From 960c35f3321ec4e6fe6f0b712018757bd85893a9 Mon Sep 17 00:00:00 2001 From: DEEPANSHU BAGHEL <92099428+deepanshubaghel@users.noreply.github.com> Date: Tue, 15 Oct 2024 20:09:35 +0530 Subject: [PATCH] Image Caption Generator - Flickr Dataset Added in Generative Models --- ...aption Generator CNN-LSTM-checkpoint.ipynb | 1285 +++++++++++++++++ .../Image Caption Generator CNN-LSTM.ipynb | 1285 +++++++++++++++++ .../README.md | 27 + 3 files changed, 2597 insertions(+) create mode 100644 Generative Models/Image Caption Generator - Flickr Dataset/.ipynb_checkpoints/Image Caption Generator CNN-LSTM-checkpoint.ipynb create mode 100644 Generative Models/Image Caption Generator - Flickr Dataset/Image Caption Generator CNN-LSTM.ipynb create mode 100644 Generative Models/Image Caption Generator - Flickr Dataset/README.md diff --git a/Generative Models/Image Caption Generator - Flickr Dataset/.ipynb_checkpoints/Image Caption Generator CNN-LSTM-checkpoint.ipynb b/Generative Models/Image Caption Generator - Flickr Dataset/.ipynb_checkpoints/Image Caption Generator CNN-LSTM-checkpoint.ipynb new file mode 100644 index 00000000..a2fa4bd4 --- /dev/null +++ b/Generative Models/Image Caption Generator - Flickr Dataset/.ipynb_checkpoints/Image Caption Generator CNN-LSTM-checkpoint.ipynb @@ -0,0 +1,1285 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import Modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:14.990195Z", + "iopub.status.busy": "2022-03-06T06:34:14.989864Z", + "iopub.status.idle": "2022-03-06T06:34:19.970661Z", + "shell.execute_reply": "2022-03-06T06:34:19.969956Z", + "shell.execute_reply.started": "2022-03-06T06:34:14.990114Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import pickle\n", + "import numpy as np\n", + "from tqdm.notebook import tqdm\n", + "\n", + "from tensorflow.keras.applications.vgg16 import VGG16, preprocess_input\n", + "from tensorflow.keras.preprocessing.image import load_img, img_to_array\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "from tensorflow.keras.models import Model\n", + "from tensorflow.keras.utils import to_categorical, plot_model\n", + "from tensorflow.keras.layers import Input, Dense, LSTM, Embedding, Dropout, add" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:19.972539Z", + "iopub.status.busy": "2022-03-06T06:34:19.972303Z", + "iopub.status.idle": "2022-03-06T06:34:19.978812Z", + "shell.execute_reply": "2022-03-06T06:34:19.977587Z", + "shell.execute_reply.started": "2022-03-06T06:34:19.972501Z" + } + }, + "outputs": [], + "source": [ + "BASE_DIR = '/kaggle/input/flickr8k'\n", + "WORKING_DIR = '/kaggle/working'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract Image Features" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:19.982304Z", + "iopub.status.busy": "2022-03-06T06:34:19.982057Z", + "iopub.status.idle": "2022-03-06T06:34:26.712594Z", + "shell.execute_reply": "2022-03-06T06:34:26.711913Z", + "shell.execute_reply.started": "2022-03-06T06:34:19.982271Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-03-06 06:34:20.067223: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.193909: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.194628: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.195695: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2022-03-06 06:34:20.196381: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.197047: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.197765: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.079249: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.080322: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.081336: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.082254: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15403 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n", + "553467904/553467096 [==============================] - 3s 0us/step\n", + "553476096/553467096 [==============================] - 3s 0us/step\n", + "Model: \"model\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "input_1 (InputLayer) [(None, 224, 224, 3)] 0 \n", + "_________________________________________________________________\n", + "block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n", + "_________________________________________________________________\n", + "block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n", + "_________________________________________________________________\n", + "block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n", + "_________________________________________________________________\n", + "block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n", + "_________________________________________________________________\n", + "block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n", + "_________________________________________________________________\n", + "block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n", + "_________________________________________________________________\n", + "block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n", + "_________________________________________________________________\n", + "block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n", + "_________________________________________________________________\n", + "block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n", + "_________________________________________________________________\n", + "block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n", + "_________________________________________________________________\n", + "block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n", + "_________________________________________________________________\n", + "block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n", + "_________________________________________________________________\n", + "block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n", + "_________________________________________________________________\n", + "block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n", + "_________________________________________________________________\n", + "block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n", + "_________________________________________________________________\n", + "block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n", + "_________________________________________________________________\n", + "block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n", + "_________________________________________________________________\n", + "block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 25088) 0 \n", + "_________________________________________________________________\n", + "fc1 (Dense) (None, 4096) 102764544 \n", + "_________________________________________________________________\n", + "fc2 (Dense) (None, 4096) 16781312 \n", + "=================================================================\n", + "Total params: 134,260,544\n", + "Trainable params: 134,260,544\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "# load vgg16 model\n", + "model = VGG16()\n", + "# restructure the model\n", + "model = Model(inputs=model.inputs, outputs=model.layers[-2].output)\n", + "# summarize\n", + "print(model.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:26.714171Z", + "iopub.status.busy": "2022-03-06T06:34:26.713924Z", + "iopub.status.idle": "2022-03-06T06:42:34.816462Z", + "shell.execute_reply": "2022-03-06T06:42:34.815809Z", + "shell.execute_reply.started": "2022-03-06T06:34:26.714138Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "007700728ac24b9d8f1e64f6530d914e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/8091 [00:001]) + ' endseq'\n", + " captions[i] = caption" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.541972Z", + "iopub.status.busy": "2022-03-06T06:42:35.541482Z", + "iopub.status.idle": "2022-03-06T06:42:35.550972Z", + "shell.execute_reply": "2022-03-06T06:42:35.549978Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.541937Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['A child in a pink dress is climbing up a set of stairs in an entry way .',\n", + " 'A girl going into a wooden building .',\n", + " 'A little girl climbing into a wooden playhouse .',\n", + " 'A little girl climbing the stairs to her playhouse .',\n", + " 'A little girl in a pink dress going into a wooden cabin .']" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# before preprocess of text\n", + "mapping['1000268201_693b08cb0e']" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.553409Z", + "iopub.status.busy": "2022-03-06T06:42:35.552825Z", + "iopub.status.idle": "2022-03-06T06:42:35.692145Z", + "shell.execute_reply": "2022-03-06T06:42:35.691520Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.553368Z" + } + }, + "outputs": [], + "source": [ + "# preprocess the text\n", + "clean(mapping)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.693654Z", + "iopub.status.busy": "2022-03-06T06:42:35.693412Z", + "iopub.status.idle": "2022-03-06T06:42:35.698691Z", + "shell.execute_reply": "2022-03-06T06:42:35.697951Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.693623Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['startseq child in pink dress is climbing up set of stairs in an entry way endseq',\n", + " 'startseq girl going into wooden building endseq',\n", + " 'startseq little girl climbing into wooden playhouse endseq',\n", + " 'startseq little girl climbing the stairs to her playhouse endseq',\n", + " 'startseq little girl in pink dress going into wooden cabin endseq']" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# after preprocess of text\n", + "mapping['1000268201_693b08cb0e']" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.703681Z", + "iopub.status.busy": "2022-03-06T06:42:35.703176Z", + "iopub.status.idle": "2022-03-06T06:42:35.716917Z", + "shell.execute_reply": "2022-03-06T06:42:35.716311Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.703644Z" + } + }, + "outputs": [], + "source": [ + "all_captions = []\n", + "for key in mapping:\n", + " for caption in mapping[key]:\n", + " all_captions.append(caption)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.719878Z", + "iopub.status.busy": "2022-03-06T06:42:35.719667Z", + "iopub.status.idle": "2022-03-06T06:42:35.728236Z", + "shell.execute_reply": "2022-03-06T06:42:35.727288Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.719843Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "40455" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(all_captions)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.730327Z", + "iopub.status.busy": "2022-03-06T06:42:35.730058Z", + "iopub.status.idle": "2022-03-06T06:42:35.737755Z", + "shell.execute_reply": "2022-03-06T06:42:35.736976Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.730295Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['startseq child in pink dress is climbing up set of stairs in an entry way endseq',\n", + " 'startseq girl going into wooden building endseq',\n", + " 'startseq little girl climbing into wooden playhouse endseq',\n", + " 'startseq little girl climbing the stairs to her playhouse endseq',\n", + " 'startseq little girl in pink dress going into wooden cabin endseq',\n", + " 'startseq black dog and spotted dog are fighting endseq',\n", + " 'startseq black dog and tri-colored dog playing with each other on the road endseq',\n", + " 'startseq black dog and white dog with brown spots are staring at each other in the street endseq',\n", + " 'startseq two dogs of different breeds looking at each other on the road endseq',\n", + " 'startseq two dogs on pavement moving toward each other endseq']" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_captions[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.739724Z", + "iopub.status.busy": "2022-03-06T06:42:35.739327Z", + "iopub.status.idle": "2022-03-06T06:42:36.355776Z", + "shell.execute_reply": "2022-03-06T06:42:36.355062Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.739686Z" + } + }, + "outputs": [], + "source": [ + "# tokenize the text\n", + "tokenizer = Tokenizer()\n", + "tokenizer.fit_on_texts(all_captions)\n", + "vocab_size = len(tokenizer.word_index) + 1" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.357418Z", + "iopub.status.busy": "2022-03-06T06:42:36.357182Z", + "iopub.status.idle": "2022-03-06T06:42:36.362429Z", + "shell.execute_reply": "2022-03-06T06:42:36.361793Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.357385Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "8485" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab_size" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.364347Z", + "iopub.status.busy": "2022-03-06T06:42:36.363844Z", + "iopub.status.idle": "2022-03-06T06:42:36.403655Z", + "shell.execute_reply": "2022-03-06T06:42:36.402785Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.364309Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "35" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get maximum length of the caption available\n", + "max_length = max(len(caption.split()) for caption in all_captions)\n", + "max_length" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train Test Split" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.406025Z", + "iopub.status.busy": "2022-03-06T06:42:36.405019Z", + "iopub.status.idle": "2022-03-06T06:42:36.411229Z", + "shell.execute_reply": "2022-03-06T06:42:36.410251Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.405987Z" + } + }, + "outputs": [], + "source": [ + "image_ids = list(mapping.keys())\n", + "split = int(len(image_ids) * 0.90)\n", + "train = image_ids[:split]\n", + "test = image_ids[split:]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.413094Z", + "iopub.status.busy": "2022-03-06T06:42:36.412818Z", + "iopub.status.idle": "2022-03-06T06:42:36.420669Z", + "shell.execute_reply": "2022-03-06T06:42:36.419873Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.413060Z" + } + }, + "outputs": [], + "source": [ + "# startseq girl going into wooden building endseq\n", + "# X y\n", + "# startseq girl\n", + "# startseq girl going\n", + "# startseq girl going into\n", + "# ...........\n", + "# startseq girl going into wooden building endseq" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.422292Z", + "iopub.status.busy": "2022-03-06T06:42:36.422033Z", + "iopub.status.idle": "2022-03-06T06:42:36.434535Z", + "shell.execute_reply": "2022-03-06T06:42:36.433711Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.422261Z" + } + }, + "outputs": [], + "source": [ + "# create data generator to get data in batch (avoids session crash)\n", + "def data_generator(data_keys, mapping, features, tokenizer, max_length, vocab_size, batch_size):\n", + " # loop over images\n", + " X1, X2, y = list(), list(), list()\n", + " n = 0\n", + " while 1:\n", + " for key in data_keys:\n", + " n += 1\n", + " captions = mapping[key]\n", + " # process each caption\n", + " for caption in captions:\n", + " # encode the sequence\n", + " seq = tokenizer.texts_to_sequences([caption])[0]\n", + " # split the sequence into X, y pairs\n", + " for i in range(1, len(seq)):\n", + " # split into input and output pairs\n", + " in_seq, out_seq = seq[:i], seq[i]\n", + " # pad input sequence\n", + " in_seq = pad_sequences([in_seq], maxlen=max_length)[0]\n", + " # encode output sequence\n", + " out_seq = to_categorical([out_seq], num_classes=vocab_size)[0]\n", + " \n", + " # store the sequences\n", + " X1.append(features[key][0])\n", + " X2.append(in_seq)\n", + " y.append(out_seq)\n", + " if n == batch_size:\n", + " X1, X2, y = np.array(X1), np.array(X2), np.array(y)\n", + " yield {\"image\": X1, \"text\": X2}, y\n", + " X1, X2, y = list(), list(), list()\n", + " n = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Creation" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.435949Z", + "iopub.status.busy": "2022-03-06T06:42:36.435684Z", + "iopub.status.idle": "2022-03-06T06:42:38.472355Z", + "shell.execute_reply": "2022-03-06T06:42:38.469216Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.435912Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# encoder model\n", + "# image feature layers\n", + "inputs1 = Input(shape=(4096,), name=\"image\")\n", + "fe1 = Dropout(0.4)(inputs1)\n", + "fe2 = Dense(256, activation='relu')(fe1)\n", + "# sequence feature layers\n", + "inputs2 = Input(shape=(max_length,), name=\"text\")\n", + "se1 = Embedding(vocab_size, 256, mask_zero=True)(inputs2)\n", + "se2 = Dropout(0.4)(se1)\n", + "se3 = LSTM(256)(se2)\n", + "\n", + "# decoder model\n", + "decoder1 = add([fe2, se3])\n", + "decoder2 = Dense(256, activation='relu')(decoder1)\n", + "outputs = Dense(vocab_size, activation='softmax')(decoder2)\n", + "\n", + "model = Model(inputs=[inputs1, inputs2], outputs=outputs)\n", + "model.compile(loss='categorical_crossentropy', optimizer='adam')\n", + "\n", + "# plot the model\n", + "plot_model(model, show_shapes=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:38.474530Z", + "iopub.status.busy": "2022-03-06T06:42:38.474040Z", + "iopub.status.idle": "2022-03-06T07:06:15.926491Z", + "shell.execute_reply": "2022-03-06T07:06:15.925776Z", + "shell.execute_reply.started": "2022-03-06T06:42:38.474487Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "227/227 [==============================] - 68s 285ms/step - loss: 5.2210\n", + "227/227 [==============================] - 66s 291ms/step - loss: 4.0199\n", + "227/227 [==============================] - 66s 292ms/step - loss: 3.5781\n", + "227/227 [==============================] - 65s 287ms/step - loss: 3.3090\n", + "227/227 [==============================] - 66s 292ms/step - loss: 3.1080\n", + "227/227 [==============================] - 65s 286ms/step - loss: 2.9619\n", + "227/227 [==============================] - 63s 276ms/step - loss: 2.8491\n", + "227/227 [==============================] - 64s 282ms/step - loss: 2.7516\n", + "227/227 [==============================] - 64s 282ms/step - loss: 2.6670\n", + "227/227 [==============================] - 65s 286ms/step - loss: 2.5966\n", + "227/227 [==============================] - 66s 290ms/step - loss: 2.5327\n", + "227/227 [==============================] - 61s 270ms/step - loss: 2.4774\n", + "227/227 [==============================] - 65s 288ms/step - loss: 2.4307\n", + "227/227 [==============================] - 66s 289ms/step - loss: 2.3873\n", + "227/227 [==============================] - 62s 274ms/step - loss: 2.3451\n", + "227/227 [==============================] - 65s 285ms/step - loss: 2.3081\n", + "227/227 [==============================] - 65s 288ms/step - loss: 2.2678\n", + "227/227 [==============================] - 66s 292ms/step - loss: 2.2323\n", + "227/227 [==============================] - 65s 285ms/step - loss: 2.1992\n", + "227/227 [==============================] - 66s 291ms/step - loss: 2.1702\n" + ] + } + ], + "source": [ + "# train the model\n", + "epochs = 20\n", + "batch_size = 32\n", + "steps = len(train) // batch_size\n", + "\n", + "for i in range(epochs):\n", + " # create data generator\n", + " generator = data_generator(train, mapping, features, tokenizer, max_length, vocab_size, batch_size)\n", + " # fit for one epoch\n", + " model.fit(generator, epochs=1, steps_per_epoch=steps, verbose=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:15.928220Z", + "iopub.status.busy": "2022-03-06T07:06:15.927965Z", + "iopub.status.idle": "2022-03-06T07:06:16.090583Z", + "shell.execute_reply": "2022-03-06T07:06:16.088709Z", + "shell.execute_reply.started": "2022-03-06T07:06:15.928186Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.7/site-packages/keras/utils/generic_utils.py:497: CustomMaskWarning: Custom mask layers require a config and must override get_config. When loading, the custom mask layer must be passed to the custom_objects argument.\n", + " category=CustomMaskWarning)\n" + ] + } + ], + "source": [ + "# save the model\n", + "model.save(WORKING_DIR+'/best_model.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generate Captions for the Image" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:16.093448Z", + "iopub.status.busy": "2022-03-06T07:06:16.092736Z", + "iopub.status.idle": "2022-03-06T07:06:16.100031Z", + "shell.execute_reply": "2022-03-06T07:06:16.098267Z", + "shell.execute_reply.started": "2022-03-06T07:06:16.093377Z" + } + }, + "outputs": [], + "source": [ + "def idx_to_word(integer, tokenizer):\n", + " for word, index in tokenizer.word_index.items():\n", + " if index == integer:\n", + " return word\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:16.108028Z", + "iopub.status.busy": "2022-03-06T07:06:16.102398Z", + "iopub.status.idle": "2022-03-06T07:06:16.122532Z", + "shell.execute_reply": "2022-03-06T07:06:16.121669Z", + "shell.execute_reply.started": "2022-03-06T07:06:16.107982Z" + } + }, + "outputs": [], + "source": [ + "# generate caption for an image\n", + "def predict_caption(model, image, tokenizer, max_length):\n", + " # add start tag for generation process\n", + " in_text = 'startseq'\n", + " # iterate over the max length of sequence\n", + " for i in range(max_length):\n", + " # encode input sequence\n", + " sequence = tokenizer.texts_to_sequences([in_text])[0]\n", + " # pad the sequence\n", + " sequence = pad_sequences([sequence], max_length)\n", + " # predict next word\n", + " yhat = model.predict([image, sequence], verbose=0)\n", + " # get index with high probability\n", + " yhat = np.argmax(yhat)\n", + " # convert index to word\n", + " word = idx_to_word(yhat, tokenizer)\n", + " # stop if word not found\n", + " if word is None:\n", + " break\n", + " # append word as input for generating next word\n", + " in_text += \" \" + word\n", + " # stop if we reach end tag\n", + " if word == 'endseq':\n", + " break\n", + " \n", + " return in_text" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:16.124177Z", + "iopub.status.busy": "2022-03-06T07:06:16.123749Z", + "iopub.status.idle": "2022-03-06T07:12:27.075826Z", + "shell.execute_reply": "2022-03-06T07:12:27.075089Z", + "shell.execute_reply.started": "2022-03-06T07:06:16.124139Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0f479d5c0695433186d659232a12b622", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/810 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "generate_caption(\"1001773457_577c3a7d70.jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:12:27.813391Z", + "iopub.status.busy": "2022-03-06T07:12:27.812965Z", + "iopub.status.idle": "2022-03-06T07:12:28.645372Z", + "shell.execute_reply": "2022-03-06T07:12:28.644695Z", + "shell.execute_reply.started": "2022-03-06T07:12:27.813352Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------------------Actual---------------------\n", + "startseq little girl covered in paint sits in front of painted rainbow with her hands in bowl endseq\n", + "startseq little girl is sitting in front of large painted rainbow endseq\n", + "startseq small girl in the grass plays with fingerpaints in front of white canvas with rainbow on it endseq\n", + "startseq there is girl with pigtails sitting in front of rainbow painting endseq\n", + "startseq young girl with pigtails painting outside in the grass endseq\n", + "--------------------Predicted--------------------\n", + "startseq little girl in pink dress is lying on the side of the grass endseq\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "generate_caption(\"1002674143_1b742ab4b8.jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:12:28.647257Z", + "iopub.status.busy": "2022-03-06T07:12:28.646519Z", + "iopub.status.idle": "2022-03-06T07:12:29.247604Z", + "shell.execute_reply": "2022-03-06T07:12:29.246938Z", + "shell.execute_reply.started": "2022-03-06T07:12:28.647219Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------------------Actual---------------------\n", + "startseq man in hat is displaying pictures next to skier in blue hat endseq\n", + "startseq man skis past another man displaying paintings in the snow endseq\n", + "startseq person wearing skis looking at framed pictures set up in the snow endseq\n", + "startseq skier looks at framed pictures in the snow next to trees endseq\n", + "startseq man on skis looking at artwork for sale in the snow endseq\n", + "--------------------Predicted--------------------\n", + "startseq two people are hiking up snowy mountain endseq\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "generate_caption(\"101669240_b2d3e7f17b.jpg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test with Real Image" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-07T10:52:49.644967Z", + "iopub.status.busy": "2023-02-07T10:52:49.644329Z", + "iopub.status.idle": "2023-02-07T10:52:52.452913Z", + "shell.execute_reply": "2023-02-07T10:52:52.452096Z", + "shell.execute_reply.started": "2023-02-07T10:52:49.644930Z" + } + }, + "outputs": [], + "source": [ + "vgg_model = VGG16()\n", + "# restructure the model\n", + "vgg_model = Model(inputs=vgg_model.inputs, outputs=vgg_model.layers[-2].output)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-07T10:53:08.419042Z", + "iopub.status.busy": "2023-02-07T10:53:08.418775Z", + "iopub.status.idle": "2023-02-07T10:53:09.313035Z", + "shell.execute_reply": "2023-02-07T10:53:09.312141Z", + "shell.execute_reply.started": "2023-02-07T10:53:08.419012Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'startseq the girl is standing on the couch and is standing on the side of the playhouse endseq'" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "image_path = '/kaggle/input/flickr8k/Images/1000268201_693b08cb0e.jpg'\n", + "# load image\n", + "image = load_img(image_path, target_size=(224, 224))\n", + "# convert image pixels to numpy array\n", + "image = img_to_array(image)\n", + "# reshape data for model\n", + "image = image.reshape((1, image.shape[0], image.shape[1], image.shape[2]))\n", + "# preprocess image for vgg\n", + "image = preprocess_input(image)\n", + "# extract features\n", + "feature = vgg_model.predict(image, verbose=0)\n", + "# predict from the trained model\n", + "predict_caption(model, feature, tokenizer, max_length)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Generative Models/Image Caption Generator - Flickr Dataset/Image Caption Generator CNN-LSTM.ipynb b/Generative Models/Image Caption Generator - Flickr Dataset/Image Caption Generator CNN-LSTM.ipynb new file mode 100644 index 00000000..a2fa4bd4 --- /dev/null +++ b/Generative Models/Image Caption Generator - Flickr Dataset/Image Caption Generator CNN-LSTM.ipynb @@ -0,0 +1,1285 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import Modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:14.990195Z", + "iopub.status.busy": "2022-03-06T06:34:14.989864Z", + "iopub.status.idle": "2022-03-06T06:34:19.970661Z", + "shell.execute_reply": "2022-03-06T06:34:19.969956Z", + "shell.execute_reply.started": "2022-03-06T06:34:14.990114Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import pickle\n", + "import numpy as np\n", + "from tqdm.notebook import tqdm\n", + "\n", + "from tensorflow.keras.applications.vgg16 import VGG16, preprocess_input\n", + "from tensorflow.keras.preprocessing.image import load_img, img_to_array\n", + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "from tensorflow.keras.models import Model\n", + "from tensorflow.keras.utils import to_categorical, plot_model\n", + "from tensorflow.keras.layers import Input, Dense, LSTM, Embedding, Dropout, add" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:19.972539Z", + "iopub.status.busy": "2022-03-06T06:34:19.972303Z", + "iopub.status.idle": "2022-03-06T06:34:19.978812Z", + "shell.execute_reply": "2022-03-06T06:34:19.977587Z", + "shell.execute_reply.started": "2022-03-06T06:34:19.972501Z" + } + }, + "outputs": [], + "source": [ + "BASE_DIR = '/kaggle/input/flickr8k'\n", + "WORKING_DIR = '/kaggle/working'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract Image Features" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:19.982304Z", + "iopub.status.busy": "2022-03-06T06:34:19.982057Z", + "iopub.status.idle": "2022-03-06T06:34:26.712594Z", + "shell.execute_reply": "2022-03-06T06:34:26.711913Z", + "shell.execute_reply.started": "2022-03-06T06:34:19.982271Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-03-06 06:34:20.067223: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.193909: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.194628: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.195695: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2022-03-06 06:34:20.196381: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.197047: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:20.197765: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.079249: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.080322: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.081336: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-03-06 06:34:22.082254: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15403 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n", + "553467904/553467096 [==============================] - 3s 0us/step\n", + "553476096/553467096 [==============================] - 3s 0us/step\n", + "Model: \"model\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "input_1 (InputLayer) [(None, 224, 224, 3)] 0 \n", + "_________________________________________________________________\n", + "block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n", + "_________________________________________________________________\n", + "block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n", + "_________________________________________________________________\n", + "block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n", + "_________________________________________________________________\n", + "block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n", + "_________________________________________________________________\n", + "block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n", + "_________________________________________________________________\n", + "block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n", + "_________________________________________________________________\n", + "block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n", + "_________________________________________________________________\n", + "block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n", + "_________________________________________________________________\n", + "block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n", + "_________________________________________________________________\n", + "block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n", + "_________________________________________________________________\n", + "block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n", + "_________________________________________________________________\n", + "block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n", + "_________________________________________________________________\n", + "block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n", + "_________________________________________________________________\n", + "block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n", + "_________________________________________________________________\n", + "block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n", + "_________________________________________________________________\n", + "block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n", + "_________________________________________________________________\n", + "block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n", + "_________________________________________________________________\n", + "block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 25088) 0 \n", + "_________________________________________________________________\n", + "fc1 (Dense) (None, 4096) 102764544 \n", + "_________________________________________________________________\n", + "fc2 (Dense) (None, 4096) 16781312 \n", + "=================================================================\n", + "Total params: 134,260,544\n", + "Trainable params: 134,260,544\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "None\n" + ] + } + ], + "source": [ + "# load vgg16 model\n", + "model = VGG16()\n", + "# restructure the model\n", + "model = Model(inputs=model.inputs, outputs=model.layers[-2].output)\n", + "# summarize\n", + "print(model.summary())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:34:26.714171Z", + "iopub.status.busy": "2022-03-06T06:34:26.713924Z", + "iopub.status.idle": "2022-03-06T06:42:34.816462Z", + "shell.execute_reply": "2022-03-06T06:42:34.815809Z", + "shell.execute_reply.started": "2022-03-06T06:34:26.714138Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "007700728ac24b9d8f1e64f6530d914e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/8091 [00:001]) + ' endseq'\n", + " captions[i] = caption" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.541972Z", + "iopub.status.busy": "2022-03-06T06:42:35.541482Z", + "iopub.status.idle": "2022-03-06T06:42:35.550972Z", + "shell.execute_reply": "2022-03-06T06:42:35.549978Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.541937Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['A child in a pink dress is climbing up a set of stairs in an entry way .',\n", + " 'A girl going into a wooden building .',\n", + " 'A little girl climbing into a wooden playhouse .',\n", + " 'A little girl climbing the stairs to her playhouse .',\n", + " 'A little girl in a pink dress going into a wooden cabin .']" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# before preprocess of text\n", + "mapping['1000268201_693b08cb0e']" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.553409Z", + "iopub.status.busy": "2022-03-06T06:42:35.552825Z", + "iopub.status.idle": "2022-03-06T06:42:35.692145Z", + "shell.execute_reply": "2022-03-06T06:42:35.691520Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.553368Z" + } + }, + "outputs": [], + "source": [ + "# preprocess the text\n", + "clean(mapping)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.693654Z", + "iopub.status.busy": "2022-03-06T06:42:35.693412Z", + "iopub.status.idle": "2022-03-06T06:42:35.698691Z", + "shell.execute_reply": "2022-03-06T06:42:35.697951Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.693623Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['startseq child in pink dress is climbing up set of stairs in an entry way endseq',\n", + " 'startseq girl going into wooden building endseq',\n", + " 'startseq little girl climbing into wooden playhouse endseq',\n", + " 'startseq little girl climbing the stairs to her playhouse endseq',\n", + " 'startseq little girl in pink dress going into wooden cabin endseq']" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# after preprocess of text\n", + "mapping['1000268201_693b08cb0e']" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.703681Z", + "iopub.status.busy": "2022-03-06T06:42:35.703176Z", + "iopub.status.idle": "2022-03-06T06:42:35.716917Z", + "shell.execute_reply": "2022-03-06T06:42:35.716311Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.703644Z" + } + }, + "outputs": [], + "source": [ + "all_captions = []\n", + "for key in mapping:\n", + " for caption in mapping[key]:\n", + " all_captions.append(caption)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.719878Z", + "iopub.status.busy": "2022-03-06T06:42:35.719667Z", + "iopub.status.idle": "2022-03-06T06:42:35.728236Z", + "shell.execute_reply": "2022-03-06T06:42:35.727288Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.719843Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "40455" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(all_captions)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.730327Z", + "iopub.status.busy": "2022-03-06T06:42:35.730058Z", + "iopub.status.idle": "2022-03-06T06:42:35.737755Z", + "shell.execute_reply": "2022-03-06T06:42:35.736976Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.730295Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['startseq child in pink dress is climbing up set of stairs in an entry way endseq',\n", + " 'startseq girl going into wooden building endseq',\n", + " 'startseq little girl climbing into wooden playhouse endseq',\n", + " 'startseq little girl climbing the stairs to her playhouse endseq',\n", + " 'startseq little girl in pink dress going into wooden cabin endseq',\n", + " 'startseq black dog and spotted dog are fighting endseq',\n", + " 'startseq black dog and tri-colored dog playing with each other on the road endseq',\n", + " 'startseq black dog and white dog with brown spots are staring at each other in the street endseq',\n", + " 'startseq two dogs of different breeds looking at each other on the road endseq',\n", + " 'startseq two dogs on pavement moving toward each other endseq']" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_captions[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:35.739724Z", + "iopub.status.busy": "2022-03-06T06:42:35.739327Z", + "iopub.status.idle": "2022-03-06T06:42:36.355776Z", + "shell.execute_reply": "2022-03-06T06:42:36.355062Z", + "shell.execute_reply.started": "2022-03-06T06:42:35.739686Z" + } + }, + "outputs": [], + "source": [ + "# tokenize the text\n", + "tokenizer = Tokenizer()\n", + "tokenizer.fit_on_texts(all_captions)\n", + "vocab_size = len(tokenizer.word_index) + 1" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.357418Z", + "iopub.status.busy": "2022-03-06T06:42:36.357182Z", + "iopub.status.idle": "2022-03-06T06:42:36.362429Z", + "shell.execute_reply": "2022-03-06T06:42:36.361793Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.357385Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "8485" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab_size" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.364347Z", + "iopub.status.busy": "2022-03-06T06:42:36.363844Z", + "iopub.status.idle": "2022-03-06T06:42:36.403655Z", + "shell.execute_reply": "2022-03-06T06:42:36.402785Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.364309Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "35" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get maximum length of the caption available\n", + "max_length = max(len(caption.split()) for caption in all_captions)\n", + "max_length" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train Test Split" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.406025Z", + "iopub.status.busy": "2022-03-06T06:42:36.405019Z", + "iopub.status.idle": "2022-03-06T06:42:36.411229Z", + "shell.execute_reply": "2022-03-06T06:42:36.410251Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.405987Z" + } + }, + "outputs": [], + "source": [ + "image_ids = list(mapping.keys())\n", + "split = int(len(image_ids) * 0.90)\n", + "train = image_ids[:split]\n", + "test = image_ids[split:]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.413094Z", + "iopub.status.busy": "2022-03-06T06:42:36.412818Z", + "iopub.status.idle": "2022-03-06T06:42:36.420669Z", + "shell.execute_reply": "2022-03-06T06:42:36.419873Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.413060Z" + } + }, + "outputs": [], + "source": [ + "# startseq girl going into wooden building endseq\n", + "# X y\n", + "# startseq girl\n", + "# startseq girl going\n", + "# startseq girl going into\n", + "# ...........\n", + "# startseq girl going into wooden building endseq" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.422292Z", + "iopub.status.busy": "2022-03-06T06:42:36.422033Z", + "iopub.status.idle": "2022-03-06T06:42:36.434535Z", + "shell.execute_reply": "2022-03-06T06:42:36.433711Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.422261Z" + } + }, + "outputs": [], + "source": [ + "# create data generator to get data in batch (avoids session crash)\n", + "def data_generator(data_keys, mapping, features, tokenizer, max_length, vocab_size, batch_size):\n", + " # loop over images\n", + " X1, X2, y = list(), list(), list()\n", + " n = 0\n", + " while 1:\n", + " for key in data_keys:\n", + " n += 1\n", + " captions = mapping[key]\n", + " # process each caption\n", + " for caption in captions:\n", + " # encode the sequence\n", + " seq = tokenizer.texts_to_sequences([caption])[0]\n", + " # split the sequence into X, y pairs\n", + " for i in range(1, len(seq)):\n", + " # split into input and output pairs\n", + " in_seq, out_seq = seq[:i], seq[i]\n", + " # pad input sequence\n", + " in_seq = pad_sequences([in_seq], maxlen=max_length)[0]\n", + " # encode output sequence\n", + " out_seq = to_categorical([out_seq], num_classes=vocab_size)[0]\n", + " \n", + " # store the sequences\n", + " X1.append(features[key][0])\n", + " X2.append(in_seq)\n", + " y.append(out_seq)\n", + " if n == batch_size:\n", + " X1, X2, y = np.array(X1), np.array(X2), np.array(y)\n", + " yield {\"image\": X1, \"text\": X2}, y\n", + " X1, X2, y = list(), list(), list()\n", + " n = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Creation" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:36.435949Z", + "iopub.status.busy": "2022-03-06T06:42:36.435684Z", + "iopub.status.idle": "2022-03-06T06:42:38.472355Z", + "shell.execute_reply": "2022-03-06T06:42:38.469216Z", + "shell.execute_reply.started": "2022-03-06T06:42:36.435912Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# encoder model\n", + "# image feature layers\n", + "inputs1 = Input(shape=(4096,), name=\"image\")\n", + "fe1 = Dropout(0.4)(inputs1)\n", + "fe2 = Dense(256, activation='relu')(fe1)\n", + "# sequence feature layers\n", + "inputs2 = Input(shape=(max_length,), name=\"text\")\n", + "se1 = Embedding(vocab_size, 256, mask_zero=True)(inputs2)\n", + "se2 = Dropout(0.4)(se1)\n", + "se3 = LSTM(256)(se2)\n", + "\n", + "# decoder model\n", + "decoder1 = add([fe2, se3])\n", + "decoder2 = Dense(256, activation='relu')(decoder1)\n", + "outputs = Dense(vocab_size, activation='softmax')(decoder2)\n", + "\n", + "model = Model(inputs=[inputs1, inputs2], outputs=outputs)\n", + "model.compile(loss='categorical_crossentropy', optimizer='adam')\n", + "\n", + "# plot the model\n", + "plot_model(model, show_shapes=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T06:42:38.474530Z", + "iopub.status.busy": "2022-03-06T06:42:38.474040Z", + "iopub.status.idle": "2022-03-06T07:06:15.926491Z", + "shell.execute_reply": "2022-03-06T07:06:15.925776Z", + "shell.execute_reply.started": "2022-03-06T06:42:38.474487Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "227/227 [==============================] - 68s 285ms/step - loss: 5.2210\n", + "227/227 [==============================] - 66s 291ms/step - loss: 4.0199\n", + "227/227 [==============================] - 66s 292ms/step - loss: 3.5781\n", + "227/227 [==============================] - 65s 287ms/step - loss: 3.3090\n", + "227/227 [==============================] - 66s 292ms/step - loss: 3.1080\n", + "227/227 [==============================] - 65s 286ms/step - loss: 2.9619\n", + "227/227 [==============================] - 63s 276ms/step - loss: 2.8491\n", + "227/227 [==============================] - 64s 282ms/step - loss: 2.7516\n", + "227/227 [==============================] - 64s 282ms/step - loss: 2.6670\n", + "227/227 [==============================] - 65s 286ms/step - loss: 2.5966\n", + "227/227 [==============================] - 66s 290ms/step - loss: 2.5327\n", + "227/227 [==============================] - 61s 270ms/step - loss: 2.4774\n", + "227/227 [==============================] - 65s 288ms/step - loss: 2.4307\n", + "227/227 [==============================] - 66s 289ms/step - loss: 2.3873\n", + "227/227 [==============================] - 62s 274ms/step - loss: 2.3451\n", + "227/227 [==============================] - 65s 285ms/step - loss: 2.3081\n", + "227/227 [==============================] - 65s 288ms/step - loss: 2.2678\n", + "227/227 [==============================] - 66s 292ms/step - loss: 2.2323\n", + "227/227 [==============================] - 65s 285ms/step - loss: 2.1992\n", + "227/227 [==============================] - 66s 291ms/step - loss: 2.1702\n" + ] + } + ], + "source": [ + "# train the model\n", + "epochs = 20\n", + "batch_size = 32\n", + "steps = len(train) // batch_size\n", + "\n", + "for i in range(epochs):\n", + " # create data generator\n", + " generator = data_generator(train, mapping, features, tokenizer, max_length, vocab_size, batch_size)\n", + " # fit for one epoch\n", + " model.fit(generator, epochs=1, steps_per_epoch=steps, verbose=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:15.928220Z", + "iopub.status.busy": "2022-03-06T07:06:15.927965Z", + "iopub.status.idle": "2022-03-06T07:06:16.090583Z", + "shell.execute_reply": "2022-03-06T07:06:16.088709Z", + "shell.execute_reply.started": "2022-03-06T07:06:15.928186Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.7/site-packages/keras/utils/generic_utils.py:497: CustomMaskWarning: Custom mask layers require a config and must override get_config. When loading, the custom mask layer must be passed to the custom_objects argument.\n", + " category=CustomMaskWarning)\n" + ] + } + ], + "source": [ + "# save the model\n", + "model.save(WORKING_DIR+'/best_model.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generate Captions for the Image" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:16.093448Z", + "iopub.status.busy": "2022-03-06T07:06:16.092736Z", + "iopub.status.idle": "2022-03-06T07:06:16.100031Z", + "shell.execute_reply": "2022-03-06T07:06:16.098267Z", + "shell.execute_reply.started": "2022-03-06T07:06:16.093377Z" + } + }, + "outputs": [], + "source": [ + "def idx_to_word(integer, tokenizer):\n", + " for word, index in tokenizer.word_index.items():\n", + " if index == integer:\n", + " return word\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:16.108028Z", + "iopub.status.busy": "2022-03-06T07:06:16.102398Z", + "iopub.status.idle": "2022-03-06T07:06:16.122532Z", + "shell.execute_reply": "2022-03-06T07:06:16.121669Z", + "shell.execute_reply.started": "2022-03-06T07:06:16.107982Z" + } + }, + "outputs": [], + "source": [ + "# generate caption for an image\n", + "def predict_caption(model, image, tokenizer, max_length):\n", + " # add start tag for generation process\n", + " in_text = 'startseq'\n", + " # iterate over the max length of sequence\n", + " for i in range(max_length):\n", + " # encode input sequence\n", + " sequence = tokenizer.texts_to_sequences([in_text])[0]\n", + " # pad the sequence\n", + " sequence = pad_sequences([sequence], max_length)\n", + " # predict next word\n", + " yhat = model.predict([image, sequence], verbose=0)\n", + " # get index with high probability\n", + " yhat = np.argmax(yhat)\n", + " # convert index to word\n", + " word = idx_to_word(yhat, tokenizer)\n", + " # stop if word not found\n", + " if word is None:\n", + " break\n", + " # append word as input for generating next word\n", + " in_text += \" \" + word\n", + " # stop if we reach end tag\n", + " if word == 'endseq':\n", + " break\n", + " \n", + " return in_text" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:06:16.124177Z", + "iopub.status.busy": "2022-03-06T07:06:16.123749Z", + "iopub.status.idle": "2022-03-06T07:12:27.075826Z", + "shell.execute_reply": "2022-03-06T07:12:27.075089Z", + "shell.execute_reply.started": "2022-03-06T07:06:16.124139Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0f479d5c0695433186d659232a12b622", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/810 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "generate_caption(\"1001773457_577c3a7d70.jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:12:27.813391Z", + "iopub.status.busy": "2022-03-06T07:12:27.812965Z", + "iopub.status.idle": "2022-03-06T07:12:28.645372Z", + "shell.execute_reply": "2022-03-06T07:12:28.644695Z", + "shell.execute_reply.started": "2022-03-06T07:12:27.813352Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------------------Actual---------------------\n", + "startseq little girl covered in paint sits in front of painted rainbow with her hands in bowl endseq\n", + "startseq little girl is sitting in front of large painted rainbow endseq\n", + "startseq small girl in the grass plays with fingerpaints in front of white canvas with rainbow on it endseq\n", + "startseq there is girl with pigtails sitting in front of rainbow painting endseq\n", + "startseq young girl with pigtails painting outside in the grass endseq\n", + "--------------------Predicted--------------------\n", + "startseq little girl in pink dress is lying on the side of the grass endseq\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "generate_caption(\"1002674143_1b742ab4b8.jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2022-03-06T07:12:28.647257Z", + "iopub.status.busy": "2022-03-06T07:12:28.646519Z", + "iopub.status.idle": "2022-03-06T07:12:29.247604Z", + "shell.execute_reply": "2022-03-06T07:12:29.246938Z", + "shell.execute_reply.started": "2022-03-06T07:12:28.647219Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------------------Actual---------------------\n", + "startseq man in hat is displaying pictures next to skier in blue hat endseq\n", + "startseq man skis past another man displaying paintings in the snow endseq\n", + "startseq person wearing skis looking at framed pictures set up in the snow endseq\n", + "startseq skier looks at framed pictures in the snow next to trees endseq\n", + "startseq man on skis looking at artwork for sale in the snow endseq\n", + "--------------------Predicted--------------------\n", + "startseq two people are hiking up snowy mountain endseq\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "generate_caption(\"101669240_b2d3e7f17b.jpg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test with Real Image" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-07T10:52:49.644967Z", + "iopub.status.busy": "2023-02-07T10:52:49.644329Z", + "iopub.status.idle": "2023-02-07T10:52:52.452913Z", + "shell.execute_reply": "2023-02-07T10:52:52.452096Z", + "shell.execute_reply.started": "2023-02-07T10:52:49.644930Z" + } + }, + "outputs": [], + "source": [ + "vgg_model = VGG16()\n", + "# restructure the model\n", + "vgg_model = Model(inputs=vgg_model.inputs, outputs=vgg_model.layers[-2].output)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-07T10:53:08.419042Z", + "iopub.status.busy": "2023-02-07T10:53:08.418775Z", + "iopub.status.idle": "2023-02-07T10:53:09.313035Z", + "shell.execute_reply": "2023-02-07T10:53:09.312141Z", + "shell.execute_reply.started": "2023-02-07T10:53:08.419012Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'startseq the girl is standing on the couch and is standing on the side of the playhouse endseq'" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "image_path = '/kaggle/input/flickr8k/Images/1000268201_693b08cb0e.jpg'\n", + "# load image\n", + "image = load_img(image_path, target_size=(224, 224))\n", + "# convert image pixels to numpy array\n", + "image = img_to_array(image)\n", + "# reshape data for model\n", + "image = image.reshape((1, image.shape[0], image.shape[1], image.shape[2]))\n", + "# preprocess image for vgg\n", + "image = preprocess_input(image)\n", + "# extract features\n", + "feature = vgg_model.predict(image, verbose=0)\n", + "# predict from the trained model\n", + "predict_caption(model, feature, tokenizer, max_length)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Generative Models/Image Caption Generator - Flickr Dataset/README.md b/Generative Models/Image Caption Generator - Flickr Dataset/README.md new file mode 100644 index 00000000..cb251fc7 --- /dev/null +++ b/Generative Models/Image Caption Generator - Flickr Dataset/README.md @@ -0,0 +1,27 @@ +# Image Caption Generator - Flickr Dataset + + +# Project Information + +The objective of the project is to predict the captions for the input image. The dataset consists of 8k images and 5 captions for each image. The features are extracted from both the image and the text captions for input. The features will be concatenated to predict the next word of the caption. CNN is used for image and LSTM is used for text. BLEU Score is used as a metric to evaluate the performance of the trained model. + + +**Download link:** https://www.kaggle.com/adityajn105/flickr8k + +**Environment:** Kaggle + +# Libraries + +- numpy +- matplotlib +- keras +- tensorflow +- nltk + +# Neural Network + +- VGG16 Network +- CNN-LSTM Network + +**BLEU-1 Score:** 0.544 +**BLEU-2 Score:** 0.319 \ No newline at end of file