed_2hidden.json)
+Model: [Link for json file](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_lstm_nodistributed_2hidden.json)
 
 Download Link: [Link for downloading the weights of this model](https://drive.google.com/open?id=0B_KG6xVZJiZtOHlUUFVNWXZHVHM)

From 0f9c7f90499b84d79cfc90a6a5d269c259cac45b Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:15:09 -0700
Subject: [PATCH 41/64] Delete workspace_2.py

---
 keras implementation/learn/workspace_2.py | 120 ----------------------
 1 file changed, 120 deletions(-)
 delete mode 100644 keras implementation/learn/workspace_2.py

diff --git a/keras implementation/learn/workspace_2.py b/keras implementation/learn/workspace_2.py
deleted file mode 100644
index c44d9db..0000000
--- a/keras implementation/learn/workspace_2.py	
+++ /dev/null
@@ -1,120 +0,0 @@
-from keras.preprocessing.sequence import pad_sequences
-import spacy
-from keras.utils import np_utils
-from keras import optimizers
-import cv2
-import numpy as np
-import tensorflow as tf
-# import scipy .io
-from sklearn.externals import joblib
-import vgg_19_workspace
-
-tf.python.control_flow_ops = tf
-print("Started")
-
-def get_answers_mat(answers_batch,labelencoder):
-    y=labelencoder.transform(answers_batch)
-    no_classes=labelencoder.classes_.shape[0]
-    y=np_utils.to_categorical(y,no_classes)
-    return y
-
-
-def get_curr_question_tensor(curr_question,word_embeddings):
-    tokens=word_embeddings(curr_question)
-    curr_question_tensor=np.zeros((300,))
-    for i in tokens:
-        curr_question_tensor=np.vstack((curr_question_tensor,i.vector))
-    return curr_question_tensor[1:,:]
-
-
-def recieve_batch(batch_questions,word_embeddings):
-    ##take a question and pass it to get_curr_question tensor
-    batch_question_tensor=[]
-    for i in batch_questions:
-        batch_question_tensor.append(get_curr_question_tensor(i,word_embeddings))
-    ##this part is wrong and will be removed later
-    # batch_question_tensor=np.array(batch_question_tensor)
-    # print(batch_question_tensor.shape)
-    batch_question_tensor=pad_sequences(batch_question_tensor, maxlen=23)
-    # print(batch_question_tensor.shape)
-    return(batch_question_tensor)
-
-# x=get_curr_question_tensor('Hi my name is Fenil')
-# print(x.shape)
-# recieve_batch(('Hi my name is Fenil','Hi my name is'))
-
-
-
-
-
-def get_image_model(CNN_weights_file_name):
-    ''' Takes the CNN weights file, and returns the VGG model update
-    with the weights. Requires the file VGG.py inside models/CNN '''
-
-    image_model = VGG_19(CNN_weights_file_name)
-
-
-    sgd = SGD(lr=0.1, decay=0, momentum=0.8, nesterov=False)
-
-
-    image_model.compile(optimizer=sgd, loss='categorical_crossentropy')
-    return image_model
-
-def get_image_features(image_file_name, CNN_weights_file_name):
-    ''' Runs the given image_file to VGG 16 model and returns the
-    weights (filters) as a 1, 4096 dimension vector '''
-    image_model = VGG_19(CNN_weights_file_name)
-
-    image_features = np.zeros((1, 4096))
-    # Magic_Number = 4096  > Comes from last layer of VGG Model
-
-    # Since VGG was trained as a image of 224x224, every new image
-    # is required to go through the same transformation
-    im = cv2.resize(cv2.imread(image_file_name), (224, 224))
-    im = im.transpose((2, 0, 1))  # convert the image to RGBA
-
-    # this axis dimension is required because VGG was trained on a dimension
-    # of 1, 3, 224, 224 (first axis is for the batch size
-    # even though we are using only one image, we have to keep the dimensions consistent
-    im = np.expand_dims(im, axis=0)
-
-    image_features[0, :] = get_image_model(CNN_weights_file_name).predict(im)[0]
-    return image_features
-
-def get_image_features(image_id,im_map,vgg_pre_features):
-    num_dim=4096
-    num_samples=len(image_id)
-    image_features=np.zeros((num_samples,num_dim))
-    for i in range(len(image_id)):
-        image_features[i,:]=vgg_pre_features[:,im_map[image_id[i]]]
-    return image_features
-
-
-# imgind_to_features=open('C:/Users/ezio/Desktop/vqa/features/coco_vgg_IDMap.txt','r').read().splitlines()
-# vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
-# features_struct = scipy.io.loadmat(vgg_model_path)
-# VGG_features=features_struct['feats']
-# # x=get_image_features(img_file,weights)
-# x=('524291', '524291')
-# im_feat={}
-# for i in imgind_to_features:
-#     temp=i.split()
-#     im_feat[temp[0]]=int(temp[1])
-# l=get_image_features(x,im_feat,VGG_features)
-# print(l.shape)
-'''
-
-
-label_encoder=joblib.load('C:/Users/ezio/Desktop/vqa/model/label_encoder.pkl')
-print('Done')
-no_classes=len(label_encoder.classes_)
-
-
-
-answers=('orange;orange;orange;orange;orange;orange;orange;orange;orange;orange', 'yes;yes;yes;yes;yes;no;yes;yes;yes;yes')
-y=get_answers_mat(answers_batch=answers,labelencoder=label_encoder)
-for i in y[1]:
-    if(i==1):
-        print("Yes")
-import gc; gc.collect()
-'''
\ No newline at end of file

From 49f817d1397b07b3d9e2b8cf45fd57da6eebfd42 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:15:39 -0700
Subject: [PATCH 42/64] Add files via upload

---
 keras implementation/learn/workspace_2.py | 120 ++++++++++++++++++++++
 1 file changed, 120 insertions(+)
 create mode 100644 keras implementation/learn/workspace_2.py

diff --git a/keras implementation/learn/workspace_2.py b/keras implementation/learn/workspace_2.py
new file mode 100644
index 0000000..1744ff0
--- /dev/null
+++ b/keras implementation/learn/workspace_2.py	
@@ -0,0 +1,120 @@
+from keras.preprocessing.sequence import pad_sequences
+import spacy
+from keras.utils import np_utils
+from keras import optimizers
+import cv2
+import numpy as np
+import tensorflow as tf
+# import scipy .io
+from sklearn.externals import joblib
+from learn.vgg_19_workspace import VGG_19
+
+tf.python.control_flow_ops = tf
+print("Started")
+
+def get_answers_mat(answers_batch,labelencoder):
+    y=labelencoder.transform(answers_batch)
+    no_classes=labelencoder.classes_.shape[0]
+    y=np_utils.to_categorical(y,no_classes)
+    return y
+
+
+def get_curr_question_tensor(curr_question,word_embeddings):
+    tokens=word_embeddings(curr_question)
+    curr_question_tensor=np.zeros((300,))
+    for i in tokens:
+        curr_question_tensor=np.vstack((curr_question_tensor,i.vector))
+    return curr_question_tensor[1:,:]
+
+
+def recieve_batch(batch_questions,word_embeddings):
+    ##take a question and pass it to get_curr_question tensor
+    batch_question_tensor=[]
+    for i in batch_questions:
+        batch_question_tensor.append(get_curr_question_tensor(i,word_embeddings))
+    ##this part is wrong and will be removed later
+    # batch_question_tensor=np.array(batch_question_tensor)
+    # print(batch_question_tensor.shape)
+    batch_question_tensor=pad_sequences(batch_question_tensor, maxlen=23)
+    # print(batch_question_tensor.shape)
+    return(batch_question_tensor)
+
+# x=get_curr_question_tensor('Hi my name is Fenil')
+# print(x.shape)
+# recieve_batch(('Hi my name is Fenil','Hi my name is'))
+
+
+
+
+
+def get_image_model(CNN_weights_file_name):
+    ''' Takes the CNN weights file, and returns the VGG model update
+    with the weights. Requires the file VGG.py inside models/CNN '''
+
+    image_model = VGG_19(CNN_weights_file_name)
+
+
+    sgd = SGD(lr=0.1, decay=0, momentum=0.8, nesterov=False)
+
+
+    image_model.compile(optimizer=sgd, loss='categorical_crossentropy')
+    return image_model
+
+def get_image_features(image_file_name, CNN_weights_file_name):
+    ''' Runs the given image_file to VGG 16 model and returns the
+    weights (filters) as a 1, 4096 dimension vector '''
+    image_model = VGG_19(CNN_weights_file_name)
+
+    image_features = np.zeros((1, 4096))
+    # Magic_Number = 4096  > Comes from last layer of VGG Model
+
+    # Since VGG was trained as a image of 224x224, every new image
+    # is required to go through the same transformation
+    im = cv2.resize(cv2.imread(image_file_name), (224, 224))
+    im = im.transpose((2, 0, 1))  # convert the image to RGBA
+
+    # this axis dimension is required because VGG was trained on a dimension
+    # of 1, 3, 224, 224 (first axis is for the batch size
+    # even though we are using only one image, we have to keep the dimensions consistent
+    im = np.expand_dims(im, axis=0)
+
+    image_features[0, :] = get_image_model(CNN_weights_file_name).predict(im)[0]
+    return image_features
+
+def get_image_features(image_id,im_map,vgg_pre_features):
+    num_dim=4096
+    num_samples=len(image_id)
+    image_features=np.zeros((num_samples,num_dim))
+    for i in range(len(image_id)):
+        image_features[i,:]=vgg_pre_features[:,im_map[image_id[i]]]
+    return image_features
+
+
+# imgind_to_features=open('C:/Users/ezio/Desktop/vqa/features/coco_vgg_IDMap.txt','r').read().splitlines()
+# vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
+# features_struct = scipy.io.loadmat(vgg_model_path)
+# VGG_features=features_struct['feats']
+# # x=get_image_features(img_file,weights)
+# x=('524291', '524291')
+# im_feat={}
+# for i in imgind_to_features:
+#     temp=i.split()
+#     im_feat[temp[0]]=int(temp[1])
+# l=get_image_features(x,im_feat,VGG_features)
+# print(l.shape)
+'''
+
+
+label_encoder=joblib.load('C:/Users/ezio/Desktop/vqa/model/label_encoder.pkl')
+print('Done')
+no_classes=len(label_encoder.classes_)
+
+
+
+answers=('orange;orange;orange;orange;orange;orange;orange;orange;orange;orange', 'yes;yes;yes;yes;yes;no;yes;yes;yes;yes')
+y=get_answers_mat(answers_batch=answers,labelencoder=label_encoder)
+for i in y[1]:
+    if(i==1):
+        print("Yes")
+import gc; gc.collect()
+'''
\ No newline at end of file

From 2f727070ad14a90d8a8ec2256a719e1dd480cb38 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:17:36 -0700
Subject: [PATCH 43/64] Add files via upload

---
 keras implementation/data/vqa_image.png | Bin 0 -> 364617 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 keras implementation/data/vqa_image.png

diff --git a/keras implementation/data/vqa_image.png b/keras implementation/data/vqa_image.png
new file mode 100644
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HcmV?d00001


From 72142df1695917ab1fb9ac7212f24a2a80741c3f Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:18:30 -0700
Subject: [PATCH 44/64] Delete readme

---
 keras implementation/data/readme | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 keras implementation/data/readme

diff --git a/keras implementation/data/readme b/keras implementation/data/readme
deleted file mode 100644
index 1f28342..0000000
--- a/keras implementation/data/readme	
+++ /dev/null
@@ -1 +0,0 @@
-Contains the VQA dataset in txt files

From 1b8199e7f33bc0d65181606c7e15c5f991e470b7 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:24:49 -0700
Subject: [PATCH 45/64] Create readme.md

---
 keras implementation/data/readme.md | 4 ++++
 1 file changed, 4 insertions(+)
 create mode 100644 keras implementation/data/readme.md

diff --git a/keras implementation/data/readme.md b/keras implementation/data/readme.md
new file mode 100644
index 0000000..5633e1a
--- /dev/null
+++ b/keras implementation/data/readme.md	
@@ -0,0 +1,4 @@
+Dataset Download link - http://visualqa.org/download.html
+
+- Download and unzip the dataset
+- [Then run this file](https://github.com/avisingh599/visual-qa/blob/master/scripts/dumpText.py) to get the data in .txt format and write the files in this folder

From 3e239cdcf66be3c7886c5516e3edd97d631106c3 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:44:31 -0700
Subject: [PATCH 46/64] Update and rename  README.md to README.md

---
 keras implementation/ README.md |  1 -
 keras implementation/README.md  | 32 ++++++++++++++++++++++++++++++++
 2 files changed, 32 insertions(+), 1 deletion(-)
 delete mode 100644 keras implementation/ README.md
 create mode 100644 keras implementation/README.md

diff --git a/keras implementation/ README.md b/keras implementation/ README.md
deleted file mode 100644
index 8b13789..0000000
--- a/keras implementation/ README.md	
+++ /dev/null
@@ -1 +0,0 @@
-
diff --git a/keras implementation/README.md b/keras implementation/README.md
new file mode 100644
index 0000000..6c09707
--- /dev/null
+++ b/keras implementation/README.md	
@@ -0,0 +1,32 @@
+## Visual Question Answering in Keras and Tensorflow Backend (by Fenil Doshi)
+
+Implementation of the [VQA paper](https://arxiv.org/pdf/1505.00468v6.pdf). Website for Visual Question Answering -http://visualqa.org/
+
+## Problem Description
+
+Given an image and a natural Language question the task is to give a natural language answer. This is approached by encoding an image in a 4096 dimensional space which can be done by passing it through a VGG model. We will be removing the last 2 convolutional layers in order to get the required dimension. The question can be encoded in 2 ways:
+- Bag of Words
+- Using Recurrent Neural Networks
+Once the question is encoded, the encoded image and encoded question are merged together and passes through a feed forward deep net. Finally we compute the answers from one of the 1000 classes(as we will take into account only the 1000 most frequently occuring answers).
+
+![](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/data/vqa_image.png)
+
+## Requirements
+- Tensorflow
+- Keras
+- scipy
+- spacy
+- sklearn , numpy
+- nltk
+- NVIDIA CUDA 
+
+download the spacy English glove vectors from https://nlp.stanford.edu/projects/glove/
+
+## Dataset
+Dataset Download link - http://visualqa.org/download.html
+For more info on data preprocessing checkout the data folder in this directory
+
+## References
+- https://arxiv.org/pdf/1505.00468v6.pdf
+- https://github.com/avisingh599/visual-qa
+- https://github.com/anantzoid/VQA-Keras-Visual-Question-Answering

From f5933ee442a4fca26f1dd808e0f947c4ece6f023 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 07:49:06 -0700
Subject: [PATCH 47/64] Update readme.md

---
 keras implementation/data/readme.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/keras implementation/data/readme.md b/keras implementation/data/readme.md
index 5633e1a..fd916c5 100644
--- a/keras implementation/data/readme.md	
+++ b/keras implementation/data/readme.md	
@@ -2,3 +2,5 @@ Dataset Download link - http://visualqa.org/download.html
 
 - Download and unzip the dataset
 - [Then run this file](https://github.com/avisingh599/visual-qa/blob/master/scripts/dumpText.py) to get the data in .txt format and write the files in this folder
+
+[Dataset Statistics](https://www.youtube.com/watch?v=nMr_sSAMpkE)

From b76ae25779c4177684bebc9774697c2d1e650e8b Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:16:19 -0700
Subject: [PATCH 48/64] Create readme.md

---
 .../trained_models/1_lstm_timedist/readme.md     | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)
 create mode 100644 keras implementation/trained_models/1_lstm_timedist/readme.md

diff --git a/keras implementation/trained_models/1_lstm_timedist/readme.md b/keras implementation/trained_models/1_lstm_timedist/readme.md
new file mode 100644
index 0000000..544ad1f
--- /dev/null
+++ b/keras implementation/trained_models/1_lstm_timedist/readme.md	
@@ -0,0 +1,16 @@
+Description: 
+- 1 LSTM (with Time distributed Layer) + CNN(4096 features) + Feed Forward(2 hidden layers)
+- Hidden Units in LSTM model = 500
+- Hidden Units in 1st hidden layer of Feed Forward Net = 1000
+- Hidden Units in 2nd hidden layer of Feed Forward Net=500
+- Activation function in 1st and 2nd hidden layers of Feed Forward Net= Relu
+- Activation function in last layer= Softmax
+- Loss function= Categorical Croos entropy
+- Optimizer Used= RMSProp
+- No dropout and regularization
+
+The LSTM outputs a 3d Tensor of Shape (None,23,50) which goes into a Time Distributed Dense Layer giving the shape (None,23,100). This is Reshaped into a 2d Layer of shape (None,23*100) and concatenated with the 4096 image dimensions. The rest of the architecture is the same as others. These type of networks work better with the RMSProp optimizer rather than SGD.
+
+Model: [Link for json file](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_lstm_nodistributed_2hidden.json)
+
+Download Link: [Link for downloading the weights of this model](https://drive.google.com/open?id=0B_KG6xVZJiZtRUpoZnhUa3JhZUU)

From c24fdd8fb8d792ff8ab62c4cbc923f6360775dbb Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:17:41 -0700
Subject: [PATCH 49/64] Add files via upload

---
 .../create_lstm_with_timedistributed.py       | 43 +++++++++++++++++++
 1 file changed, 43 insertions(+)
 create mode 100644 keras implementation/model_creation/create_lstm_with_timedistributed.py

diff --git a/keras implementation/model_creation/create_lstm_with_timedistributed.py b/keras implementation/model_creation/create_lstm_with_timedistributed.py
new file mode 100644
index 0000000..ad8bf5e
--- /dev/null
+++ b/keras implementation/model_creation/create_lstm_with_timedistributed.py	
@@ -0,0 +1,43 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+img_dim=4096
+quest_dim=50
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+no_classes=1000
+#########################################################################
+# '''
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+# questions_model.add(LSTM(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+questions_model.add(TimeDistributed(Dense(100,activation='relu',init='uniform')))
+questions_model.add(Reshape((23*100,)))
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=no_classes,activation='softmax'))
+
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('../model/1_lstm_timedistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+import gc; gc.collect()

From a73342df7e9c8e3c60d83f6ed7321e1ff3cda46f Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:19:03 -0700
Subject: [PATCH 50/64] Add files via upload

---
 keras implementation/model/1_lstm_timedistributed_2hidden.json | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/model/1_lstm_timedistributed_2hidden.json

diff --git a/keras implementation/model/1_lstm_timedistributed_2hidden.json b/keras implementation/model/1_lstm_timedistributed_2hidden.json
new file mode 100644
index 0000000..56f104e
--- /dev/null
+++ b/keras implementation/model/1_lstm_timedistributed_2hidden.json	
@@ -0,0 +1 @@
+{"config": [{"config": {"mode_type": "raw", "dot_axes": [-1, -1], "name": "merge_1", "output_shape_type": "raw", "concat_axis": -1, "layers": [{"config": [{"config": {"trainable": true, "batch_input_shape": [null, 4096], "target_shape": [4096], "name": "reshape_1", "input_dtype": "float32"}, "class_name": "Reshape"}], "class_name": "Sequential"}, {"config": [{"config": {"unroll": false, "go_backwards": false, "b_regularizer": null, "init": "glorot_uniform", "input_length": null, "U_regularizer": null, "output_dim": 50, "input_dtype": "float32", "return_sequences": true, "inner_init": "orthogonal", "trainable": true, "forget_bias_init": "one", "dropout_W": 0.0, "input_dim": 300, "activation": "tanh", "batch_input_shape": [null, 23, 300], "dropout_U": 0.0, "stateful": false, "inner_activation": "hard_sigmoid", "W_regularizer": null, "consume_less": "cpu", "name": "lstm_1"}, "class_name": "LSTM"}, {"config": {"trainable": true, "name": "timedistributed_1", "layer": {"config": {"activity_regularizer": null, "W_constraint": null, "bias": true, "trainable": true, "W_regularizer": null, "b_regularizer": null, "init": "uniform", "activation": "relu", "input_dim": null, "name": "dense_1", "output_dim": 100, "b_constraint": null}, "class_name": "Dense"}}, "class_name": "TimeDistributed"}, {"config": {"trainable": true, "target_shape": [2300], "name": "reshape_2"}, "class_name": "Reshape"}], "class_name": "Sequential"}], "mode": "concat", "output_shape": null}, "class_name": "Merge"}, {"config": {"activation": "relu", "W_constraint": null, "bias": true, "trainable": true, "W_regularizer": null, "b_regularizer": null, "init": "uniform", "activity_regularizer": null, "input_dim": null, "name": "dense_2", "output_dim": 1000, "b_constraint": null}, "class_name": "Dense"}, {"config": {"activation": "relu", "W_constraint": null, "bias": true, "trainable": true, "W_regularizer": null, "b_regularizer": null, "init": "uniform", "activity_regularizer": null, "input_dim": null, "name": "dense_3", "output_dim": 500, "b_constraint": null}, "class_name": "Dense"}, {"config": {"activation": "softmax", "W_constraint": null, "bias": true, "trainable": true, "W_regularizer": null, "b_regularizer": null, "init": "glorot_uniform", "activity_regularizer": null, "input_dim": null, "name": "dense_4", "output_dim": 1000, "b_constraint": null}, "class_name": "Dense"}], "class_name": "Sequential"}
\ No newline at end of file

From 899c087eca8980d007c3769ea6f03f93934013a6 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:21:11 -0700
Subject: [PATCH 51/64] Update readme.md

---
 keras implementation/model/readme.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/keras implementation/model/readme.md b/keras implementation/model/readme.md
index 806b0bd..c11b49f 100644
--- a/keras implementation/model/readme.md	
+++ b/keras implementation/model/readme.md	
@@ -2,6 +2,7 @@ Contains the different models json files
 
 - **normal_2_gru_nodistributed_2hidden.json**:  2 stacked GRU + CNN(4096 features) + Feed Forward(2 hidden layers)
 - **normal_2_lstm_nodistributed_2hidden.json**: 2 stacked LSTM + CNN(4096 features) + Feed Forward(2 hidden layers)
+- **1_lstm_timedistributed_2hidden.json**: 1 LSTM + Time Distributed Dense + CNN(4096 features) + Feed Forward(2 hidden layers)
 
 
 the label encoder simply encodes and decodes answers from text to a vector and vice-versa. 

From 7285a6ce4c3b4abf7296dc1b2cafd780c54a80a4 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:22:27 -0700
Subject: [PATCH 52/64] Update readme.md

---
 keras implementation/trained_models/1_lstm_timedist/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/keras implementation/trained_models/1_lstm_timedist/readme.md b/keras implementation/trained_models/1_lstm_timedist/readme.md
index 544ad1f..4972f40 100644
--- a/keras implementation/trained_models/1_lstm_timedist/readme.md	
+++ b/keras implementation/trained_models/1_lstm_timedist/readme.md	
@@ -11,6 +11,6 @@ Description:
 
 The LSTM outputs a 3d Tensor of Shape (None,23,50) which goes into a Time Distributed Dense Layer giving the shape (None,23,100). This is Reshaped into a 2d Layer of shape (None,23*100) and concatenated with the 4096 image dimensions. The rest of the architecture is the same as others. These type of networks work better with the RMSProp optimizer rather than SGD.
 
-Model: [Link for json file](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/normal_2_lstm_nodistributed_2hidden.json)
+Model: [Link for json file](https://github.com/feziodoshi/VQA/blob/master/keras%20implementation/model/1_lstm_timedistributed_2hidden.json)
 
 Download Link: [Link for downloading the weights of this model](https://drive.google.com/open?id=0B_KG6xVZJiZtRUpoZnhUa3JhZUU)

From 93e2d48195a3bc36464f81648146f31b5ad5e510 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:39:25 -0700
Subject: [PATCH 53/64] Add files via upload

---
 .../create_gru_with_timedistributed.py        | 42 +++++++++++++++++++
 1 file changed, 42 insertions(+)
 create mode 100644 keras implementation/model_creation/create_gru_with_timedistributed.py

diff --git a/keras implementation/model_creation/create_gru_with_timedistributed.py b/keras implementation/model_creation/create_gru_with_timedistributed.py
new file mode 100644
index 0000000..6e8c2e3
--- /dev/null
+++ b/keras implementation/model_creation/create_gru_with_timedistributed.py	
@@ -0,0 +1,42 @@
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.wrappers import TimeDistributed
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+
+
+img_dim=4096
+quest_dim=50
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+no_classes=1000
+#########################################################################
+# '''
+##will load the image model here
+image_model=Sequential()
+# image_model.add(Reshape(input_shape = (img_dim,), dims=(img_dim,)))
+image_model.add(Reshape((img_dim,), input_shape=(img_dim,)))
+
+##will import the language model here
+questions_model=Sequential()
+questions_model.add(GRU(output_dim=quest_dim,input_shape=(SEQ_LENGTH,word_vec_dim),return_sequences=True))
+questions_model.add(TimeDistributed(Dense(100,activation='relu',init='uniform')))
+questions_model.add(Reshape((23*100,)))
+
+################################################################################
+
+model=Sequential()
+##merging image_dim and quest_dim
+model.add(Merge([image_model,questions_model],mode='concat'))
+model.add(Dense(output_dim=hidden_dim_feed,activation='relu',init='uniform'))
+model.add(Dense(output_dim=500,activation='relu',init='uniform'))
+model.add(Dense(output_dim=no_classes,activation='softmax'))
+
+# ##saving the model to json
+name_model_mlp=model.to_json()
+open('../model/1_gru_timedistributed_2hidden.json','w').write(name_model_mlp)
+print("Model is saved")
+import gc; gc.collect()

From 88f54faac458133a628335e2c25fba8f6f4b6e1e Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:40:12 -0700
Subject: [PATCH 54/64] Add files via upload

---
 keras implementation/model/1_gru_timedistributed_2hidden.json | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 keras implementation/model/1_gru_timedistributed_2hidden.json

diff --git a/keras implementation/model/1_gru_timedistributed_2hidden.json b/keras implementation/model/1_gru_timedistributed_2hidden.json
new file mode 100644
index 0000000..6d74845
--- /dev/null
+++ b/keras implementation/model/1_gru_timedistributed_2hidden.json	
@@ -0,0 +1 @@
+{"class_name": "Sequential", "config": [{"class_name": "Merge", "config": {"mode_type": "raw", "mode": "concat", "output_shape": null, "concat_axis": -1, "output_shape_type": "raw", "dot_axes": [-1, -1], "layers": [{"class_name": "Sequential", "config": [{"class_name": "Reshape", "config": {"trainable": true, "input_dtype": "float32", "target_shape": [4096], "batch_input_shape": [null, 4096], "name": "reshape_1"}}]}, {"class_name": "Sequential", "config": [{"class_name": "GRU", "config": {"inner_activation": "hard_sigmoid", "input_dtype": "float32", "trainable": true, "go_backwards": false, "stateful": false, "b_regularizer": null, "dropout_W": 0.0, "return_sequences": true, "inner_init": "orthogonal", "consume_less": "cpu", "init": "glorot_uniform", "activation": "tanh", "input_length": null, "U_regularizer": null, "unroll": false, "output_dim": 50, "dropout_U": 0.0, "W_regularizer": null, "input_dim": 300, "batch_input_shape": [null, 23, 300], "name": "gru_1"}}, {"class_name": "TimeDistributed", "config": {"layer": {"class_name": "Dense", "config": {"W_constraint": null, "trainable": true, "b_regularizer": null, "b_constraint": null, "bias": true, "input_dim": null, "activity_regularizer": null, "init": "uniform", "output_dim": 100, "W_regularizer": null, "activation": "relu", "name": "dense_1"}}, "trainable": true, "name": "timedistributed_1"}}, {"class_name": "Reshape", "config": {"trainable": true, "target_shape": [2300], "name": "reshape_2"}}]}], "name": "merge_1"}}, {"class_name": "Dense", "config": {"W_constraint": null, "trainable": true, "input_dim": null, "b_constraint": null, "activity_regularizer": null, "b_regularizer": null, "bias": true, "init": "uniform", "output_dim": 1000, "W_regularizer": null, "activation": "relu", "name": "dense_2"}}, {"class_name": "Dense", "config": {"W_constraint": null, "trainable": true, "input_dim": null, "b_constraint": null, "activity_regularizer": null, "b_regularizer": null, "bias": true, "init": "uniform", "output_dim": 500, "W_regularizer": null, "activation": "relu", "name": "dense_3"}}, {"class_name": "Dense", "config": {"W_constraint": null, "trainable": true, "input_dim": null, "b_constraint": null, "activity_regularizer": null, "b_regularizer": null, "bias": true, "init": "glorot_uniform", "output_dim": 1000, "W_regularizer": null, "activation": "softmax", "name": "dense_4"}}]}
\ No newline at end of file

From 910f275b393a3619bfb20fa67e11e9008f3ece74 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:41:40 -0700
Subject: [PATCH 55/64] Update readme.md

---
 keras implementation/model/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/keras implementation/model/readme.md b/keras implementation/model/readme.md
index c11b49f..3bb104d 100644
--- a/keras implementation/model/readme.md	
+++ b/keras implementation/model/readme.md	
@@ -3,7 +3,7 @@ Contains the different models json files
 - **normal_2_gru_nodistributed_2hidden.json**:  2 stacked GRU + CNN(4096 features) + Feed Forward(2 hidden layers)
 - **normal_2_lstm_nodistributed_2hidden.json**: 2 stacked LSTM + CNN(4096 features) + Feed Forward(2 hidden layers)
 - **1_lstm_timedistributed_2hidden.json**: 1 LSTM + Time Distributed Dense + CNN(4096 features) + Feed Forward(2 hidden layers)
-
+- **1_gru_timedistributed_2hidden.json**: 1 GRU + Time Distributed Dense + CNN(4096 features) + Feed Forward(2 hidden layers)
 
 the label encoder simply encodes and decodes answers from text to a vector and vice-versa. 
 

From b6b2f330f7e5fa1d0eb4c00141d7f87b130aa695 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 10:59:48 -0700
Subject: [PATCH 56/64] Update readme.md

---
 keras implementation/data/readme.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/keras implementation/data/readme.md b/keras implementation/data/readme.md
index fd916c5..b651201 100644
--- a/keras implementation/data/readme.md	
+++ b/keras implementation/data/readme.md	
@@ -3,4 +3,7 @@ Dataset Download link - http://visualqa.org/download.html
 - Download and unzip the dataset
 - [Then run this file](https://github.com/avisingh599/visual-qa/blob/master/scripts/dumpText.py) to get the data in .txt format and write the files in this folder
 
+Refer https://github.com/avisingh599/visual-qa/tree/master/data to understand data preprocessing better
+
+
 [Dataset Statistics](https://www.youtube.com/watch?v=nMr_sSAMpkE)

From e21f25eb28c16b57ddf04392c7a4df451ab9a407 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 11:27:45 -0700
Subject: [PATCH 57/64] Add files via upload

---
 keras implementation/testing_model.py | 141 +++++++++++++++++++++
 keras implementation/training.py      | 168 ++++++++++++++++++++++++++
 2 files changed, 309 insertions(+)
 create mode 100644 keras implementation/testing_model.py
 create mode 100644 keras implementation/training.py

diff --git a/keras implementation/testing_model.py b/keras implementation/testing_model.py
new file mode 100644
index 0000000..503b1b5
--- /dev/null
+++ b/keras implementation/testing_model.py	
@@ -0,0 +1,141 @@
+from keras.models import Sequential,model_from_json
+from keras.optimizers import SGD
+import operator
+from itertools import zip_longest
+from collections import defaultdict
+from sklearn.externals import joblib
+
+import scipy.io
+from learn.workspace_2 import get_answers_mat,recieve_batch,get_image_features
+import spacy
+
+word_embeddings=spacy.load('en',vectors='en_glove_cc_300_1m_vectors')
+##helper functions
+##this will just help me get the most frequently occuring questions and answers, we will also pass image train(the image id)
+##we will ignore the question id for now
+def selectFrequentAnswers(questions_train, answers_train, images_train, maxAnswers):
+    answer_fq= defaultdict(int)
+    #build a dictionary of answers
+    for answer in answers_train:
+        answer_fq[answer] += 1
+
+    sorted_fq = sorted(answer_fq.items(), key=operator.itemgetter(1), reverse=True)[0:maxAnswers]
+    top_answers, top_fq = zip(*sorted_fq)
+    new_answers_train=[]
+    new_questions_train=[]
+    new_images_train=[]
+    #only those answer which appear int he top 1K are used for training
+    for answer,question,image in zip(answers_train, questions_train, images_train):
+        if answer in top_answers:
+            new_answers_train.append(answer)
+            new_questions_train.append(question)
+            new_images_train.append(image)
+
+    return (new_questions_train,new_answers_train,new_images_train)
+
+def grouper(iterable, n, fillvalue=None):
+    args = [iter(iterable)] * n
+    return zip_longest(*args, fillvalue=fillvalue)
+
+
+
+
+##writing a function to get the embeddings of the question
+
+
+##opening the required files
+questions_id_train=open('data/text/questions_id_val2014.txt','r').read().splitlines()
+images_train=open('data/text/images_val2014_all.txt','r').read().splitlines()
+questions_train=open('data/text/questions_val2014.txt').read().splitlines()
+answers_train=open('data/text/answers_val2014_all.txt','r').read().splitlines()
+imgind_to_features=open('features/coco_vgg_IDMap.txt','r').read().splitlines()
+vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
+##files to open to check training accuracy
+# questions_id_train=open('data/text/questions_id_train2014.txt','r').read().splitlines()
+# images_train=open('data/text/images_train2014.txt','r').read().splitlines()
+# questions_train=open('data/text/questions_train2014.txt').read().splitlines()
+# answers_train=open('data/text/answers_train2014_all.txt','r').read().splitlines()
+# imgind_to_features=open('features/coco_vgg_IDMap.txt','r').read().splitlines()
+# vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
+
+
+print("files loaded")
+features_struct = scipy.io.loadmat(vgg_model_path)
+VGG_features=features_struct['feats']
+
+im_feat={}
+for i in imgind_to_features:
+    temp=i.split()
+    im_feat[temp[0]]=int(temp[1])
+
+
+label_encoder=joblib.load('model/label_encoder.pkl')
+print('Done with embedder,ancoder,vgg feats')
+no_classes=len(label_encoder.classes_)
+img_dim=4096
+quest_dim=500
+total_epochs=100
+SEQ_LENGTH=23
+word_vec_dim=300
+hidden_dim_feed=1000
+
+model=model_from_json(open('model/1_lstm_timedistributed_2hidden.json').read())
+# sgd=SGD(lr=0.01,momentum=0.8,decay=0.0,nesterov=False)
+model.compile(optimizer='rmsprop',loss='categorical_crossentropy')
+print("Your model is Loaded successfully")
+model.load_weights('trained_models/1_lstm_timedist/_epoch_099.hdf5')
+print('Weights are Loaded')
+ans_pred=[]
+# questions_train=questions_train[:200]
+# answers_train=answers_train[:200]
+# images_train=images_train[:200]
+for qu_batch,an_batch,im_batch in zip(grouper(questions_train, 100, fillvalue=questions_train[-1]),
+                                      grouper(answers_train, 100, fillvalue=answers_train[-1]),
+                                      grouper(images_train, 100, fillvalue=images_train[-1])):
+    # print(qu_batch)
+    # print(im_batch)
+    # print(an_batch)
+    ##get all the matrices
+    question_matrix=recieve_batch(qu_batch,word_embeddings)
+    # answer_matrix=get_answers_mat(an_batch,label_encoder)
+    image_matrix=get_image_features(im_batch,im_feat,VGG_features)
+    prediction=model.predict_classes([image_matrix,question_matrix],verbose=0)
+    ans_pred.extend(label_encoder.inverse_transform(prediction))
+
+del word_embeddings
+del VGG_features
+
+print(type(ans_pred))
+print(len(ans_pred))
+print(ans_pred[0])
+print(len(answers_train))
+# input()
+corrects=0.0
+totals=0.0
+for i in range(len(answers_train)):
+    try:
+        curr_answers=ans_pred[i].split(';')
+        actual_answers=answers_train[i].split(';')
+        curr_correct=0.0
+        for j in curr_answers:
+            if (j in actual_answers):
+                # print("going")
+                curr_correct += 1
+        if (curr_correct > 4):
+            corrects += 1
+        totals += 1
+
+    except:
+        print("This is where you get an error")
+        print(i)
+        # input()
+
+
+acc=corrects/totals
+print("Acuracy is  ",acc)
+
+#
+#
+# 	print(len(questions_train))
+# '''
+import gc; gc.collect()
diff --git a/keras implementation/training.py b/keras implementation/training.py
new file mode 100644
index 0000000..5e80b32
--- /dev/null
+++ b/keras implementation/training.py	
@@ -0,0 +1,168 @@
+import matplotlib.pyplot as plt
+from keras.layers import Dense,Activation,Dropout,Reshape,Merge
+from keras.layers.recurrent import LSTM,GRU
+from keras.optimizers import SGD
+from keras.callbacks import ModelCheckpoint,TensorBoard
+from keras.models import Sequential,model_from_json
+import operator
+from itertools import zip_longest
+from collections import defaultdict
+from sklearn.preprocessing import LabelEncoder
+from sklearn.externals import joblib
+from keras import backend as K
+import scipy.io
+import numpy as np
+from nltk.tokenize import word_tokenize
+from learn.workspace_2 import get_answers_mat,recieve_batch,get_image_features
+from random import shuffle
+import spacy
+
+word_embeddings=spacy.load('en',vectors='en_glove_cc_300_1m_vectors')
+##helper functions
+##this will just help me get the most frequently occuring questions and answers, we will also pass image train(the image id)
+##we will ignore the question id for now
+def selectFrequentAnswers(questions_train, answers_train, images_train, maxAnswers):
+	answer_fq= defaultdict(int)
+	#build a dictionary of answers
+	for answer in answers_train:
+		answer_fq[answer] += 1
+
+	sorted_fq = sorted(answer_fq.items(), key=operator.itemgetter(1), reverse=True)[0:maxAnswers]
+	top_answers, top_fq = zip(*sorted_fq)
+	new_answers_train=[]
+	new_questions_train=[]
+	new_images_train=[]
+	#only those answer which appear int he top 1K are used for training
+	for answer,question,image in zip(answers_train, questions_train, images_train):
+		if answer in top_answers:
+			new_answers_train.append(answer)
+			new_questions_train.append(question)
+			new_images_train.append(image)
+
+	return (new_questions_train,new_answers_train,new_images_train)
+
+def grouper(iterable, n, fillvalue=None):
+	args = [iter(iterable)] * n
+	return zip_longest(*args, fillvalue=fillvalue)
+
+
+
+
+##writing a function to get the embeddings of the question
+
+
+##opening the required files
+questions_id_train=open('data/text/questions_id_train2014.txt','r').read().splitlines()
+images_train=open('data/text/images_train2014.txt','r').read().splitlines()
+questions_train=open('data/text/questions_train2014.txt').read().splitlines()
+answers_train=open('data/text/answers_train2014_all.txt','r').read().splitlines()
+imgind_to_features=open('features/coco_vgg_IDMap.txt','r').read().splitlines()
+vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
+# vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
+
+
+maxAnswers=1000
+questions_train, answers_train, images_train = selectFrequentAnswers(questions_train,answers_train,images_train, maxAnswers)
+# len_questions=[]
+# for i in questions_train:
+# 	len_questions.append(len(word_tokenize(i)))
+# print(max(len_questions))
+# '''
+features_struct = scipy.io.loadmat(vgg_model_path)
+VGG_features=features_struct['feats']
+
+im_feat={}
+for i in imgind_to_features:
+	temp=i.split()
+	im_feat[temp[0]]=int(temp[1])
+# '''
+#################checking#####################
+# print(type(answers_train))
+# print(len(answers_train))
+# print(answers_train[0])
+##############################################
+
+#####################encode if not done######################
+##encoding the answers
+# label_encoder=LabelEncoder()
+# label_encoder.fit(answers_train)
+# print(len(set(answers_train))==len(label_encoder.classes_))
+
+##saving the classifier
+# joblib.dump(label_encoder,'model/label_encoder.pkl')
+##############################################################
+
+
+label_encoder=joblib.load('model/label_encoder.pkl')
+print('Done with embedder,ancoder,vgg feats')
+no_classes=len(label_encoder.classes_)
+# print(no_classes)
+
+# question_matrix = recieve_batch(questions_train, word_embeddings)
+# del word_embeddings
+# features_struct = scipy.io.loadmat(vgg_model_path)
+# VGG_features=features_struct['feats']
+
+
+# bad way of managing memory
+# im_feat={}
+# for i in imgind_to_features:
+# 	temp=i.split()
+# 	im_feat[temp[0]]=int(temp[1])
+#
+# answer_matrix=get_answers_mat(answers_train,label_encoder)
+# image_matrix=get_image_features(images_train,im_feat,VGG_features)
+#
+# del VGG_features
+# print("Loaded entire data")
+# input()
+
+#############################################################
+# ##creating the model in Keras
+# img_dim=4096
+# quest_dim=500
+# total_epochs=100
+# SEQ_LENGTH=23
+# word_vec_dim=300
+# # hidden_dim_feed=2000
+
+model=model_from_json(open('model/1_lstm_timedistributed_2hidden.json').read())
+# sgd=SGD(lr=0.01,momentum=0.8,decay=0.0,nesterov=False)
+model.compile(optimizer='rmsprop',loss='categorical_crossentropy')
+# plot(model,to_file='mlp_first.png')
+# model is loaded
+print("Your model is Loaded successfully")
+# model.load_weights('trained_models/normal_2_lstm_timedist/_epoch_012_loss_1.664.hdf5')
+# print('Weights are Loaded')
+# call_chkpt=ModelCheckpoint('trained_models/chkpoint/weights.{epoch:02d}-{loss:.2f}.hdf5',monitor='loss',save_best_only=True,mode='min')
+# call_tensorboard=TensorBoard(log_dir='trained_models', histogram_freq=0)
+# let us start the training procedure
+# writer=tf.summary.FileWriter("/tmp/mnist_demo/1")
+num_examples=10000
+loss_arr=[]
+loss=0.0
+for epoch in range(100):
+
+	for qu_batch,an_batch,im_batch in zip(grouper(questions_train[:num_examples], 20, fillvalue=questions_train[-1]),
+										  grouper(answers_train[:num_examples], 20, fillvalue=answers_train[-1]),
+										  grouper(images_train[:num_examples], 20, fillvalue=images_train[-1])):
+		##get all the matrices
+		question_matrix=recieve_batch(qu_batch,word_embeddings)
+		answer_matrix=get_answers_mat(an_batch,label_encoder)
+		image_matrix=get_image_features(im_batch,im_feat,VGG_features)
+		# print("Done_111111!!!!!!!!!!!!")
+		# model.fit([image_matrix,question_matrix],answer_matrix,batch_size=10,nb_epoch=1,callbacks=[call_chkpt,call_tensorboard])
+
+		loss=model.train_on_batch([image_matrix,question_matrix],answer_matrix)
+
+	# input()
+	# 		##now get all the features
+	loss_arr.append(loss)
+	model.save_weights('trained_models/1_lstm_timedist/_epoch_{:03d}_loss_{:.4f}.hdf5'.format(epoch,loss),overwrite=True)
+	print(epoch,">> ","loss",loss)
+	joblib.dump(loss_arr,'trained_models/1_lstm_timedist/loss_arr.pkl')
+#
+#
+# 	print(len(questions_train))
+# '''
+import gc; gc.collect()

From c8ac39ae62696cbc3fbbacb1b1328d34c40e5d6a Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 11:35:22 -0700
Subject: [PATCH 58/64] Update README.md

---
 keras implementation/README.md | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/keras implementation/README.md b/keras implementation/README.md
index 6c09707..dcf64b7 100644
--- a/keras implementation/README.md	
+++ b/keras implementation/README.md	
@@ -26,6 +26,26 @@ download the spacy English glove vectors from https://nlp.stanford.edu/projects/
 Dataset Download link - http://visualqa.org/download.html
 For more info on data preprocessing checkout the data folder in this directory
 
+## To get started
+Checkout the Readme of every folder.
+
+## Results
+The 2 stacked GRU+CNN model converged faster than the corresponding LSTM over the same training set. I also figured out that the SGD optimizer worked better than RMSProp in  normal LSTMs/GRUs but RMSProp worked better in case of a Time Distributed Layer. GRU with the time distributed layer gave a very low accuracy. 
+
+The models can be improvised way further by training it on the entire dataset for about >100 epochs on a better GPU(Tesla or GTX 1080 ). Overfitting can further be reduced by using Dropout and Regularization. 
+
+Validation Accuracy of LSTM + CNN = 33.77 %
+Validation Accuracy of GRU + CNN = 34.4 %
+Validation Accuracy of LSTM + Time Distributed Layer + CNN = 34.3 %
+
+These accuracies are by training over just 10,000 examples. The accuracy can be improved by training over a larger set every epoch and over a better GPU. Currently trained it on a NVIDIA GTX 960M.
+
+## Some Improvements that can be made
+- Better hyperparameter tuning
+- Dropout
+- Regularization
+- Using a RNN decoder for answers to get answers with temporal semantics
+
 ## References
 - https://arxiv.org/pdf/1505.00468v6.pdf
 - https://github.com/avisingh599/visual-qa

From 1b6d3b15c3464624d40dafa82e87a207588c6231 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Fri, 26 May 2017 11:37:42 -0700
Subject: [PATCH 59/64] Update README.md

---
 keras implementation/README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/keras implementation/README.md b/keras implementation/README.md
index dcf64b7..f2120f6 100644
--- a/keras implementation/README.md	
+++ b/keras implementation/README.md	
@@ -27,16 +27,16 @@ Dataset Download link - http://visualqa.org/download.html
 For more info on data preprocessing checkout the data folder in this directory
 
 ## To get started
-Checkout the Readme of every folder.
+Instruction in readme files in every folder
 
 ## Results
 The 2 stacked GRU+CNN model converged faster than the corresponding LSTM over the same training set. I also figured out that the SGD optimizer worked better than RMSProp in  normal LSTMs/GRUs but RMSProp worked better in case of a Time Distributed Layer. GRU with the time distributed layer gave a very low accuracy. 
 
 The models can be improvised way further by training it on the entire dataset for about >100 epochs on a better GPU(Tesla or GTX 1080 ). Overfitting can further be reduced by using Dropout and Regularization. 
 
-Validation Accuracy of LSTM + CNN = 33.77 %
-Validation Accuracy of GRU + CNN = 34.4 %
-Validation Accuracy of LSTM + Time Distributed Layer + CNN = 34.3 %
+1. Validation Accuracy of LSTM + CNN = 33.77 %
+2. Validation Accuracy of GRU + CNN = 34.4 %
+3. Validation Accuracy of LSTM + Time Distributed Layer + CNN = 34.3 %
 
 These accuracies are by training over just 10,000 examples. The accuracy can be improved by training over a larger set every epoch and over a better GPU. Currently trained it on a NVIDIA GTX 960M.
 

From e8823414dde4df56d22f9a99c1358a8e55b37273 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Sun, 28 May 2017 01:11:59 -0700
Subject: [PATCH 60/64] Update readme.md

---
 keras implementation/learn/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/keras implementation/learn/readme.md b/keras implementation/learn/readme.md
index 29fb2c5..b8730fc 100644
--- a/keras implementation/learn/readme.md	
+++ b/keras implementation/learn/readme.md	
@@ -1,4 +1,4 @@
-Contains 2 scripts:
+Contains 3 scripts:
 
 - free_mem.py : Free GPU memory as and when needed
 - workspace_2.py : Script containing functions to get the image computed features, question tensor (to feed it in the LSTM) , and also load the features directly from the vgg 19 model(**[IMPORTANT]**: Since training is done on VGG 16, try not to use this code as it will give error if incorrect weights are loaded or low accuracy even if correct weights are loaded)

From 0145618ecd4783cfe6e274aa93e1c57bc8d0e0a4 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Sun, 28 May 2017 01:14:22 -0700
Subject: [PATCH 61/64] Update workspace_2.py

---
 keras implementation/learn/workspace_2.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/keras implementation/learn/workspace_2.py b/keras implementation/learn/workspace_2.py
index 1744ff0..1564dc2 100644
--- a/keras implementation/learn/workspace_2.py	
+++ b/keras implementation/learn/workspace_2.py	
@@ -8,6 +8,7 @@
 # import scipy .io
 from sklearn.externals import joblib
 from learn.vgg_19_workspace import VGG_19
+import cv2
 
 tf.python.control_flow_ops = tf
 print("Started")
@@ -61,7 +62,7 @@ def get_image_model(CNN_weights_file_name):
     return image_model
 
 def get_image_features(image_file_name, CNN_weights_file_name):
-    ''' Runs the given image_file to VGG 16 model and returns the
+    ''' Runs the given image_file to VGG 19 model which can be run alternatively for training the model and returns the
     weights (filters) as a 1, 4096 dimension vector '''
     image_model = VGG_19(CNN_weights_file_name)
 
@@ -117,4 +118,4 @@ def get_image_features(image_id,im_map,vgg_pre_features):
     if(i==1):
         print("Yes")
 import gc; gc.collect()
-'''
\ No newline at end of file
+'''

From 24b2540dba03f5c22e77739618d9b7d5cd219f48 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Sun, 28 May 2017 01:19:18 -0700
Subject: [PATCH 62/64] Update workspace_2.py

---
 keras implementation/learn/workspace_2.py | 46 -----------------------
 1 file changed, 46 deletions(-)

diff --git a/keras implementation/learn/workspace_2.py b/keras implementation/learn/workspace_2.py
index 1564dc2..0ce6855 100644
--- a/keras implementation/learn/workspace_2.py	
+++ b/keras implementation/learn/workspace_2.py	
@@ -8,7 +8,6 @@
 # import scipy .io
 from sklearn.externals import joblib
 from learn.vgg_19_workspace import VGG_19
-import cv2
 
 tf.python.control_flow_ops = tf
 print("Started")
@@ -48,39 +47,6 @@ def recieve_batch(batch_questions,word_embeddings):
 
 
 
-def get_image_model(CNN_weights_file_name):
-    ''' Takes the CNN weights file, and returns the VGG model update
-    with the weights. Requires the file VGG.py inside models/CNN '''
-
-    image_model = VGG_19(CNN_weights_file_name)
-
-
-    sgd = SGD(lr=0.1, decay=0, momentum=0.8, nesterov=False)
-
-
-    image_model.compile(optimizer=sgd, loss='categorical_crossentropy')
-    return image_model
-
-def get_image_features(image_file_name, CNN_weights_file_name):
-    ''' Runs the given image_file to VGG 19 model which can be run alternatively for training the model and returns the
-    weights (filters) as a 1, 4096 dimension vector '''
-    image_model = VGG_19(CNN_weights_file_name)
-
-    image_features = np.zeros((1, 4096))
-    # Magic_Number = 4096  > Comes from last layer of VGG Model
-
-    # Since VGG was trained as a image of 224x224, every new image
-    # is required to go through the same transformation
-    im = cv2.resize(cv2.imread(image_file_name), (224, 224))
-    im = im.transpose((2, 0, 1))  # convert the image to RGBA
-
-    # this axis dimension is required because VGG was trained on a dimension
-    # of 1, 3, 224, 224 (first axis is for the batch size
-    # even though we are using only one image, we have to keep the dimensions consistent
-    im = np.expand_dims(im, axis=0)
-
-    image_features[0, :] = get_image_model(CNN_weights_file_name).predict(im)[0]
-    return image_features
 
 def get_image_features(image_id,im_map,vgg_pre_features):
     num_dim=4096
@@ -91,18 +57,6 @@ def get_image_features(image_id,im_map,vgg_pre_features):
     return image_features
 
 
-# imgind_to_features=open('C:/Users/ezio/Desktop/vqa/features/coco_vgg_IDMap.txt','r').read().splitlines()
-# vgg_model_path='C:/Users/ezio/Desktop/train2014/vgg_model/vgg_feats.mat'
-# features_struct = scipy.io.loadmat(vgg_model_path)
-# VGG_features=features_struct['feats']
-# # x=get_image_features(img_file,weights)
-# x=('524291', '524291')
-# im_feat={}
-# for i in imgind_to_features:
-#     temp=i.split()
-#     im_feat[temp[0]]=int(temp[1])
-# l=get_image_features(x,im_feat,VGG_features)
-# print(l.shape)
 '''
 
 

From bacc01dee1c7d5d2157d3d084da5b3f454423e6f Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Sun, 28 May 2017 01:20:03 -0700
Subject: [PATCH 63/64] Update readme.md

---
 keras implementation/learn/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/keras implementation/learn/readme.md b/keras implementation/learn/readme.md
index b8730fc..5e68c54 100644
--- a/keras implementation/learn/readme.md	
+++ b/keras implementation/learn/readme.md	
@@ -3,4 +3,4 @@ Contains 3 scripts:
 - free_mem.py : Free GPU memory as and when needed
 - workspace_2.py : Script containing functions to get the image computed features, question tensor (to feed it in the LSTM) , and also load the features directly from the vgg 19 model(**[IMPORTANT]**: Since training is done on VGG 16, try not to use this code as it will give error if incorrect weights are loaded or low accuracy even if correct weights are loaded)
 
-- vgg_19_workspace.py: Constructs VGG 19 layer and removes the top two layers as we are training on 4096 image features. This code is inspired from https://github.com/thtrieu/essence/blob/master/src/utils/VGG.py which os the same for VGG 16
+- vgg_19_workspace.py: Constructs VGG 19 layer and removes the top two layers as we are training on 4096 image features. This code is inspired from https://github.com/thtrieu/essence/blob/master/src/utils/VGG.py which is the same for VGG 16

From 943ee3399348806f68f3eb52468be7097540c829 Mon Sep 17 00:00:00 2001
From: fenildoshi <feziodoshi@users.noreply.github.com>
Date: Sun, 28 May 2017 01:43:58 -0700
Subject: [PATCH 64/64] Update README.md

---
 keras implementation/README.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/keras implementation/README.md b/keras implementation/README.md
index f2120f6..d2b7d97 100644
--- a/keras implementation/README.md	
+++ b/keras implementation/README.md	
@@ -4,7 +4,7 @@ Implementation of the [VQA paper](https://arxiv.org/pdf/1505.00468v6.pdf). Websi
 
 ## Problem Description
 
-Given an image and a natural Language question the task is to give a natural language answer. This is approached by encoding an image in a 4096 dimensional space which can be done by passing it through a VGG model. We will be removing the last 2 convolutional layers in order to get the required dimension. The question can be encoded in 2 ways:
+Given an image and a natural Language question the task is to give a natural language answer. This is approached by encoding an image in a 4096 dimensional space which can be done by passing it through a VGG model. We will be removing the last 2 max pool layers in order to get the required dimension. The question can be encoded in 2 ways:
 - Bag of Words
 - Using Recurrent Neural Networks
 Once the question is encoded, the encoded image and encoded question are merged together and passes through a feed forward deep net. Finally we compute the answers from one of the 1000 classes(as we will take into account only the 1000 most frequently occuring answers).
@@ -34,11 +34,12 @@ The 2 stacked GRU+CNN model converged faster than the corresponding LSTM over th
 
 The models can be improvised way further by training it on the entire dataset for about >100 epochs on a better GPU(Tesla or GTX 1080 ). Overfitting can further be reduced by using Dropout and Regularization. 
 
+
 1. Validation Accuracy of LSTM + CNN = 33.77 %
 2. Validation Accuracy of GRU + CNN = 34.4 %
 3. Validation Accuracy of LSTM + Time Distributed Layer + CNN = 34.3 %
 
-These accuracies are by training over just 10,000 examples. The accuracy can be improved by training over a larger set every epoch and over a better GPU. Currently trained it on a NVIDIA GTX 960M.
+These accuracies are by training over just 10,000 examples. The accuracy can be improved by training over a larger set every epoch and over a better GPU. Currently trained it on a NVIDIA GTX 960M which took around 3 hours to train 10,000 images for 100 epochs.
 
 ## Some Improvements that can be made
 - Better hyperparameter tuning