\\n
\\n '), Document(metadata={}, page_content='\\n Wireless Noise Cancelling Headphones
\\nExperience immersive sound with active noise cancellation and long battery life.
\\n $299.99\\n \\nTop 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
Top 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
\\n
\\n ')]\n",
+ "User Review: Amazing Performance!
\\nI’ve been using this laptop for a few months and it’s blazing fast. Great for deep learning workloads!
\\n \\n – Sarah M.\\n\\n
\\n '), Document(metadata={'relevance_score': -15.2265625}, page_content='\\n Wireless Noise Cancelling Headphones
\\nExperience immersive sound with active noise cancellation and long battery life.
\\n $299.99\\n \\nTop 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
Top 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
\\n
\\n ')]\n",
+ "Ayeeeee\n",
+ "Docs Value: [Document(metadata={'relevance_score': -11.25, 'softmax_score': 0.9546922134634852, 'minmax_score': 1.0}, page_content='\\n User Review: Amazing Performance!
\\nI’ve been using this laptop for a few months and it’s blazing fast. Great for deep learning workloads!
\\n \\n – Sarah M.\\n\\n
\\n '), Document(metadata={'relevance_score': -15.2265625, 'softmax_score': 0.017900461577508887, 'minmax_score': 0.13728813559322034}, page_content='\\n Wireless Noise Cancelling Headphones
\\nExperience immersive sound with active noise cancellation and long battery life.
\\n $299.99\\n \\nTop 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
Top 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
\\n
\\n ')]\n",
+ "Final [Document(metadata={'relevance_score': -11.25, 'softmax_score': 0.9546922134634852, 'minmax_score': 1.0}, page_content='\\n User Review: Amazing Performance!
\\nI’ve been using this laptop for a few months and it’s blazing fast. Great for deep learning workloads!
\\n \\n – Sarah M.\\n\\n
\\n '), Document(metadata={'relevance_score': -15.2265625, 'softmax_score': 0.017900461577508887, 'minmax_score': 0.13728813559322034}, page_content='\\n Wireless Noise Cancelling Headphones
\\nExperience immersive sound with active noise cancellation and long battery life.
\\n $299.99\\n \\nTop 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
Top 5 AI Tools to Try in 2025
\\nArtificial intelligence continues to evolve. Here are five tools you should explore in 2025:
\\n- \\n
- LangChain \\n
- AutoGen \\n
- OpenDevin \\n
- FastRAG \\n
- GPTScript \\n
\\n
\\n ')]\n"
+ ]
+ }
+ ],
"source": [
- "output = reranker.rerank(query=classification_prompt_template,passages=html_chunks)"
+ "output = reranker.rerank(query=classification_prompt_template,passages=html_chunks, threshold=0)"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"id": "b77015f3",
"metadata": {},
"outputs": [
@@ -274,7 +289,7 @@
" \n",
" \n",
" \n",
- " ' metadata={'relevance_score': -15.2265625, 'softmax_score': 0.017900461577508887, 'minmax_score': 0.00888037271767236}\n",
+ " ' metadata={'relevance_score': -15.2265625, 'softmax_score': 0.017900461577508887, 'minmax_score': 0.13728813559322034}\n",
"--------------------------------------------------------------------------------\n",
"page_content='\n",
" User Review: Amazing Performance!
\\nI’ve been using this laptop for a few months and it’s blazing fast. Great for deep learning workloads!
\\n \\n – Sarah M.\\n\n",
@@ -311,7 +326,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 14,
"id": "bb3fa1b0",
"metadata": {},
"outputs": [
@@ -321,7 +336,7 @@
"4"
]
},
- "execution_count": 42,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -332,7 +347,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 15,
"id": "c1c43f7c",
"metadata": {},
"outputs": [],
@@ -342,7 +357,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 17,
"id": "9c78eec9",
"metadata": {},
"outputs": [],
@@ -352,7 +367,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 18,
"id": "0b324a01",
"metadata": {},
"outputs": [],
@@ -381,7 +396,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 19,
"id": "92a5fc23",
"metadata": {},
"outputs": [],
@@ -393,17 +408,18 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 20,
"id": "d2cfb033",
"metadata": {},
"outputs": [],
"source": [
- "url = \"https://www.amazon.com/Instant-Pot-Multi-Use-Programmable-Pressure/dp/B00FLYWNYQ?_encoding=UTF8&content-id=amzn1.sym.2f889ce0-246f-467a-a086-d9a721167240&dib=eyJ2IjoiMSJ9.2EzBddTDEktLY8ckTsraM_cZ6pzKuNkA6y_gLR0-Uz1ekttQU6tuQEcjb8PThy0PfhvxLqeYWh3N7pQrGgRxAWzapVklC_aU6xBzD-3Wwqx3qyQRHsmOhPRsSpeCOIIZqS3SKDowZEPYrGnCbRMt5vxnsYMW-fD-zBbgeoeGYmbsN2U6_HNhLjrpePKCbQPmnZBJ9UhgYE4fE3DVuYm8xlJe9l5GixDLVFtZUq4m5FE.Ol-jiuu9P6mQie0yXLJj-Ht5-TXmIXuRPije85p_YVo&dib_tag=se&keywords=cooker&pd_rd_r=2cede598-f3ae-49ca-8a46-e5945a9c2631&pd_rd_w=2HLSC&pd_rd_wg=ZyUUn&qid=1749508157&sr=8-3\"\n",
+ "# url = \"https://www.amazon.com/Instant-Pot-Multi-Use-Programmable-Pressure/dp/B00FLYWNYQ?_encoding=UTF8&content-id=amzn1.sym.2f889ce0-246f-467a-a086-d9a721167240&dib=eyJ2IjoiMSJ9.2EzBddTDEktLY8ckTsraM_cZ6pzKuNkA6y_gLR0-Uz1ekttQU6tuQEcjb8PThy0PfhvxLqeYWh3N7pQrGgRxAWzapVklC_aU6xBzD-3Wwqx3qyQRHsmOhPRsSpeCOIIZqS3SKDowZEPYrGnCbRMt5vxnsYMW-fD-zBbgeoeGYmbsN2U6_HNhLjrpePKCbQPmnZBJ9UhgYE4fE3DVuYm8xlJe9l5GixDLVFtZUq4m5FE.Ol-jiuu9P6mQie0yXLJj-Ht5-TXmIXuRPije85p_YVo&dib_tag=se&keywords=cooker&pd_rd_r=2cede598-f3ae-49ca-8a46-e5945a9c2631&pd_rd_w=2HLSC&pd_rd_wg=ZyUUn&qid=1749508157&sr=8-3\"\n",
"schema = ProductModel # pydantic class\n",
"\n",
+ "\n",
"# read html file \n",
- "# with open(r'C:\\Users\\abdfa\\Desktop\\UNI STUFFING\\GRADUATION PROJECT\\Group Work\\MCP_WEB2JSON\\0000.htm', 'r', encoding='utf-8') as file:\n",
- "# content = file.read()\n",
+ "with open(r'C:\\Users\\abdfa\\Desktop\\UNI STUFFING\\GRADUATION PROJECT\\Group Work\\Experimental\\data\\tmp\\SWDE-Camera\\files\\camera-amazon(1767)\\0000.htm', 'r', encoding='utf-8') as file:\n",
+ " content = file.read()\n",
"\n",
"# with open(r'C:\\Users\\abdfa\\Desktop\\UNI STUFFING\\GRADUATION PROJECT\\Group Work\\MCP_WEB2JSON\\Amazon.com_ Instant Pot Duo 7-in-1 Electric Pressure Cooker, Slow Cooker, Rice Cooker, Steamer, Sauté, Yogurt Maker, Warmer & Sterilizer, Includes App With Over 800 Recipes, Stainless Steel, 6 Quart.htm', 'r', encoding='utf-8') as file:\n",
"# content = file.read()\n"
@@ -411,7 +427,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 18,
"id": "f07e1aca",
"metadata": {},
"outputs": [],
@@ -442,41 +458,340 @@
"execution_count": 21,
"id": "79cf2321",
"metadata": {},
+ "outputs": [],
+ "source": [
+ "# pipe.run(content=url,is_url=True, schema=schema, hf=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "d5f9ae67",
+ "metadata": {},
"outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\ufeffAmazon.com: Canon PowerShot SD1300 IS 12.1 MP Digital Camera with 4x Wide Angle Optical Image Stabilized Zoom and 2.7-Inch LCD (Silver): Camera & Photo \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nAmazon.com: Instant Pot Duo 7-in-1 Electric Pressure Cooker, Slow Cooker, Rice Cooker, Steamer, Sauté, Yogurt Maker, Warmer & Sterilizer, Includes App With Over 800 Recipes, Stainless Steel, 6 Quart \\n\", '
', \"\", '\\n\\n \\xa0 Report an issue with this product or seller 8K+ bought in past month Brief content visible, double tap to read full content. Visit the Instant Pot Store \\n ', \"\", '', 'Sorry we couldn\\'t load the review\\n View Image Gallery\\n', \"\", 'Get to Know Us After viewing product detail pages, look here to find an easy way to navigate back to pages you are interested in. ']\n",
- "++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\n",
- "Final output: {'productTitle': 'Instant Pot RIO, 7-in-1 Electric Multi-Cooker, PressureCooker, SlowCooker, RiceCooker, Steamer, Sauté, Yogurt Maker, & Warmer, Includes App With Over 800 Recipes, 6 Quart', 'price': 79.99, 'manufacturer': 'Amazon.com'}\n",
- "++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\n"
+ "2\n"
]
},
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: expression(this.scrollHeight > 183?\"184px\": \"auto\") [260:7: height]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [445:3: cursor]\n",
+ "ERROR\tSelector: Unexpected IDENT. [461:2: html]\n",
+ "ERROR\tSelectorList: Invalid Selector: *html div.mbcTradeIn\n",
+ "WARNING\tProperty: Unknown Property name. [489:9: -moz-border-radius-topright]\n",
+ "WARNING\tProperty: Unknown Property name. [490:9: -moz-border-radius-bottomright]\n",
+ "WARNING\tProperty: Unknown Property name. [491:9: -webkit-border-top-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [492:9: -webkit-border-bottom-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [506:9: -moz-box-shadow]\n",
+ "WARNING\tProperty: Unknown Property name. [516:9: text-size]\n",
+ "ERROR\tPropertyValue: No match: ('CHAR', ':', 518, 15)\n",
+ "ERROR\tPropertyValue: Unknown syntax or no value: center\n",
+ " cursor: pointer\n",
+ "ERROR\tCSSStyleDeclaration: Syntax Error in Property: text-align: center\n",
+ " cursor: pointer\n",
+ "WARNING\tProperty: Unknown Property name. [577:9: -moz-border-radius-topright]\n",
+ "WARNING\tProperty: Unknown Property name. [578:9: -moz-border-radius-bottomright]\n",
+ "WARNING\tProperty: Unknown Property name. [579:9: -webkit-border-top-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [580:9: -webkit-border-bottom-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [606:9: filter]\n",
+ "WARNING\tProperty: Unknown Property name. [615:9: filter]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: 999999 [639:3: color]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: 999999 [646:3: color]\n",
+ "WARNING\tProperty: Unknown Property name. [685:3: _background-image]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [954:2: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: -moz-inline-box [1169:5: display]\n",
+ "ERROR\tPropertyValue: Missing token for production Choice(ColorValue, Dimension, URIValue, Value, variable, MSValue, CSSCalc, function): ('CHAR', '?', 1787, 57)\n",
+ "ERROR\tPropertyValue: Unknown syntax or no value: expression((document.body.clientWidth < 936) ? \"895px\" : \"100%\" )\n",
+ "ERROR\tCSSStyleDeclaration: Syntax Error in Property: width: expression((document.body.clientWidth < 936) ? \"895px\" : \"100%\" )\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [1972:2: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: block\t [2082:16: display]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [106:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [116:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [126:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [136:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [146:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [156:5: cursor]\n",
+ "WARNING\tProperty: Unknown Property name. [160:5: hight]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [162:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [166:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: -moz-inline-box [173:5: display]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: -moz-inline-box [190:28: display]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: 0 5 [237:2: background-position]\n"
+ ]
+ }
+ ],
+ "source": [
+ "chunks = ai.chunk_content(content=content)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "a51a598a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "41"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(chunks)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "fa31e2ff",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Amazon.com: Canon PowerShot SD1300 IS 12.1 MP Digital Camera with 4x Wide Angle Optical Image Stabilized Zoom and 2.7-Inch LCD (Silver): Camera & Photo
',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '
',\n",
+ " '',\n",
+ " '',\n",
+ " '',\n",
+ " '
',\n",
+ " '
',\n",
+ " '
',\n",
+ " ' [Document(metadata={}, page_content='Amazon.com: Canon PowerShot SD1300 IS 12.1 MP Digital Camera with 4x Wide Angle Optical Image Stabilized Zoom and 2.7-Inch LCD (Silver): Camera & Photo
'), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content='
'), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content=''), Document(metadata={}, page_content='
'), Document(metadata={}, page_content='
'), Document(metadata={}, page_content='
'), Document(metadata={}, page_content=' \n",
+ "{\n",
+ " \"title\": {\"type\": \"string\", \"description\": \"Page title\"},\n",
+ " \"price\": {\"type\": \"number\", \"description\": \"Product price\"},\n",
+ " \"description\": {\"type\": \"string\", \"description\": \"Product description\"}\n",
+ "}\n",
+ "\n",
+ "Scored Docs [Document(metadata={'relevance_score': -14.578125}, page_content=''), Document(metadata={'relevance_score': -14.9140625}, page_content=''), Document(metadata={'relevance_score': -15.1015625}, page_content=''), Document(metadata={'relevance_score': -15.125}, page_content=''), Document(metadata={'relevance_score': -15.171875}, page_content='Amazon.com: Canon PowerShot SD1300 IS 12.1 MP Digital Camera with 4x Wide Angle Optical Image Stabilized Zoom and 2.7-Inch LCD (Silver): Camera & Photo
\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n \\n \\n \\n\\n\\n\\n \\n \\n\\n \\n \\n \\n\\n \\n \\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n \\n \\n \\n \\n\\n\\n \\n\\n\\n \\n\\n \\n\\n\\n\\n\\n\\n\\n
\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n \\n\\n\\n\\n\\n
\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n
\\n\\n \\n
\\n\\n\\n\\n\\n\\n\\n
\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n
\\n\\n\\n\\n \\n \\n \\n \\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n'"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "content"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "371f7a17",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "tensor([0., 0., 1.])"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import torch \n",
+ "\n",
+ "softmax_scores = [0.6 , 0.3 , 0.06 , 0.01]\n",
+ "softmax_scores = torch.tensor(softmax_scores)\n",
+ "softmax_scores = softmax_scores / softmax_scores.sum()\n",
+ "\n",
+ "# Normalize to [0, 1]\n",
+ "softmax_scores = (softmax_scores - softmax_scores.min()) / (softmax_scores.max() - softmax_scores.min())\n",
+ "softmax_scores"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "393134a1",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: expression(this.scrollHeight > 183?\"184px\": \"auto\") [260:7: height]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [445:3: cursor]\n",
+ "ERROR\tSelector: Unexpected IDENT. [461:2: html]\n",
+ "ERROR\tSelectorList: Invalid Selector: *html div.mbcTradeIn\n",
+ "WARNING\tProperty: Unknown Property name. [489:9: -moz-border-radius-topright]\n",
+ "WARNING\tProperty: Unknown Property name. [490:9: -moz-border-radius-bottomright]\n",
+ "WARNING\tProperty: Unknown Property name. [491:9: -webkit-border-top-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [492:9: -webkit-border-bottom-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [506:9: -moz-box-shadow]\n",
+ "WARNING\tProperty: Unknown Property name. [516:9: text-size]\n",
+ "ERROR\tPropertyValue: No match: ('CHAR', ':', 518, 15)\n",
+ "ERROR\tPropertyValue: Unknown syntax or no value: center\n",
+ " cursor: pointer\n",
+ "ERROR\tCSSStyleDeclaration: Syntax Error in Property: text-align: center\n",
+ " cursor: pointer\n",
+ "WARNING\tProperty: Unknown Property name. [577:9: -moz-border-radius-topright]\n",
+ "WARNING\tProperty: Unknown Property name. [578:9: -moz-border-radius-bottomright]\n",
+ "WARNING\tProperty: Unknown Property name. [579:9: -webkit-border-top-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [580:9: -webkit-border-bottom-right-radius]\n",
+ "WARNING\tProperty: Unknown Property name. [606:9: filter]\n",
+ "WARNING\tProperty: Unknown Property name. [615:9: filter]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: 999999 [639:3: color]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: 999999 [646:3: color]\n",
+ "WARNING\tProperty: Unknown Property name. [685:3: _background-image]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [954:2: cursor]\n",
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+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [1972:2: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS Level 2.1\" property: block\t [2082:16: display]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [106:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [116:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [126:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [136:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [146:5: cursor]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [156:5: cursor]\n",
+ "WARNING\tProperty: Unknown Property name. [160:5: hight]\n",
+ "ERROR\tProperty: Invalid value for \"CSS3 Basic User Interface Module\" property: hand [162:5: cursor]\n",
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\\n \\n\\n\\n\\n\\n\\n\\nProduct Features and Technical Details
\\n \\n\\n \\n\\nColor: Silver
\\n\\n\\n\\n \\n \\n \\n
\\n \\n Product Features\\n
\\n\\n
\\n \\n - \\n \\n
- 28mm wide-angle lens; 4x optical zoom and Optical Image Stabilizer \\n
- Smart AUTO mode intelligently selects from 18 predefined settings \\n
- 12.1-megapixel resolution allows you to print large size images with clarity and detail \\n
- Clear 2.7-inch PureColor System LCD \\n
- Shoot in Low Light mode for dimly-lit situations \\n \\n
\\n \\n
\\n Technical Details\\n
\\n \\n \\n
\\n \\n \\n - \\n
- Brand Name: Canon \\n
- Model: SD1300IS Silver \\n
- Optical Sensor Resolution: 12.1 MP \\n
- Optical Sensor Technology: CCD \\n
- Optical zoom: 4 x \\n
- Maximum Aperture Range: F/2.8-5.9 \\n
- Minimum focal length: 5 millimeters \\n
- Maximum focal length: 20 millimeters \\n
- Lens Type: Zoom lens \\n
- Optical Sensor Size: 1/2.3\" \\n
- Included Flash Type: Built-in flash \\n
- Display Size: 2.700 inches \\n
- Light Sensitivity: ISO 100, ISO 800, ISO 400, ISO 200, ISO 80, ISO auto, ISO 1600 \\n
- Image types: JPEG \\n
- Shooting Modes: Frame movie mode \\n
- Exposure Control Type: Beach, Kids & pets, Snow, Portrait mode, Slow shutter, Night mode, Fireworks, Low light, Snap shot, Underwater, Indoor, Foliage \\n
- Viewfinder Type: None \\n
- Width: 3.6 inches \\n
- Height: 2.2 inches \\n
- Weight: 4.9 pounds \\n\\n
\\n‹ \\n\\n\\n\\n\\n\\nReturn to Product Overview\\n\\n
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\\n Deal Price Regular Price \\n
Deal Price Regular Price
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30-day refund/replacement
This item can be returned in its original condition for a full refund or replacement within 30 days of receipt.
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Instant Pot Duo
Product voltage: 120
- 7-IN-1 FUNCTIONALITY: Pressure cook, slow cook, rice cooker, yogurt maker, steamer, sauté pan and food warmer.
- QUICK ONE-TOUCH COOKING: 13 customizable Smart Programs for pressure cooking ribs, soups, beans, rice, poultry, yogurt, desserts and more.
- COOK FAST OR SLOW: Pressure cook delicious one-pot meals up to 70% faster than traditional cooking methods or slow cook your favorite traditional recipes – just like grandma used to make.
- QUICK AND EASY CLEAN UP: Finger-print resistant, stainless-steel sides and dishwasher-safe lid, inner pot, and accessories.
- SAFETY FEATURES: Includes over 10 safety features, plus overheat protection and safe-locking lid
- GREAT FOR GROWING FAMILIES: Cook for up to 6 people – perfect for growing families, or meal prepping and batch cooking for singles.
- VERSATILE INNER COOKING POT: We use food-grade stainless-steel, a tri-ply bottom for more even cooking and perfect for sautéing
- DISCOVER AMAZING RECIPES: Includes the free Instant Brands Connect App, where you can find new recipes to create quick favorites and prepare delicious meals, available for iOS and Android.
› See more product details
Instant Pot RIO, 7-in-1 Electric Multi-Cooker, PressureCooker, SlowCooker, RiceCooker, Steamer, Sauté, Yogurt Maker, & Warmer, Includes App With Over 800 Recipes, 6 Quart $94.95 (2,374) In Stock
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Customer reviews
4.6 out of 5 stars
4.6 out of 5
130,204 global ratings
- 5 star4 star3 star2 star1 star5 star83%10%3%1%3%83%
- 5 star4 star3 star2 star1 star4 star83%10%3%1%3%10%
- 5 star4 star3 star2 star1 star3 star83%10%3%1%3%3%
- 5 star4 star3 star2 star1 star2 star83%10%3%1%3%1%
- 5 star4 star3 star2 star1 star1 star83%10%3%1%3%3%
How customer reviews and ratings work
Customer Reviews, including Product Star Ratings help customers to learn more about the product and decide whether it is the right product for them.
To calculate the overall star rating and percentage breakdown by star, we don’t use a simple average. Instead, our system considers things like how recent a review is and if the reviewer bought the item on Amazon. It also analyzed reviews to verify trustworthiness.
Learn more how customers reviews work on AmazonReview this product
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Customers say
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Works wellEase of useCook timeAppliance qualityCooking abilityEase of cleaningFlavorBuild quality
8,040 customers mention \"Works well\"6,940 positive1,100 negative
Customers find that the pressure cooker works well, with the sauté feature performing particularly effectively.
\"...This works with new potatoes, and regular potatoes! Happy Instant Potting!\" Read more
\"...It was excellent. I did 6 minutes per pound + 2 minutes. I also cook chicken thighs for dinner about once a week, which I had never cooked before....\" Read more
\"...Most programs work just fine on full automatic, but some small exceptions may demand more online flexibility....\" Read more
\"...occasional mishaps, the Instant Pot Duo has consistently delivered incredible results....\" Read more
7,651 customers mention \"Ease of use\"6,651 positive1,000 negative
Customers find the pressure cooker simple to use, with clear operating instructions in the booklet, making meal preparation a breeze.
\"...make in your Instant Pot that will change your life: incredibly easy perfectly poached eggs in 2-3 minutes, and baked potatoes in 12 minutes....\" Read more
\"...credit as most automatic settings work well, automating it for ease of use and safety. Cooking is part Science, but, I think, more Art than Science....\" Read more
\"...crockpot extensively over the past years and while I appreciate the ease of use and the ability to put a meal on the table soon after I got home in...\" Read more
\"...of pressure cookers anymore, the time , energy bills saved n convenience is worth it!...\" Read more
6,666 customers mention \"Cook time\"6,260 positive406 negative
Customers appreciate the pressure cooker\\'s quick cooking time, with one mentioning it can make rice in just 10 minutes, while another notes it cooks like a crockpot in 1/8th the time.
\"...incredibly easy perfectly poached eggs in 2-3 minutes, and baked potatoes in 12 minutes....\" Read more
\"...My kids love it. 8 minutes on manual with a natural release. I just stir it with a fork and don\\'t even need to blend it....\" Read more
\"...steel liner (looks like chrome), along with the delay and cooking timer auto-shutoff. This sets it apart from old-time swisher type 1st Gen P.C.\\'s....\" Read more
\"...versatile appliance seamlessly transforms into a pressure cooker, slow cooker, rice cooker, steamer, sauté pan, yogurt maker, warmer, and even a...\" Read more
5,399 customers mention \"Appliance quality\"5,399 positive0 negative
Customers find the pressure cooker to be a fabulous kitchen appliance, with one customer noting its versatility as both a pressure cooker and crockpot.
\"...When you are ready for your potatoes, they will be perfectly done and waiting for you, even if you have abandoned them for hours!...\" Read more
\"...I have to use a rapid boil just to make tea. A pressure cooker is the great equalizer, a must at higher altitudes because 15 lbs is 15 lbs pressure...\" Read more
\"...This versatile appliance seamlessly transforms into a pressure cooker, slow cooker, rice cooker, steamer, sauté pan, yogurt maker, warmer, and even...\" Read more
\"...It\\'s just better insulated, but I\\'ve found that meals are so good under pressure that there\\'s no need to use the slow cooker function....\" Read more
Customers find the pressure cooker works well, particularly praising its sauté feature and accurate cooking times. They appreciate its ease of use, with one customer noting the intuitive controls, and consider it a great kitchen appliance that makes meal prep convenient. The appliance receives positive feedback for its cooking ability, with one customer highlighting its versatility in transforming into a pressure cooker, and customers find it easy to clean with a stainless steel pot that cleans well. Customers enjoy the complex flavors produced, though opinions on build quality are mixed, with some finding it well-made while others describe it as wimpy.
AI Generated from the text of customer reviews
4,396 customers mention \"Cooking ability\"3,065 customers mention \"Ease of cleaning\"2,827 customers mention \"Flavor\"2,273 customers mention \"Build quality\"4,298 positive98 negativeAmazon Customer5 out of 5 starsMoreHide
This has changed the way we eat. It\\'s easier to use than I thought it would be.
Customers praise the pressure cooker\\'s cooking ability, particularly its amazing recipes and rice cooking feature, with one customer noting it makes stir-fry dishes and another mentioning it\\'s easy to use on the dining room table.
\"...there in the morning, leave for the day, and come back to a perfectly cooked whatever, just waiting for you! Booyah!...\" Read more
\"...You could very easily cook on the dining room table, or a small adjacent table....\" Read more
\"...While the free app provided great recipes and guidance, a comprehensive manual would have been helpful for understanding all the features and...\" Read more
\"...This handy appliance has transformed my summertime cooking, allowing me to break away from our usual salads and grilled chicken rut....\" Read more
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\\n Top reviews from the United States\\n
There was a problem filtering reviews. Please reload the page.
- Anne P. Mitchell
5.0 out of 5 stars\\nI LOVE My Instant Pot! But Here\\'s What I Wish I\\'d Known when I First Got It\\n
- Reviewed in the United States on April 16, 2016
- Size: 6 QuartsVerified Purchase
- Read more
- \\n30,253 people found this helpful\\n\\n\\n Helpful\\n\\n\\nReport\\n
- Aundrea
5.0 out of 5 stars\\nThis has changed the way we eat. It\\'s easier to use than I thought it would be.\\n
- Reviewed in the United States on August 18, 2016
- \\n\\nAundrea\\n\\n5.0 out of 5 stars\\n
\\n This has changed the way we eat. It\\'s easier to use than I thought it would be.\\n
\\n\\n Reviewed in the United States on August 18, 2016\\n \\n
- \\n\\n
\\n Images in this review\\n
\\n5,558 people found this helpful\\n\\n\\n Helpful\\n\\n\\n
\\n
\\n Top reviews from other countries\\n
\\n\\n
\\nTranslate all reviews to English\\n
\\n- \\n\\nAlhenyReviewed in Mexico on June 4, 2025
5.0 out of 5 stars\\nExcelente\\n
Size: 6 QuartsVerified Purchase\\n\\nExcelente producto, la recomiendo totalmente, facilita el trabajo en la cocina\\nRead more\\nReport\\nTranslate review to English
- NeuroEmergent
5.0 out of 5 stars\\nA truly Canadian innovation - Instant Pot is the best item in my kitchen, hands down\\n
- Reviewed in Canada on November 23, 2017
- Size: 6 QuartsVerified Purchase
- Read more
- \\n\\n\\n5.0 out of 5 stars\\n\\nNeuroEmergent
\\n A truly Canadian innovation - Instant Pot is the best item in my kitchen, hands down\\n
\\n\\n Reviewed in Canada on November 23, 2017\\n \\n
- \\n
\\n Images in this review\\n
\\n
- \\nReport\\n
- \\nMVReviewed in Canada on December 25, 2024
5.0 out of 5 stars\\n3 Qt Instant Pot. LOVE IT!!!\\n
Size: 3 QuartsVerified Purchase\\nMy main cooking appliance. Uses only 675 watts max to build pressure, then mostly 0 watts under pressure but occasionally spiking back to 675 watts to keep the pressure. 3 Qts is a great size for 1 or 2 people, or even more depending on what you are cooking. Takes some practice, reading the manual and recipe guide and trial and error to tweak preferred times. It will even boil a pot of water like a kettle, which I tried as a test but forgot to time it. Fantastic appliance for off grid energy efficiency and used far more than the induction hot plate. So far nothing it hasn't cooked. Also extremely safe with the On Off and delay timers and turns off if it were to boil dry, unlike a gas stove which could burn down your house. Can't tell you how I know that. Fantastic for seniors for safety if they can get over all the preset buttons which are not needed anyway and just learn to use the few buttons and functions required to cook almost anything. Highly Recommended.\\nRead more\\nReport\\n
- \\n\\nLaissan sayab perezReviewed in Mexico on March 30, 2025
5.0 out of 5 stars\\nGran inversión para la cocina\\n
Size: 3 QuartsVerified Purchase\\nGran inversión para la cocina, soy una persona muy ocupada y me gusta cuidar de mi salud me cocino, pero en los guisos y cocciones de frijoles se consume mucho gas , opté por esta olla que vi, ya hice mi primer caldo de res con verduras quedó la carne muy suave en poco tiempo ⏱️ me encantó, tiene muy buena seguridad para la presión.Lo que me encanta:✔️ Cocina mucho más rápido que una olla convencional.✔️ Tiene varias funciones, desde cocción a presión hasta salteado.✔️ Es segura y fácil de limpiar.Lo que podría mejorar:🔹 La curva de aprendizaje puede ser un poco alta al inicio, pero una vez que entiendes los tiempos y funciones, todo es sencillo.En general, es una excelente compra si quieres ahorrar tiempo en la cocina y hacer recetas deliciosas sin complicaciones. ¡La recomiendo totalmente!\\nRead more\\n\\n\\n\\n\\n\\n\\n\\n\\n Gran inversión para la cocina, soy una persona muy ocupada y me gusta cuidar de mi salud me cocino, pero en los guisos y cocciones de frijoles se consume mucho gas , opté por esta olla que vi, ya hice mi primer caldo de res con verduras quedó la carne muy suave en poco tiempo ⏱️ me encantó, tiene muy buena seguridad para la presión.\\n\\n5.0 out of 5 stars\\n\\nLaissan\\n Gran inversión para la cocina\\n
\\n\\n Reviewed in Mexico on March 30, 2025\\n \\n
Lo que me encanta:✔️ Cocina mucho más rápido que una olla convencional.✔️ Tiene varias funciones, desde cocción a presión hasta salteado.✔️ Es segura y fácil de limpiar.Lo que podría mejorar:🔹 La curva de aprendizaje puede ser un poco alta al inicio, pero una vez que entiendes los tiempos y funciones, todo es sencillo.En general, es una excelente compra si quieres ahorrar tiempo en la cocina y hacer recetas deliciosas sin complicaciones. ¡La recomiendo totalmente!\\n\\n\\n\\n\\n Images in this review\\n
\\n\\nReport\\nTranslate review to English
See more reviews
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\\n\\x8b\\xa0\\nReturn to Product Overview\\n
Product Features and Technical Details
Color: Silver
\\n Product Features\\n
\\n
- \\n
- 28mm wide-angle lens; 4x optical zoom and Optical Image Stabilizer \\n
- Smart AUTO mode intelligently selects from 18 predefined settings \\n
- 12.1-megapixel resolution allows you to print large size images with clarity and detail \\n
- Clear 2.7-inch PureColor System LCD \\n
- Shoot in Low Light mode for dimly-lit situations \\n
\\n Technical Details\\n
\\n
- \\n
- Brand Name: Canon \\n
- Model: SD1300IS Silver \\n
- Optical Sensor Resolution: 12.1 MP \\n
- Optical Sensor Technology: CCD \\n
- Optical zoom: 4 x \\n
- Maximum Aperture Range: F/2.8-5.9 \\n
- Minimum focal length: 5 millimeters \\n
- Maximum focal length: 20 millimeters \\n
- Lens Type: Zoom lens \\n
- Optical Sensor Size: 1/2.3\" \\n
- Included Flash Type: Built-in flash \\n
- Display Size: 2.700 inches \\n
- Light Sensitivity: ISO 100, ISO 800, ISO 400, ISO 200, ISO 80, ISO auto, ISO 1600 \\n
- Image types: JPEG \\n
- Shooting Modes: Frame movie mode \\n
- Exposure Control Type: Beach, Kids & pets, Snow, Portrait mode, Slow shutter, Night mode, Fireworks, Low light, Snap shot, Underwater, Indoor, Foliage \\n
- Viewfinder Type: None \\n
- Width: 3.6 inches \\n
- Height: 2.2 inches \\n
- Weight: 4.9 pounds \\n
\\n
\\n
\\n\\n\\n\\n\\n\\n\\n\\n\\n
\\n\\n
\\nYour Recent History
\\xa0(What\\'s this?)| \\n \\n \\nAfter viewing product detail pages or search results, look here to find an easy way to navigate back to pages you are interested in. \\n | \\n
| \\n \\n › \\nView and edit your browsing history\\n \\n |
\\n
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\\n\\x8b\\xa0\\nReturn to Product Overview\\n
Product Features and Technical Details
Color: Silver
\\n Product Features\\n
\\n
- \\n
- 28mm wide-angle lens; 4x optical zoom and Optical Image Stabilizer \\n
- Smart AUTO mode intelligently selects from 18 predefined settings \\n
- 12.1-megapixel resolution allows you to print large size images with clarity and detail \\n
- Clear 2.7-inch PureColor System LCD \\n
- Shoot in Low Light mode for dimly-lit situations \\n
\\n Technical Details\\n
\\n
- \\n
- Brand Name: Canon \\n
- Model: SD1300IS Silver \\n
- Optical Sensor Resolution: 12.1 MP \\n
- Optical Sensor Technology: CCD \\n
- Optical zoom: 4 x \\n
- Maximum Aperture Range: F/2.8-5.9 \\n
- Minimum focal length: 5 millimeters \\n
- Maximum focal length: 20 millimeters \\n
- Lens Type: Zoom lens \\n
- Optical Sensor Size: 1/2.3\" \\n
- Included Flash Type: Built-in flash \\n
- Display Size: 2.700 inches \\n
- Light Sensitivity: ISO 100, ISO 800, ISO 400, ISO 200, ISO 80, ISO auto, ISO 1600 \\n
- Image types: JPEG \\n
- Shooting Modes: Frame movie mode \\n
- Exposure Control Type: Beach, Kids & pets, Snow, Portrait mode, Slow shutter, Night mode, Fireworks, Low light, Snap shot, Underwater, Indoor, Foliage \\n
- Viewfinder Type: None \\n
- Width: 3.6 inches \\n
- Height: 2.2 inches \\n
- Weight: 4.9 pounds \\n
\\n
\\n
\\n\\n\\n\\n\\n\\n\\n\\n\\n
\\n\\n
\\nYour Recent History
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