![](\"https://m.media-amazon.com/images/I/31SejUEWY7L._SS522_.jpg\"/)
"
],
"text/plain": [
"![](\"https://m.media-amazon.com/images/I/41RgefVq70L._SS522_.jpg\"/)
"
],
"text/plain": [
"![](\"https://m.media-amazon.com/images/I/61vz1IglerL._SS522_.jpg\"/)
"
],
"text/plain": [
"![](\"https://m.media-amazon.com/images/I/41p4d4VJnNL._SS522_.jpg\"/)
"
],
"text/plain": [
"\n",
"\n",
"\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" keyword embedding\n",
"0 industrial [-0.026137426, 0.021297162, -0.007273361, -0.0...\n",
"1 metal [-0.020492474, 0.0044436487, -0.0110632675, -0...\n",
"2 wood [0.013840097, 0.029538965, 0.00064718135, -0.0...\n",
"3 vintage [-0.052348174, 0.008181616, -0.015513194, 0.00...\n",
"4 bed [-0.011677503, 0.023275835, 0.0026937425, -0.0..."
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_keywords = pd.DataFrame(keywords_list, columns=['keyword'])\n",
"df_keywords['embedding'] = df_keywords['keyword'].apply(lambda x: get_embedding(x))\n",
"df_keywords"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "f549e537",
"metadata": {},
"outputs": [],
"source": [
"def compare_keyword(keyword):\n",
" embedded_value = get_embedding(keyword)\n",
" df_keywords['similarity'] = df_keywords['embedding'].apply(lambda x: cosine_similarity(np.array(x).reshape(1,-1), np.array(embedded_value).reshape(1, -1)))\n",
" most_similar = df_keywords.sort_values('similarity', ascending=False).iloc[0]\n",
" return most_similar\n",
"\n",
"def replace_keyword(keyword, threshold = 0.6):\n",
" most_similar = compare_keyword(keyword)\n",
" if most_similar['similarity'] > threshold:\n",
" print(f\"Replacing '{keyword}' with existing keyword: '{most_similar['keyword']}'\")\n",
" return most_similar['keyword']\n",
" return keyword"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "08c0ec9c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Replacing 'bed frame' with existing keyword: 'bed'\n",
"Replacing 'wooden' with existing keyword: 'wood'\n",
"Replacing 'vintage' with existing keyword: 'vintage'\n",
"Replacing 'metal' with existing keyword: 'metal'\n",
"Replacing 'metallic' with existing keyword: 'metal'\n",
"Replacing 'woody' with existing keyword: 'wood'\n",
"Final keywords: {'vintage', 'desk', 'wood', 'table', 'old', 'bed', 'metal', 'old school'}\n"
]
}
],
"source": [
"# Example keywords to compare to our list of existing keywords\n",
"example_keywords = ['bed frame', 'wooden', 'vintage', 'old school', 'desk', 'table', 'old', 'metal', 'metallic', 'woody']\n",
"final_keywords = []\n",
"\n",
"for k in example_keywords:\n",
" final_keywords.append(replace_keyword(k))\n",
" \n",
"final_keywords = set(final_keywords)\n",
"print(f\"Final keywords: {final_keywords}\")"
]
},
{
"cell_type": "markdown",
"id": "11b0afa1",
"metadata": {},
"source": [
"## Generate captions\n",
"\n",
"In this section, we'll use GPT-4o mini to generate an image description and then use a few-shot examples approach with GPT-4-turbo to generate captions from the images.\n",
"\n",
"If few-shot examples are not enough for your use case, consider fine-tuning a model to get the generated captions to match the style & tone you are targeting. "
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "c67a434b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"| \n", " | keyword | \n", "embedding | \n", "
|---|---|---|
| 0 | \n", "industrial | \n", "[-0.026137426, 0.021297162, -0.007273361, -0.0... | \n", "
| 1 | \n", "metal | \n", "[-0.020492474, 0.0044436487, -0.0110632675, -0... | \n", "
| 2 | \n", "wood | \n", "[0.013840097, 0.029538965, 0.00064718135, -0.0... | \n", "
| 3 | \n", "vintage | \n", "[-0.052348174, 0.008181616, -0.015513194, 0.00... | \n", "
| 4 | \n", "bed | \n", "[-0.011677503, 0.023275835, 0.0026937425, -0.0... | \n", "
\n",
"\n",
"\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" title \\\n",
"0 GOYMFK 1pc Free Standing Shoe Rack, Multi-laye... \n",
"1 subrtex Leather ding Room, Dining Chairs Set o... \n",
"2 Plant Repotting Mat MUYETOL Waterproof Transpl... \n",
"3 Pickleball Doormat, Welcome Doormat Absorbent ... \n",
"4 JOIN IRON Foldable TV Trays for Eating Set of ... \n",
"\n",
" primary_image style \\\n",
"0 https://m.media-amazon.com/images/I/416WaLx10j... Modern \n",
"1 https://m.media-amazon.com/images/I/31SejUEWY7... Black Rubber Wood \n",
"2 https://m.media-amazon.com/images/I/41RgefVq70... Modern \n",
"3 https://m.media-amazon.com/images/I/61vz1Igler... Modern \n",
"4 https://m.media-amazon.com/images/I/41p4d4VJnN... X Classic Style \n",
"\n",
" material color url \n",
"0 Metal White https://www.amazon.com/dp/B0CJHKVG6P \n",
"1 Sponge Black https://www.amazon.com/dp/B0B66QHB23 \n",
"2 Polyethylene Green https://www.amazon.com/dp/B0BXRTWLYK \n",
"3 Rubber A5589 https://www.amazon.com/dp/B0C1MRB2M8 \n",
"4 Iron Grey Set of 4 https://www.amazon.com/dp/B0CG1N9QRC "
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Cleaning up dataset columns\n",
"selected_columns = ['title', 'primary_image', 'style', 'material', 'color', 'url']\n",
"df = df[selected_columns].copy()\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "9bb5c4fa",
"metadata": {},
"source": [
"### Describing images with GPT-4o mini"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "561912fc",
"metadata": {},
"outputs": [],
"source": [
"describe_system_prompt = '''\n",
" You are a system generating descriptions for furniture items, decorative items, or furnishings on an e-commerce website.\n",
" Provided with an image and a title, you will describe the main item that you see in the image, giving details but staying concise.\n",
" You can describe unambiguously what the item is and its material, color, and style if clearly identifiable.\n",
" If there are multiple items depicted, refer to the title to understand which item you should describe.\n",
" '''\n",
"\n",
"def describe_image(img_url, title):\n",
" response = client.chat.completions.create(\n",
" model=\"gpt-4o-mini\",\n",
" temperature=0.2,\n",
" messages=[\n",
" {\n",
" \"role\": \"system\",\n",
" \"content\": describe_system_prompt\n",
" },\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": [\n",
" {\n",
" \"type\": \"image_url\",\n",
" \"image_url\": {\n",
" \"url\": img_url,\n",
" }\n",
" },\n",
" ],\n",
" },\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": title\n",
" }\n",
" ],\n",
" max_tokens=300,\n",
" )\n",
"\n",
" return response.choices[0].message.content"
]
},
{
"cell_type": "markdown",
"id": "f46f6486",
"metadata": {},
"source": [
"#### Testing on a few examples"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "a0351489",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... - https://www.amazon.com/dp/B0CJHKVG6P :\n",
"\n",
"The item is a free-standing shoe rack designed for versatile use in living rooms, bathrooms, or hallways. It features a multi-layer metal structure with a sleek white finish. The rack includes eight double hooks at the top for hanging accessories like hats, bags, or scarves. Below, there are multiple shelves that provide ample space for organizing shoes, making it both functional and stylish for entryway storage.\n",
"--------------------------\n",
"\n",
"subrtex Leather ding Room, Dining Chairs Set of 2,... - https://www.amazon.com/dp/B0B66QHB23 :\n",
"\n",
"The Subrtex Leather Dining Chairs come in a set of two, featuring a sleek black design. Each chair is upholstered in durable faux leather, offering a modern and stylish look. The high backrest is accentuated with subtle vertical stitching, while the sturdy wooden legs provide stability and support. These chairs are ideal for enhancing the aesthetic of any dining room.\n",
"--------------------------\n",
"\n",
"Plant Repotting Mat MUYETOL Waterproof Transplanti... - https://www.amazon.com/dp/B0BXRTWLYK :\n",
"\n",
"The Plant Repotting Mat is a portable and foldable gardening accessory, measuring 26.8\" x 26.8\". It features a vibrant green color with black edges, designed to be waterproof for easy cleanup during soil changes. The mat provides a spacious area for repotting plants and comes with tools for transplanting. Ideal for indoor gardening, it helps keep your workspace tidy while you care for your succulents and other plants.\n",
"--------------------------\n",
"\n",
"Pickleball Doormat, Welcome Doormat Absorbent Non-... - https://www.amazon.com/dp/B0C1MRB2M8 :\n",
"\n",
"The Pickleball Doormat features a natural coir material with a rectangular shape, measuring 16x24 inches. It showcases a playful design with the phrase \"It's a good day to play PICKLEBALL\" in bold black lettering, accompanied by graphic illustrations of pickleball paddles. The mat is designed to be absorbent and non-slip, making it suitable for entryways or bathrooms. Its light brown color adds a warm touch to any space.\n",
"--------------------------\n",
"\n",
"JOIN IRON Foldable TV Trays for Eating Set of 4 wi... - https://www.amazon.com/dp/B0CG1N9QRC :\n",
"\n",
"The JOIN IRON Foldable TV Trays set includes four sleek, grey snack tables designed for convenience and space-saving. Each tray features a sturdy, flat surface supported by a durable metal frame, allowing for easy folding and storage. The minimalist design makes them ideal for small spaces, perfect for enjoying meals or snacks while watching TV. The set also comes with a stand for organized storage when not in use.\n",
"--------------------------\n",
"\n"
]
}
],
"source": [
"for index, row in examples.iterrows():\n",
" print(f\"{row['title'][:50]}{'...' if len(row['title']) > 50 else ''} - {row['url']} :\\n\")\n",
" img_description = describe_image(row['primary_image'], row['title'])\n",
" print(f\"{img_description}\\n--------------------------\\n\")"
]
},
{
"cell_type": "markdown",
"id": "d63f628f",
"metadata": {},
"source": [
"### Turning descriptions into captions\n",
"Using a few-shot examples approach to turn a long description into a short image caption"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "66b5bc53",
"metadata": {},
"outputs": [],
"source": [
"caption_system_prompt = '''\n",
"Your goal is to generate short, descriptive captions for images of furniture items, decorative items, or furnishings based on an image description.\n",
"You will be provided with a description of an item image and you will output a caption that captures the most important information about the item.\n",
"Your generated caption should be short (1 sentence), and include the most relevant information about the item.\n",
"The most important information could be: the type of the item, the style (if mentioned), the material if especially relevant and any distinctive features.\n",
"'''\n",
"\n",
"few_shot_examples = [\n",
" {\n",
" \"description\": \"This is a multi-layer metal shoe rack featuring a free-standing design. It has a clean, white finish that gives it a modern and versatile look, suitable for various home decors. The rack includes several horizontal shelves dedicated to organizing shoes, providing ample space for multiple pairs. Above the shoe storage area, there are 8 double hooks arranged in two rows, offering additional functionality for hanging items such as hats, scarves, or bags. The overall structure is sleek and space-saving, making it an ideal choice for placement in living rooms, bathrooms, hallways, or entryways where efficient use of space is essential.\",\n",
" \"caption\": \"White metal free-standing shoe rack\"\n",
" },\n",
" {\n",
" \"description\": \"The image shows a set of two dining chairs in black. These chairs are upholstered in a leather-like material, giving them a sleek and sophisticated appearance. The design features straight lines with a slight curve at the top of the high backrest, which adds a touch of elegance. The chairs have a simple, vertical stitching detail on the backrest, providing a subtle decorative element. The legs are also black, creating a uniform look that would complement a contemporary dining room setting. The chairs appear to be designed for comfort and style, suitable for both casual and formal dining environments.\",\n",
" \"caption\": \"Set of 2 modern black leather dining chairs\"\n",
" },\n",
" {\n",
" \"description\": \"This is a square plant repotting mat designed for indoor gardening tasks such as transplanting and changing soil for plants. It measures 26.8 inches by 26.8 inches and is made from a waterproof material, which appears to be a durable, easy-to-clean fabric in a vibrant green color. The edges of the mat are raised with integrated corner loops, likely to keep soil and water contained during gardening activities. The mat is foldable, enhancing its portability, and can be used as a protective surface for various gardening projects, including working with succulents. It's a practical accessory for garden enthusiasts and makes for a thoughtful gift for those who enjoy indoor plant care.\",\n",
" \"caption\": \"Waterproof square plant repotting mat\"\n",
" }\n",
"]\n",
"\n",
"formatted_examples = [[{\n",
" \"role\": \"user\",\n",
" \"content\": ex['description']\n",
"},\n",
"{\n",
" \"role\": \"assistant\", \n",
" \"content\": ex['caption']\n",
"}]\n",
" for ex in few_shot_examples\n",
"]\n",
"\n",
"formatted_examples = [i for ex in formatted_examples for i in ex]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "b5ac5262",
"metadata": {},
"outputs": [],
"source": [
"def caption_image(description, model=\"gpt-4o-mini\"):\n",
" messages = formatted_examples\n",
" messages.insert(0, \n",
" {\n",
" \"role\": \"system\",\n",
" \"content\": caption_system_prompt\n",
" })\n",
" messages.append(\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": description\n",
" })\n",
" response = client.chat.completions.create(\n",
" model=model,\n",
" temperature=0.2,\n",
" messages=messages\n",
" )\n",
"\n",
" return response.choices[0].message.content"
]
},
{
"cell_type": "markdown",
"id": "f5661152",
"metadata": {},
"source": [
"#### Testing on a few examples"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "2d8f3427",
"metadata": {},
"outputs": [],
"source": [
"examples = df.iloc[5:8]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "b426d22d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor... - https://www.amazon.com/dp/B0C9WYYFLB :\n",
"\n",
"The LOVMOR 30'' Bathroom Vanity Sink Base Cabinet features a classic design with a rich brown finish. It includes three drawers on the left side for ample storage, complemented by a spacious cabinet door on the right. The cabinet is constructed with detailed paneling, adding a touch of elegance, making it suitable for bathrooms, kitchens, laundry rooms, and more. Its versatile style allows it to blend seamlessly into various decor themes.\n",
"--------------------------\n",
"\n",
"Classic 30'' brown bathroom vanity sink base cabinet with storage drawers.\n",
"--------------------------\n",
"\n",
"Folews Bathroom Organizer Over The Toilet Storage,... - https://www.amazon.com/dp/B09NZY3R1T :\n",
"\n",
"The Folews Bathroom Organizer is a freestanding, 4-tier storage rack designed to fit over a toilet. It features a sleek black metal frame with adjustable shelves, allowing for customizable storage options. The shelves are made of wire, providing a modern look while ensuring durability. This organizer includes baskets for additional storage and is ideal for maximizing bathroom space by holding toiletries, towels, and other essentials. Its design is both functional and stylish, making it a great addition to any bathroom.\n",
"--------------------------\n",
"\n",
"Freestanding 4-tier black metal bathroom organizer with adjustable wire shelves and baskets.\n",
"--------------------------\n",
"\n",
"GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... - https://www.amazon.com/dp/B0CJHKVG6P :\n",
"\n",
"The GOYMFK Free Standing Shoe Rack is a versatile storage solution designed for various spaces like living rooms, bathrooms, or hallways. It features a multi-layer metal construction with a sleek white finish. The rack includes eight double hooks at the top for hanging items such as hats, bags, or scarves. Below, there are multiple shelves for organizing shoes, accommodating various styles and sizes. Its modern design combines functionality with a clean aesthetic, making it a practical addition to any home.\n",
"--------------------------\n",
"\n",
"Versatile white metal free-standing shoe rack with hooks and multiple shelves.\n",
"--------------------------\n",
"\n"
]
}
],
"source": [
"for index, row in examples.iterrows():\n",
" print(f\"{row['title'][:50]}{'...' if len(row['title']) > 50 else ''} - {row['url']} :\\n\")\n",
" img_description = describe_image(row['primary_image'], row['title'])\n",
" print(f\"{img_description}\\n--------------------------\\n\")\n",
" img_caption = caption_image(img_description)\n",
" print(f\"{img_caption}\\n--------------------------\\n\")"
]
},
{
"cell_type": "markdown",
"id": "b4b5e705",
"metadata": {},
"source": [
"## Image search\n",
"\n",
"In this section, we will use generated keywords and captions to search items that match a given input, either text or image.\n",
"\n",
"We will leverage our embeddings model to generate embeddings for the keywords and captions and compare them to either input text or the generated caption from an input image."
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "302d251d",
"metadata": {},
"outputs": [],
"source": [
"# Df we'll use to compare keywords\n",
"df_keywords = pd.DataFrame(columns=['keyword', 'embedding'])\n",
"df['keywords'] = ''\n",
"df['img_description'] = ''\n",
"df['caption'] = ''"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "9285bb14",
"metadata": {},
"outputs": [],
"source": [
"# Function to replace a keyword with an existing keyword if it's too similar\n",
"def get_keyword(keyword, df_keywords, threshold = 0.6):\n",
" embedded_value = get_embedding(keyword)\n",
" df_keywords['similarity'] = df_keywords['embedding'].apply(lambda x: cosine_similarity(np.array(x).reshape(1,-1), np.array(embedded_value).reshape(1, -1)))\n",
" sorted_keywords = df_keywords.copy().sort_values('similarity', ascending=False)\n",
" if len(sorted_keywords) > 0 :\n",
" most_similar = sorted_keywords.iloc[0]\n",
" if most_similar['similarity'] > threshold:\n",
" print(f\"Replacing '{keyword}' with existing keyword: '{most_similar['keyword']}'\")\n",
" return most_similar['keyword']\n",
" new_keyword = {\n",
" 'keyword': keyword,\n",
" 'embedding': embedded_value\n",
" }\n",
" df_keywords = pd.concat([df_keywords, pd.DataFrame([new_keyword])], ignore_index=True)\n",
" return keyword"
]
},
{
"cell_type": "markdown",
"id": "0a4051ae",
"metadata": {},
"source": [
"### Preparing the dataset"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "297bbc45",
"metadata": {},
"outputs": [],
"source": [
"import ast\n",
"\n",
"def tag_and_caption(row):\n",
" keywords = analyze_image(row['primary_image'], row['title'])\n",
" try:\n",
" keywords = ast.literal_eval(keywords)\n",
" mapped_keywords = [get_keyword(k, df_keywords) for k in keywords]\n",
" except Exception as e:\n",
" print(f\"Error parsing keywords: {keywords}\")\n",
" mapped_keywords = []\n",
" img_description = describe_image(row['primary_image'], row['title'])\n",
" caption = caption_image(img_description)\n",
" return {\n",
" 'keywords': mapped_keywords,\n",
" 'img_description': img_description,\n",
" 'caption': caption\n",
" }\n"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "e62b8708",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(312, 9)"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "markdown",
"id": "d59b4b98",
"metadata": {},
"source": [
"Processing all 312 lines of the dataset will take a while.\n",
"To test out the idea, we will only run it on the first 50 lines: this takes ~20 mins. \n",
"Feel free to skip this step and load the already processed dataset (see below)."
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "43ec629b",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 - GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me...\n",
"1 - subrtex Leather ding Room, Dining Chairs Set of 2,...\n",
"2 - Plant Repotting Mat MUYETOL Waterproof Transplanti...\n",
"3 - Pickleball Doormat, Welcome Doormat Absorbent Non-...\n",
"4 - JOIN IRON Foldable TV Trays for Eating Set of 4 wi...\n",
"5 - LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor...\n",
"6 - Folews Bathroom Organizer Over The Toilet Storage,...\n",
"7 - GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me...\n",
"8 - subrtex Leather ding Room, Dining Chairs Set of 2,...\n",
"9 - Plant Repotting Mat MUYETOL Waterproof Transplanti...\n",
"10 - Pickleball Doormat, Welcome Doormat Absorbent Non-...\n",
"11 - JOIN IRON Foldable TV Trays for Eating Set of 4 wi...\n",
"12 - LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor...\n",
"13 - Folews Bathroom Organizer Over The Toilet Storage,...\n",
"14 - Lerliuo Nightstand, Side Table, Industrial Bedside...\n",
"15 - Boss Office Products Any Task Mid-Back Task Chair ...\n",
"16 - Kingston Brass BA1752BB Heritage 18-Inch Towel-Bar...\n",
"17 - Chief Mfg.Swing-Arm Wall Mount Hardware Mount Blac...\n",
"18 - DOMYDEVM Black End Table, Nightstand with Charging...\n",
"19 - LASCO 35-5019 Hallmack Style 24-Inch Towel Bar Acc...\n",
"20 - Table-Mate II PRO TV Tray Table - Folding Table wi...\n",
"21 - EGFheal White Dress Up Storage\n",
"22 - Caroline's Treasures PPD3013JMAT Enchanted Garden ...\n",
"23 - Leick Home 70007-WTGD Mixed Metal and Wood Stepped...\n",
"24 - Caroline's Treasures CK3435MAT Bichon Frise Doorma...\n",
"25 - Wildkin Kids Canvas Sling Bookshelf with Storage f...\n",
"26 - Gbuzozie 38L Round Laundry Hamper Cute Mermaid Gir...\n",
"27 - Tiita Comfy Saucer Chair, Soft Faux Fur Oversized ...\n",
"28 - Summer Desk Decor,Welcome Summer Wood Block Sign D...\n",
"29 - Homebeez 39.1\" Length Bedroom Storage Bench, End B...\n",
"30 - Flash Furniture Webb Commercial Grade 24\" Round Bl...\n",
"31 - Mellow 2 Inch Ventilated Memory Foam Mattress Topp...\n",
"32 - CangLong Mid Century Modern Side Chair with Wood L...\n",
"33 - HomePop Metal Accent Table Triangle Base Round Mir...\n",
"34 - MAEPA RV Shoe Storage for Bedside - 8 Extra Large ...\n",
"35 - NearMoon Hand Towel Holder/Towel Ring - Bathroom T...\n",
"36 - FLYJOE Narrow Side Table with PU Leather Magazine ...\n",
"37 - HomePop Home Decor | K2380-YDQY-2 | Luxury Large F...\n",
"38 - Moroccan Leather Pouf Ottoman for Living Room - Ro...\n",
"39 - AnyDesign Christmas Welcome Doormat Decorative Xma...\n",
"40 - GXFC ZHAO Welcome Funny Door Mat Shoes and Bras Of...\n",
"41 - LEASYLIFE Black Metal Trash can,10L/2.6GAL,Open To...\n",
"42 - Solid Wood Wine Cabinet, bar Rack - Home Wood Furn...\n",
"43 - Black Leather Office Chair Mid Back Leather Desk C...\n",
"44 - Convenience Concepts Tucson Flip Top End Table wit...\n",
"45 - 3-Tier Kitchen Storage Cart with Handle, Multifunc...\n",
"46 - Mimoglad Office Chair, High Back Ergonomic Desk Ch...\n",
"47 - Let the Adventure Begin Door Mat 17\"x30\" Decorativ...\n",
"48 - 1 Pack Adjustable Height Center Support Leg for Be...\n",
"49 - Stylo Culture Traditional Cotton Patchwork Embroid...\n"
]
}
],
"source": [
"# Running on first 50 lines\n",
"for index, row in df[:50].iterrows():\n",
" print(f\"{index} - {row['title'][:50]}{'...' if len(row['title']) > 50 else ''}\")\n",
" updates = tag_and_caption(row)\n",
" df.loc[index, updates.keys()] = updates.values()"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "85febcd2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"| \n", " | title | \n", "primary_image | \n", "style | \n", "material | \n", "color | \n", "url | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "GOYMFK 1pc Free Standing Shoe Rack, Multi-laye... | \n", "https://m.media-amazon.com/images/I/416WaLx10j... | \n", "Modern | \n", "Metal | \n", "White | \n", "https://www.amazon.com/dp/B0CJHKVG6P | \n", "
| 1 | \n", "subrtex Leather ding Room, Dining Chairs Set o... | \n", "https://m.media-amazon.com/images/I/31SejUEWY7... | \n", "Black Rubber Wood | \n", "Sponge | \n", "Black | \n", "https://www.amazon.com/dp/B0B66QHB23 | \n", "
| 2 | \n", "Plant Repotting Mat MUYETOL Waterproof Transpl... | \n", "https://m.media-amazon.com/images/I/41RgefVq70... | \n", "Modern | \n", "Polyethylene | \n", "Green | \n", "https://www.amazon.com/dp/B0BXRTWLYK | \n", "
| 3 | \n", "Pickleball Doormat, Welcome Doormat Absorbent ... | \n", "https://m.media-amazon.com/images/I/61vz1Igler... | \n", "Modern | \n", "Rubber | \n", "A5589 | \n", "https://www.amazon.com/dp/B0C1MRB2M8 | \n", "
| 4 | \n", "JOIN IRON Foldable TV Trays for Eating Set of ... | \n", "https://m.media-amazon.com/images/I/41p4d4VJnN... | \n", "X Classic Style | \n", "Iron | \n", "Grey Set of 4 | \n", "https://www.amazon.com/dp/B0CG1N9QRC | \n", "
\n",
"\n",
"\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" title \\\n",
"0 GOYMFK 1pc Free Standing Shoe Rack, Multi-laye... \n",
"1 subrtex Leather ding Room, Dining Chairs Set o... \n",
"2 Plant Repotting Mat MUYETOL Waterproof Transpl... \n",
"3 Pickleball Doormat, Welcome Doormat Absorbent ... \n",
"4 JOIN IRON Foldable TV Trays for Eating Set of ... \n",
"\n",
" primary_image style \\\n",
"0 https://m.media-amazon.com/images/I/416WaLx10j... Modern \n",
"1 https://m.media-amazon.com/images/I/31SejUEWY7... Black Rubber Wood \n",
"2 https://m.media-amazon.com/images/I/41RgefVq70... Modern \n",
"3 https://m.media-amazon.com/images/I/61vz1Igler... Modern \n",
"4 https://m.media-amazon.com/images/I/41p4d4VJnN... X Classic Style \n",
"\n",
" material color url \\\n",
"0 Metal White https://www.amazon.com/dp/B0CJHKVG6P \n",
"1 Sponge Black https://www.amazon.com/dp/B0B66QHB23 \n",
"2 Polyethylene Green https://www.amazon.com/dp/B0BXRTWLYK \n",
"3 Rubber A5589 https://www.amazon.com/dp/B0C1MRB2M8 \n",
"4 Iron Grey Set of 4 https://www.amazon.com/dp/B0CG1N9QRC \n",
"\n",
" keywords \\\n",
"0 [shoe rack, metal, white, multi-layer, hooks] \n",
"1 [dining chair, leather, black] \n",
"2 [repotting mat, waterproof, portable, foldable... \n",
"3 [doormat, absorbent, non-slip, coconut fiber, ... \n",
"4 [tv tray, foldable, metal, grey] \n",
"\n",
" img_description \\\n",
"0 The GOYMFK Free Standing Shoe Rack is a versat... \n",
"1 The Subrtex Leather Dining Chairs come in a se... \n",
"2 The Plant Repotting Mat is a portable and fold... \n",
"3 The Pickleball Doormat is a charming welcome m... \n",
"4 The JOIN IRON Foldable TV Tray Set includes fo... \n",
"\n",
" caption \n",
"0 Sleek white multi-layer metal free-standing sh... \n",
"1 Set of 2 modern black faux leather dining chai... \n",
"2 Vibrant green waterproof plant repotting mat \n",
"3 Coir welcome mat featuring a playful \"It's a g... \n",
"4 Set of 4 foldable grey TV trays with durable b... "
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "c36d3320",
"metadata": {},
"outputs": [],
"source": [
"data_path = \"data/items_tagged_and_captioned.csv\""
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "b98b0ec8",
"metadata": {},
"outputs": [],
"source": [
"# Saving locally for later - optional: do not execute if you prefer to use the provided file\n",
"df.to_csv(data_path, index=False)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "a9f0de2f",
"metadata": {},
"outputs": [],
"source": [
"# Optional: load data from saved file if you haven't processed the whole dataset\n",
"df = pd.read_csv(data_path)"
]
},
{
"cell_type": "markdown",
"id": "9336b03c",
"metadata": {},
"source": [
"### Embedding captions and keywords\n",
"We can now use the generated captions and keywords to match relevant content to an input text query or caption. \n",
"To do this, we will embed a combination of keywords + captions.\n",
"Note: creating the embeddings will take ~3 mins to run. Feel free to load the pre-processed dataset (see below)."
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "9cc54beb",
"metadata": {},
"outputs": [],
"source": [
"df_search = df.copy()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "d9810f84",
"metadata": {},
"outputs": [],
"source": [
"def embed_tags_caption(x):\n",
" if x['caption'] != '':\n",
" try:\n",
" keywords_string = \",\".join(k for k in x['keywords']) + '\\n'\n",
" content = keywords_string + x['caption']\n",
" embedding = get_embedding(content)\n",
" return embedding\n",
" except Exception as e:\n",
" print(f\"Error creating embedding for {x}: {e}\")"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "6780488b",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Error creating embedding for title Suptsifira Shoe storage box, 24 Packs Shoe Box...\n",
"primary_image https://m.media-amazon.com/images/I/51enKGSxK8...\n",
"style NaN\n",
"material Porcelain\n",
"color White\n",
"url https://www.amazon.com/dp/B0BZ85JVBN\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 50, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Wellynap Computer Desk,31.5 inches Folding Tab...\n",
"primary_image https://m.media-amazon.com/images/I/51pO-N48te...\n",
"style Modern\n",
"material Wood\n",
"color Teak & Black\n",
"url https://www.amazon.com/dp/B0CFL2G31X\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 51, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Smlttel Gold Clothing Rack With Shelves, Gold ...\n",
"primary_image https://m.media-amazon.com/images/I/41aRwocdfA...\n",
"style Modern\n",
"material Metal\n",
"color C gold\n",
"url https://www.amazon.com/dp/B0B93TC1Z8\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 52, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Franklin Sports NFL Storage Ottoman + Containe...\n",
"primary_image https://m.media-amazon.com/images/I/31ptZB+wS-...\n",
"style Team Licensed Storage Ottoman with Detachable Lid\n",
"material Fabric\n",
"color Team Color\n",
"url https://www.amazon.com/dp/B0787KRJ8S\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 53, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Honey-Can-Do 3-Tier Nesting Bamboo Shoe Rack S...\n",
"primary_image https://m.media-amazon.com/images/I/51GnnjKaVs...\n",
"style Shoe\n",
"material NaN\n",
"color NaN\n",
"url https://www.amazon.com/dp/B08WRLKR7T\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 54, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Furnistar 15.9 inch Modern Round Velvet Storag...\n",
"primary_image https://m.media-amazon.com/images/I/31IBS5mzYS...\n",
"style Modern\n",
"material Wood\n",
"color Grey\n",
"url https://www.amazon.com/dp/B0C4NT8N8C\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 55, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title AMHANCIBLE C Shaped Side Table, End Tables Set...\n",
"primary_image https://m.media-amazon.com/images/I/41qDAGoNCr...\n",
"style Straight Leg\n",
"material Engineered Wood\n",
"color Black\n",
"url https://www.amazon.com/dp/B0BT9SVN1V\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 56, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title LONGWIN Black Hanging Wall Round Mirror Decor ...\n",
"primary_image https://m.media-amazon.com/images/I/41kC6cU5HX...\n",
"style Modern\n",
"material Glass, Metal\n",
"color Black\n",
"url https://www.amazon.com/dp/B094F897P3\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 57, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Need Fold Wall Mounted Workbench Folding Wall ...\n",
"primary_image https://m.media-amazon.com/images/I/31SqvdFCut...\n",
"style Modern\n",
"material Metal\n",
"color Teak Color Desktop & Warm White Folding Brackets\n",
"url https://www.amazon.com/dp/B00UV7B29A\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 58, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Big Joe Fuf XL Cover Only Machine Washable, Gr...\n",
"primary_image https://m.media-amazon.com/images/I/21ysztDdCY...\n",
"style Plush\n",
"material NaN\n",
"color Grey\n",
"url https://www.amazon.com/dp/B08T7JP8ZN\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 59, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Plymor Rectangle 5mm Beveled Glass Mirror, 6 i...\n",
"primary_image https://m.media-amazon.com/images/I/31wigA5chu...\n",
"style NaN\n",
"material Glass\n",
"color Silver\n",
"url https://www.amazon.com/dp/B09F3SGZ8Y\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 60, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title TIMCORR CD Case DVD Holder Storage: 144 Capaci...\n",
"primary_image https://m.media-amazon.com/images/I/411Q2ETwel...\n",
"style Portable\n",
"material EVA + PVC + PP + Non-woven fabric\n",
"color Black\n",
"url https://www.amazon.com/dp/B0B19ZGGXC\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 61, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Ginger Cayden Closed Towel Ring - 4905/SN - Sa...\n",
"primary_image https://m.media-amazon.com/images/I/31LNv7QILd...\n",
"style NaN\n",
"material Brass\n",
"color Satin Nickel\n",
"url https://www.amazon.com/dp/B00U0ECLG2\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 62, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Brightify Black Bathroom Mirrors for Wall, 24 ...\n",
"primary_image https://m.media-amazon.com/images/I/510A0nIdGZ...\n",
"style Modern\n",
"material Aluminum\n",
"color Black\n",
"url https://www.amazon.com/dp/B0C2HNGCRX\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 63, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title SogesHome Wood Corner Cabinet Wall Corner Stor...\n",
"primary_image https://m.media-amazon.com/images/I/41BTUFVwm+...\n",
"style Open Frame\n",
"material NaN\n",
"color White&teak\n",
"url https://www.amazon.com/dp/B0C3B4D4RH\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 64, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Toy Storage for Lego Play Mat Bag - Duplo Toy ...\n",
"primary_image https://m.media-amazon.com/images/I/51KKvmDCqB...\n",
"style NaN\n",
"material Nylon\n",
"color Orange\n",
"url https://www.amazon.com/dp/B0B4CL1M1M\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 65, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Flash Furniture Jefferson 2 Pk. Contemporary B...\n",
"primary_image https://m.media-amazon.com/images/I/41GYYVLfGj...\n",
"style Contemporary\n",
"material NaN\n",
"color Brown\n",
"url https://www.amazon.com/dp/B00FEAN1SY\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 66, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Hong Art- Metal Mirror-Matt Black,Glass Panel ...\n",
"primary_image https://m.media-amazon.com/images/I/31XytAHobH...\n",
"style Classic\n",
"material Metal\n",
"color Black\n",
"url https://www.amazon.com/dp/B08GSH4KVM\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 67, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Convenience Concepts American Heritage Round E...\n",
"primary_image https://m.media-amazon.com/images/I/311rmB9BDW...\n",
"style Round End Table\n",
"material Solid + Manufactured Wood,Particle Board/Chipb...\n",
"color Pink\n",
"url https://www.amazon.com/dp/B01B65BYYI\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 68, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Flash Furniture Diamond Black Vinyl Luxurious ...\n",
"primary_image https://m.media-amazon.com/images/I/41LYsAMww6...\n",
"style Fixed\n",
"material Foam\n",
"color Black Vinyl\n",
"url https://www.amazon.com/dp/B000TMHWGO\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 69, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Gatco 1918, Modern Rectangle Waste Basket, Mat...\n",
"primary_image https://m.media-amazon.com/images/I/31dnAVaEmv...\n",
"style Rectangle\n",
"material Stainless Steel\n",
"color Matte Black\n",
"url https://www.amazon.com/dp/B07TXMJ5FQ\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 70, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Winrise Office Chair Ergonomic Desk Chair, Hig...\n",
"primary_image https://m.media-amazon.com/images/I/41hCFaVIC+...\n",
"style Straight\n",
"material Sponge\n",
"color S-black\n",
"url https://www.amazon.com/dp/B0CGQZBCZP\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 71, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Adeco Euro Style Fabric Arm Bench Chair Footst...\n",
"primary_image https://m.media-amazon.com/images/I/41hUc8c+DC...\n",
"style Modern\n",
"material Engineered Wood\n",
"color Brown\n",
"url https://www.amazon.com/dp/B017TNJR72\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 72, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Motiv 0202/PC Sine 18-In Towel Bar, Polished C...\n",
"primary_image https://m.media-amazon.com/images/I/31a6GfenW0...\n",
"style NaN\n",
"material Brass\n",
"color 18\" Towel Bar\n",
"url https://www.amazon.com/dp/B001AS8D82\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 73, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Imports Décor PVC Backed Coir Doormat, Eighth ...\n",
"primary_image https://m.media-amazon.com/images/I/51H9lDOICr...\n",
"style Art Deco\n",
"material Vinyl\n",
"color Black and Beige\n",
"url https://www.amazon.com/dp/B08WF83LMF\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 74, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Croydex Chester Square Flexi-Fix Wall Mounted ...\n",
"primary_image https://m.media-amazon.com/images/I/41sDO1HW2c...\n",
"style NaN\n",
"material NaN\n",
"color Silver\n",
"url https://www.amazon.com/dp/B09DGFRM4B\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 75, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title itbe Easy Fit Ready-to-Assemble Multipurpose O...\n",
"primary_image https://m.media-amazon.com/images/I/21NWASZgUV...\n",
"style Flat Panel\n",
"material Alloy Steel\n",
"color Blue\n",
"url https://www.amazon.com/dp/B09FR4XSCT\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 76, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Delta ARV18-DN Arvo 18-in Wall Mount Towel Bar...\n",
"primary_image https://m.media-amazon.com/images/I/11zzs81fXB...\n",
"style 18\" Towel Bar with 6\" Extender\n",
"material Multiple Base Materials\n",
"color Spotshield Brushed Nickel\n",
"url https://www.amazon.com/dp/B09LVSZRZS\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 77, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Bamboo Waste Basket | Waste Basket for Bathroo...\n",
"primary_image https://m.media-amazon.com/images/I/318RY00VlI...\n",
"style NaN\n",
"material NaN\n",
"color NaN\n",
"url https://www.amazon.com/dp/B08VWTB8CH\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 78, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Way Basics Vinyl Record Storage - 2 Tier Book ...\n",
"primary_image https://m.media-amazon.com/images/I/41YMttt7a5...\n",
"style Modern\n",
"material Recycled Material\n",
"color White\n",
"url https://www.amazon.com/dp/B075M1PKSW\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 79, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title TocTen Double Bath Towel Bar - Thicken SUS304 ...\n",
"primary_image https://m.media-amazon.com/images/I/41cFJKXyA5...\n",
"style NaN\n",
"material Stainless Steel\n",
"color Matte Black\n",
"url https://www.amazon.com/dp/B0BWRVGQRM\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 80, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title MoNiBloom Adjustable Bar Stools Set of 2, 360°...\n",
"primary_image https://m.media-amazon.com/images/I/41jD28iN4b...\n",
"style Straight\n",
"material NaN\n",
"color Dark Grey\n",
"url https://www.amazon.com/dp/B0CB7SG59J\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 81, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title LANTEFUL Shoe Rack Organizer Shoe Storage Cabi...\n",
"primary_image https://m.media-amazon.com/images/I/51e8SrHHW3...\n",
"style free standing shoe racks\n",
"material NaN\n",
"color Black\n",
"url https://www.amazon.com/dp/B0C3QDL2XW\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 82, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title ANDY STAR 24x32 INCH Brushed Nickel Mirror, Ro...\n",
"primary_image https://m.media-amazon.com/images/I/41MQWfATgg...\n",
"style NaN\n",
"material Stainless Steel\n",
"color Brushed Nickel\n",
"url https://www.amazon.com/dp/B0CBRGS5D7\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 83, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title MJL Furniture Designs Upholstered Cubed/Square...\n",
"primary_image https://m.media-amazon.com/images/I/410tv-zDYX...\n",
"style Contemporary\n",
"material Wood\n",
"color Smoke Grey\n",
"url https://www.amazon.com/dp/B01D378FYE\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 84, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Cpintltr Small Foot Stool Ottoman Modern Accen...\n",
"primary_image https://m.media-amazon.com/images/I/51CjfUJVuL...\n",
"style NaN\n",
"material Pine\n",
"color Green\n",
"url https://www.amazon.com/dp/B0CKPFKDZY\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
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"Error creating embedding for title KINGYES Folding Adjustable Backrest Adirondack...\n",
"primary_image https://m.media-amazon.com/images/I/41RnRNOgDD...\n",
"style With arms\n",
"material NaN\n",
"color Grey\n",
"url https://www.amazon.com/dp/B0B2JRSBL3\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 298, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Leick Home 10109-GR Oval Condo/Apartment Coffe...\n",
"primary_image https://m.media-amazon.com/images/I/31hgF2KPIJ...\n",
"style Oval Coffee Table\n",
"material Wood\n",
"color Smoke Gray\n",
"url https://www.amazon.com/dp/B08KLBTL5R\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 299, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Carter's by DaVinci Colby 3-Drawer Dresser in ...\n",
"primary_image https://m.media-amazon.com/images/I/31eTOoDK36...\n",
"style NaN\n",
"material pine, Wood\n",
"color Grey\n",
"url https://www.amazon.com/dp/B071DZG655\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 300, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Modway Baronet Button-Tufted Vegan Leather Par...\n",
"primary_image https://m.media-amazon.com/images/I/31Um2-NPw3...\n",
"style Contemporary\n",
"material Foam\n",
"color Grey\n",
"url https://www.amazon.com/dp/B0BR8NVGDL\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 301, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title MOOACE Small Side Table, Round End Table Night...\n",
"primary_image https://m.media-amazon.com/images/I/419Yb6N5yy...\n",
"style Modern\n",
"material Wood\n",
"color Brown\n",
"url https://www.amazon.com/dp/B0BGL3QXKR\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 302, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title BYOOTIQUE Makeup Chair Folding Camping Stool C...\n",
"primary_image https://m.media-amazon.com/images/I/511N0PuE9E...\n",
"style NaN\n",
"material NaN\n",
"color NaN\n",
"url https://www.amazon.com/dp/B0CC4X9SS3\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 303, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title nimboo Kids Couch - Modular Kids Play Couch Se...\n",
"primary_image https://m.media-amazon.com/images/I/51He1KLeOs...\n",
"style NaN\n",
"material High Density Comfort Foam\n",
"color Rainbow Unicorn\n",
"url https://www.amazon.com/dp/B0CLC3XWR6\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 304, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title LOKKHAN Industrial Bar Table 38.6\"-48.4\" Heigh...\n",
"primary_image https://m.media-amazon.com/images/I/31uVNZMOnX...\n",
"style NaN\n",
"material Wood Tabletop,Wooden Tabletop\n",
"color Copper\n",
"url https://www.amazon.com/dp/B0BVT748HV\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 305, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title UTONE Gaming Chair Computer Chair Breathable F...\n",
"primary_image https://m.media-amazon.com/images/I/31dCSKQ14Y...\n",
"style Solid Back\n",
"material Textile\n",
"color Pink\n",
"url https://www.amazon.com/dp/B0CF9F4TQD\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 306, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Lexicon Victoria Saddle Wood Bar Stools (Set o...\n",
"primary_image https://m.media-amazon.com/images/I/41CPL03Y-W...\n",
"style Contemporary\n",
"material Wood\n",
"color Black Sand\n",
"url https://www.amazon.com/dp/B08SLPBC36\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 307, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title ANZORG Behind Door Hanging Kids Shoes Organize...\n",
"primary_image https://m.media-amazon.com/images/I/31qQ2tZPv-...\n",
"style NaN\n",
"material Non Woven Fabric\n",
"color 12 Pockets\n",
"url https://www.amazon.com/dp/B09KN5ZTXC\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 308, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Pipishell Full-Motion TV Wall Mount for Most 3...\n",
"primary_image https://m.media-amazon.com/images/I/41TkLI3K2-...\n",
"style NaN\n",
"material NaN\n",
"color Black\n",
"url https://www.amazon.com/dp/B0BN7T57NK\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 309, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Noori Rug Home - Lux Collection Modern Ava Rou...\n",
"primary_image https://m.media-amazon.com/images/I/21Uq9uJEE5...\n",
"style Glam\n",
"material Engineered Wood\n",
"color Ivory/Gold Ava\n",
"url https://www.amazon.com/dp/B097FC9C27\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 310, dtype: object: 'float' object is not iterable\n",
"Error creating embedding for title Modway Parcel Upholstered Fabric Parsons Dinin...\n",
"primary_image https://m.media-amazon.com/images/I/41f8WNXejU...\n",
"style Modern\n",
"material Foam\n",
"color Beige\n",
"url https://www.amazon.com/dp/B00SMM4H98\n",
"keywords NaN\n",
"img_description NaN\n",
"caption NaN\n",
"Name: 311, dtype: object: 'float' object is not iterable\n"
]
}
],
"source": [
"df_search['embedding'] = df_search.apply(lambda x: embed_tags_caption(x), axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "52241091",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"| \n", " | title | \n", "primary_image | \n", "style | \n", "material | \n", "color | \n", "url | \n", "keywords | \n", "img_description | \n", "caption | \n", "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "GOYMFK 1pc Free Standing Shoe Rack, Multi-laye... | \n", "https://m.media-amazon.com/images/I/416WaLx10j... | \n", "Modern | \n", "Metal | \n", "White | \n", "https://www.amazon.com/dp/B0CJHKVG6P | \n", "[shoe rack, metal, white, multi-layer, hooks] | \n", "The GOYMFK Free Standing Shoe Rack is a versat... | \n", "Sleek white multi-layer metal free-standing sh... | \n", "
| 1 | \n", "subrtex Leather ding Room, Dining Chairs Set o... | \n", "https://m.media-amazon.com/images/I/31SejUEWY7... | \n", "Black Rubber Wood | \n", "Sponge | \n", "Black | \n", "https://www.amazon.com/dp/B0B66QHB23 | \n", "[dining chair, leather, black] | \n", "The Subrtex Leather Dining Chairs come in a se... | \n", "Set of 2 modern black faux leather dining chai... | \n", "
| 2 | \n", "Plant Repotting Mat MUYETOL Waterproof Transpl... | \n", "https://m.media-amazon.com/images/I/41RgefVq70... | \n", "Modern | \n", "Polyethylene | \n", "Green | \n", "https://www.amazon.com/dp/B0BXRTWLYK | \n", "[repotting mat, waterproof, portable, foldable... | \n", "The Plant Repotting Mat is a portable and fold... | \n", "Vibrant green waterproof plant repotting mat | \n", "
| 3 | \n", "Pickleball Doormat, Welcome Doormat Absorbent ... | \n", "https://m.media-amazon.com/images/I/61vz1Igler... | \n", "Modern | \n", "Rubber | \n", "A5589 | \n", "https://www.amazon.com/dp/B0C1MRB2M8 | \n", "[doormat, absorbent, non-slip, coconut fiber, ... | \n", "The Pickleball Doormat is a charming welcome m... | \n", "Coir welcome mat featuring a playful \"It's a g... | \n", "
| 4 | \n", "JOIN IRON Foldable TV Trays for Eating Set of ... | \n", "https://m.media-amazon.com/images/I/41p4d4VJnN... | \n", "X Classic Style | \n", "Iron | \n", "Grey Set of 4 | \n", "https://www.amazon.com/dp/B0CG1N9QRC | \n", "[tv tray, foldable, metal, grey] | \n", "The JOIN IRON Foldable TV Tray Set includes fo... | \n", "Set of 4 foldable grey TV trays with durable b... | \n", "
\n",
"\n",
"\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" title \\\n",
"0 GOYMFK 1pc Free Standing Shoe Rack, Multi-laye... \n",
"1 subrtex Leather ding Room, Dining Chairs Set o... \n",
"2 Plant Repotting Mat MUYETOL Waterproof Transpl... \n",
"3 Pickleball Doormat, Welcome Doormat Absorbent ... \n",
"4 JOIN IRON Foldable TV Trays for Eating Set of ... \n",
"\n",
" primary_image style \\\n",
"0 https://m.media-amazon.com/images/I/416WaLx10j... Modern \n",
"1 https://m.media-amazon.com/images/I/31SejUEWY7... Black Rubber Wood \n",
"2 https://m.media-amazon.com/images/I/41RgefVq70... Modern \n",
"3 https://m.media-amazon.com/images/I/61vz1Igler... Modern \n",
"4 https://m.media-amazon.com/images/I/41p4d4VJnN... X Classic Style \n",
"\n",
" material color url \\\n",
"0 Metal White https://www.amazon.com/dp/B0CJHKVG6P \n",
"1 Sponge Black https://www.amazon.com/dp/B0B66QHB23 \n",
"2 Polyethylene Green https://www.amazon.com/dp/B0BXRTWLYK \n",
"3 Rubber A5589 https://www.amazon.com/dp/B0C1MRB2M8 \n",
"4 Iron Grey Set of 4 https://www.amazon.com/dp/B0CG1N9QRC \n",
"\n",
" keywords \\\n",
"0 ['shoe rack', 'metal', 'white', 'multi-layer',... \n",
"1 ['dining chair', 'leather', 'black'] \n",
"2 ['repotting mat', 'waterproof', 'portable', 'f... \n",
"3 ['doormat', 'absorbent', 'non-slip', 'coconut ... \n",
"4 ['tv tray', 'foldable', 'metal', 'grey'] \n",
"\n",
" img_description \\\n",
"0 The GOYMFK Free Standing Shoe Rack is a versat... \n",
"1 The Subrtex Leather Dining Chairs come in a se... \n",
"2 The Plant Repotting Mat is a portable and fold... \n",
"3 The Pickleball Doormat is a charming welcome m... \n",
"4 The JOIN IRON Foldable TV Tray Set includes fo... \n",
"\n",
" caption \\\n",
"0 Sleek white multi-layer metal free-standing sh... \n",
"1 Set of 2 modern black faux leather dining chai... \n",
"2 Vibrant green waterproof plant repotting mat \n",
"3 Coir welcome mat featuring a playful \"It's a g... \n",
"4 Set of 4 foldable grey TV trays with durable b... \n",
"\n",
" embedding \n",
"0 [-0.06301482, -0.038354326, -0.0108071, -0.015... \n",
"1 [-0.018292552, -0.006216094, -0.009373649, -0.... \n",
"2 [-0.010247701, 0.0074028056, -0.00037697714, -... \n",
"3 [-0.0033125042, -0.02689817, -0.009523449, 0.0... \n",
"4 [-0.020860892, -0.0053859027, -0.019131333, -0... "
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_search.head()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "f4a3558f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(50, 10)\n"
]
}
],
"source": [
"# Keep only the lines where we have embeddings\n",
"df_search = df_search.dropna(subset=['embedding'])\n",
"print(df_search.shape)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "5cc4352b",
"metadata": {},
"outputs": [],
"source": [
"data_embeddings_path = \"data/items_tagged_and_captioned_embeddings.csv\""
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "5d0bc2df",
"metadata": {},
"outputs": [],
"source": [
"# Saving locally for later - optional: do not execute if you prefer to use the provided file\n",
"df_search.to_csv(data_embeddings_path, index=False)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "1794c6fb",
"metadata": {},
"outputs": [],
"source": [
"# Optional: load data from saved file if you haven't processed the whole dataset\n",
"from ast import literal_eval\n",
"df_search = pd.read_csv(data_embeddings_path)\n",
"df_search[\"embedding\"] = df_search.embedding.apply(literal_eval).apply(np.array)"
]
},
{
"cell_type": "markdown",
"id": "c255a1bc",
"metadata": {},
"source": [
"### Search from input text \n",
"\n",
"We can compare the input text from a user directly to the embeddings we just created."
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "1c957f85",
"metadata": {},
"outputs": [],
"source": [
"# Searching for N most similar results\n",
"def search_from_input_text(query, n = 2):\n",
" embedded_value = get_embedding(query)\n",
" df_search['similarity'] = df_search['embedding'].apply(lambda x: cosine_similarity(np.array(x).reshape(1,-1), np.array(embedded_value).reshape(1, -1)))\n",
" most_similar = df_search.sort_values('similarity', ascending=False).iloc[:n]\n",
" return most_similar"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "94d48746",
"metadata": {},
"outputs": [],
"source": [
"user_inputs = ['shoe storage', 'black metal side table', 'doormat', 'step bookshelf', 'ottoman']"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "828e6adf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: shoe storage\n",
"\n",
"GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... (https://www.amazon.com/dp/B0CJHKVG6P) - Similarity: 0.57\n"
]
},
{
"data": {
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"| \n", " | title | \n", "primary_image | \n", "style | \n", "material | \n", "color | \n", "url | \n", "keywords | \n", "img_description | \n", "caption | \n", "embedding | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "GOYMFK 1pc Free Standing Shoe Rack, Multi-laye... | \n", "https://m.media-amazon.com/images/I/416WaLx10j... | \n", "Modern | \n", "Metal | \n", "White | \n", "https://www.amazon.com/dp/B0CJHKVG6P | \n", "['shoe rack', 'metal', 'white', 'multi-layer',... | \n", "The GOYMFK Free Standing Shoe Rack is a versat... | \n", "Sleek white multi-layer metal free-standing sh... | \n", "[-0.06301482, -0.038354326, -0.0108071, -0.015... | \n", "
| 1 | \n", "subrtex Leather ding Room, Dining Chairs Set o... | \n", "https://m.media-amazon.com/images/I/31SejUEWY7... | \n", "Black Rubber Wood | \n", "Sponge | \n", "Black | \n", "https://www.amazon.com/dp/B0B66QHB23 | \n", "['dining chair', 'leather', 'black'] | \n", "The Subrtex Leather Dining Chairs come in a se... | \n", "Set of 2 modern black faux leather dining chai... | \n", "[-0.018292552, -0.006216094, -0.009373649, -0.... | \n", "
| 2 | \n", "Plant Repotting Mat MUYETOL Waterproof Transpl... | \n", "https://m.media-amazon.com/images/I/41RgefVq70... | \n", "Modern | \n", "Polyethylene | \n", "Green | \n", "https://www.amazon.com/dp/B0BXRTWLYK | \n", "['repotting mat', 'waterproof', 'portable', 'f... | \n", "The Plant Repotting Mat is a portable and fold... | \n", "Vibrant green waterproof plant repotting mat | \n", "[-0.010247701, 0.0074028056, -0.00037697714, -... | \n", "
| 3 | \n", "Pickleball Doormat, Welcome Doormat Absorbent ... | \n", "https://m.media-amazon.com/images/I/61vz1Igler... | \n", "Modern | \n", "Rubber | \n", "A5589 | \n", "https://www.amazon.com/dp/B0C1MRB2M8 | \n", "['doormat', 'absorbent', 'non-slip', 'coconut ... | \n", "The Pickleball Doormat is a charming welcome m... | \n", "Coir welcome mat featuring a playful \"It's a g... | \n", "[-0.0033125042, -0.02689817, -0.009523449, 0.0... | \n", "
| 4 | \n", "JOIN IRON Foldable TV Trays for Eating Set of ... | \n", "https://m.media-amazon.com/images/I/41p4d4VJnN... | \n", "X Classic Style | \n", "Iron | \n", "Grey Set of 4 | \n", "https://www.amazon.com/dp/B0CG1N9QRC | \n", "['tv tray', 'foldable', 'metal', 'grey'] | \n", "The JOIN IRON Foldable TV Tray Set includes fo... | \n", "Set of 4 foldable grey TV trays with durable b... | \n", "[-0.020860892, -0.0053859027, -0.019131333, -0... | \n", "
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