Datasets:

scrapegraphai

/

AQL-v1-QA

like 0

5

{"search": "What should I wear on the first day of school? ", "results": [{"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}], "action": "how relevant to the top 10 search results would the user rate a0760680-c3f8-42b7-b937-ef6ccdb10a73 on a scale of 1 to 5 (higher is better)?"}

pointwise

4

{"search": "How should I dress for the first day at school?", "results": [{"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}], "action": "how relevant to the top 10 search results would the user rate d8902f25-9dd4-496f-a94f-f3b1c5097720 on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "What's the best attire for the first day of school?", "results": [{"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}], "action": "how relevant to the top 10 search results would the user rate 36163863-56d4-4cea-98de-7e437f1c1b39 on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "What's the best attire for the first day of school?", "results": [{"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}], "action": "how relevant to the top 10 search results would the user rate 7c649d7a-cc48-4116-bb70-1dfef083d8f7 on a scale of 1 to 5 (higher is better)?"}

pointwise

1227b280-3990-4597-b177-15e1072994ea

{"search": "What outfit is best for the first day of school?", "results": [{"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}], "action": "would the user prefer 1227b280-3990-4597-b177-15e1072994ea or 36163863-56d4-4cea-98de-7e437f1c1b39?"}

pairwise

6b2b6956-3615-4474-be18-bb4af9e301a8

{"search": "What clothes are appropriate for the first day of school?", "results": [{"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}], "action": "would the user prefer 6b2b6956-3615-4474-be18-bb4af9e301a8 or 2a7f79ff-e48f-40f0-b0eb-20dc0272db7a?"}

pairwise

d8902f25-9dd4-496f-a94f-f3b1c5097720

{"search": "What should I wear on the first day of school? ", "results": [{"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}], "action": "would the user prefer 84e8540f-48eb-450d-9457-45eb2e376f93 or d8902f25-9dd4-496f-a94f-f3b1c5097720?"}

pairwise

a0760680-c3f8-42b7-b937-ef6ccdb10a73

{"search": "How should I dress for the first day at school?", "results": [{"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}], "action": "would the user prefer a0760680-c3f8-42b7-b937-ef6ccdb10a73 or c8450e40-f7a2-4d11-b965-52706c1c23d4?"}

pairwise

6b2b6956-3615-4474-be18-bb4af9e301a8

{"search": "What's the best attire for the first day of school?", "results": [{"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}], "action": "would the user prefer 6b2b6956-3615-4474-be18-bb4af9e301a8 or c8450e40-f7a2-4d11-b965-52706c1c23d4?"}

pairwise

1c32edf4-f34d-420c-bb35-111d6df26293

{"search": "How should I dress for the first day at school?", "results": [{"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}], "action": "would the user prefer 7c649d7a-cc48-4116-bb70-1dfef083d8f7 or 1c32edf4-f34d-420c-bb35-111d6df26293?"}

pairwise

1c32edf4-f34d-420c-bb35-111d6df26293

{"search": "What outfit is best for the first day of school?", "results": [{"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}], "action": "would the user prefer 1c32edf4-f34d-420c-bb35-111d6df26293 or 7c649d7a-cc48-4116-bb70-1dfef083d8f7?"}

pairwise

6b2b6956-3615-4474-be18-bb4af9e301a8

{"search": "What clothes are appropriate for the first day of school?", "results": [{"UUID": "1227b280-3990-4597-b177-15e1072994ea", "description": "High School Outfits on Pinterest | School Outfits Teens, Middle ...", "endpoint": "https://www.pinterest.com/explore/high-school-outfits/"}, {"UUID": "84e8540f-48eb-450d-9457-45eb2e376f93", "description": "What To Wear On The First Day Of School: Casual Outfit (Makeup ...", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=SfJMBZc9z0I&qsrc=472"}, {"UUID": "a0760680-c3f8-42b7-b937-ef6ccdb10a73", "description": "Personality Quiz: What should you wear on the first day of school?", "endpoint": "http://www.quibblo.com/quiz/2cyjInH/What-should-you-wear-on-the-first-day-of-school"}, {"UUID": "36163863-56d4-4cea-98de-7e437f1c1b39", "description": "15 First Day of School Outfit Ideas | Teen Vogue", "endpoint": "http://www.teenvogue.com/gallery/first-day-of-school-style"}, {"UUID": "2a7f79ff-e48f-40f0-b0eb-20dc0272db7a", "description": "What High School Stereotype Are You? - AllTheTests.com", "endpoint": "http://www.allthetests.com/quiz08/dasquiztd.php3?testid=1083100809"}, {"UUID": "c8450e40-f7a2-4d11-b965-52706c1c23d4", "description": "First day of school outfit ideas, makeup and hair. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=KUTCEhv5sGU&qsrc=472"}, {"UUID": "6b2b6956-3615-4474-be18-bb4af9e301a8", "description": "Quiz! What's Your Back to School Style - Kidzworld", "endpoint": "http://www.kidzworld.com/quiz/quiz-whats-your-back-to-school-style"}, {"UUID": "d8902f25-9dd4-496f-a94f-f3b1c5097720", "description": "What's your perfect first-day outfit? - GirlsLife.com - Quiz", "endpoint": "http://www.girlslife.com/quiz/2012/08/13/Whats-your-perfect-first-day-outfit.aspx"}, {"UUID": "1c32edf4-f34d-420c-bb35-111d6df26293", "description": "What to Wear on the First Day of School", "endpoint": "http://www.ehow.com/way_5617111_wear-first-day-school.html?ref=Track2&utm_source=ask"}, {"UUID": "7c649d7a-cc48-4116-bb70-1dfef083d8f7", "description": "First Day of School: What to Expect, Wear, etc. - YouTube", "endpoint": "http://www.ask.com/youtube?q=What+should+I+wear+on+the+first+day+of+school%3F&v=7OFQz-fSv-Q&qsrc=472"}], "action": "would the user prefer 6b2b6956-3615-4474-be18-bb4af9e301a8 or 7c649d7a-cc48-4116-bb70-1dfef083d8f7?"}

pairwise

["090cb525-58b7-4012-aaad-996af58c0656", "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "1b0d8e34-93f2-4281-8f11-dc859a98db52", "03b7b435-f5c0-4a36-89c9-f16a61e02728"]

{"search": "稻田的作用", "results": [{"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["090cb525-58b7-4012-aaad-996af58c0656", "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "1b0d8e34-93f2-4281-8f11-dc859a98db52", "03b7b435-f5c0-4a36-89c9-f16a61e02728"]

{"search": "稻田的用途", "results": [{"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}, {"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["090cb525-58b7-4012-aaad-996af58c0656", "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "1b0d8e34-93f2-4281-8f11-dc859a98db52", "03b7b435-f5c0-4a36-89c9-f16a61e02728"]

{"search": "什么是稻田", "results": [{"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

5

{"search": "稻田的用途", "results": [{"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}], "action": "how relevant to the top 10 search results would the user rate 090cb525-58b7-4012-aaad-996af58c0656 on a scale of 1 to 5 (higher is better)?"}

pointwise

5

{"search": "稻田的作用", "results": [{"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}], "action": "how relevant to the top 10 search results would the user rate a21dcd96-3096-40bd-bf66-e94d6f14ae57 on a scale of 1 to 5 (higher is better)?"}

pointwise

5

{"search": "稻田的定义", "results": [{"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}], "action": "how relevant to the top 10 search results would the user rate 1b0d8e34-93f2-4281-8f11-dc859a98db52 on a scale of 1 to 5 (higher is better)?"}

pointwise

4

{"search": "什么是稻田", "results": [{"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}, {"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}], "action": "how relevant to the top 10 search results would the user rate 03b7b435-f5c0-4a36-89c9-f16a61e02728 on a scale of 1 to 5 (higher is better)?"}

pointwise

a21dcd96-3096-40bd-bf66-e94d6f14ae57

{"search": "什么是稻田", "results": [{"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}], "action": "would the user prefer a21dcd96-3096-40bd-bf66-e94d6f14ae57 or 1b0d8e34-93f2-4281-8f11-dc859a98db52?"}

pairwise

090cb525-58b7-4012-aaad-996af58c0656

{"search": "稻田的用途", "results": [{"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}, {"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}], "action": "would the user prefer 090cb525-58b7-4012-aaad-996af58c0656 or 1b0d8e34-93f2-4281-8f11-dc859a98db52?"}

pairwise

a21dcd96-3096-40bd-bf66-e94d6f14ae57

{"search": "稻田", "results": [{"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}, {"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}], "action": "would the user prefer a21dcd96-3096-40bd-bf66-e94d6f14ae57 or 1b0d8e34-93f2-4281-8f11-dc859a98db52?"}

pairwise

a21dcd96-3096-40bd-bf66-e94d6f14ae57

{"search": "稻田的作用", "results": [{"UUID": "03b7b435-f5c0-4a36-89c9-f16a61e02728", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 蓝色", "endpoint": "http://item.jd.com/1336981494.html"}, {"UUID": "1b0d8e34-93f2-4281-8f11-dc859a98db52", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 粉红色", "endpoint": "http://item.jd.com/1336981495.html"}, {"UUID": "a21dcd96-3096-40bd-bf66-e94d6f14ae57", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 绿色", "endpoint": "http://item.jd.com/1336981497.html"}, {"UUID": "090cb525-58b7-4012-aaad-996af58c0656", "description": "日本进口DentStar儿童牙刷 2岁以上宝宝使用 黄色", "endpoint": "http://item.jd.com/1336981496.html"}], "action": "would the user prefer a21dcd96-3096-40bd-bf66-e94d6f14ae57 or 1b0d8e34-93f2-4281-8f11-dc859a98db52?"}

pairwise

["408cbea3-a671-4da2-a7cd-7e6b14cbb516", "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "267ecc87-dc93-4984-a03d-e3c91b9632be", "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "99de7607-d9e4-48fd-8487-6fe97e8f47f3"]

{"search": "git create pull request", "results": [{"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["408cbea3-a671-4da2-a7cd-7e6b14cbb516", "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "267ecc87-dc93-4984-a03d-e3c91b9632be", "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "99de7607-d9e4-48fd-8487-6fe97e8f47f3"]

{"search": "create pull request in git", "results": [{"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["408cbea3-a671-4da2-a7cd-7e6b14cbb516", "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "267ecc87-dc93-4984-a03d-e3c91b9632be", "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "99de7607-d9e4-48fd-8487-6fe97e8f47f3"]

{"search": "git generate a pull request", "results": [{"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

5

{"search": "create pull request in git", "results": [{"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}], "action": "how relevant to the top 10 search results would the user rate 408cbea3-a671-4da2-a7cd-7e6b14cbb516 on a scale of 1 to 5 (higher is better)?"}

pointwise

5

{"search": "how to make a pull request in git", "results": [{"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}], "action": "how relevant to the top 10 search results would the user rate 6ed78106-b9f9-429e-a7e7-3cac5423b73a on a scale of 1 to 5 (higher is better)?"}

pointwise

4

{"search": "git create pull request", "results": [{"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}], "action": "how relevant to the top 10 search results would the user rate 267ecc87-dc93-4984-a03d-e3c91b9632be on a scale of 1 to 5 (higher is better)?"}

pointwise

4

{"search": "git generate a pull request", "results": [{"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}], "action": "how relevant to the top 10 search results would the user rate 4f83b70b-d61d-49c6-a1e6-70d17cae770a on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "create pull request in git", "results": [{"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}], "action": "how relevant to the top 10 search results would the user rate 99de7607-d9e4-48fd-8487-6fe97e8f47f3 on a scale of 1 to 5 (higher is better)?"}

pointwise

408cbea3-a671-4da2-a7cd-7e6b14cbb516

{"search": "steps to create a pull request in git", "results": [{"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}], "action": "would the user prefer 408cbea3-a671-4da2-a7cd-7e6b14cbb516 or 99de7607-d9e4-48fd-8487-6fe97e8f47f3?"}

pairwise

6ed78106-b9f9-429e-a7e7-3cac5423b73a

{"search": "git generate a pull request", "results": [{"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}], "action": "would the user prefer 6ed78106-b9f9-429e-a7e7-3cac5423b73a or 267ecc87-dc93-4984-a03d-e3c91b9632be?"}

pairwise

3b00a7ef-551d-4e49-a7d0-a29a0874348c

{"search": "create pull request in git", "results": [{"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}], "action": "would the user prefer 3b00a7ef-551d-4e49-a7d0-a29a0874348c or 99de7607-d9e4-48fd-8487-6fe97e8f47f3?"}

pairwise

6ed78106-b9f9-429e-a7e7-3cac5423b73a

{"search": "create pull request in git", "results": [{"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}], "action": "would the user prefer 267ecc87-dc93-4984-a03d-e3c91b9632be or 6ed78106-b9f9-429e-a7e7-3cac5423b73a?"}

pairwise

408cbea3-a671-4da2-a7cd-7e6b14cbb516

{"search": "git generate a pull request", "results": [{"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}], "action": "would the user prefer 408cbea3-a671-4da2-a7cd-7e6b14cbb516 or 99de7607-d9e4-48fd-8487-6fe97e8f47f3?"}

pairwise

6ed78106-b9f9-429e-a7e7-3cac5423b73a

{"search": "steps to create a pull request in git", "results": [{"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}], "action": "would the user prefer c5c0fabf-d7b3-4dd2-9cce-a211e949a786 or 6ed78106-b9f9-429e-a7e7-3cac5423b73a?"}

pairwise

6ed78106-b9f9-429e-a7e7-3cac5423b73a

{"search": "how to make a pull request in git", "results": [{"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}], "action": "would the user prefer c5c0fabf-d7b3-4dd2-9cce-a211e949a786 or 6ed78106-b9f9-429e-a7e7-3cac5423b73a?"}

pairwise

3b00a7ef-551d-4e49-a7d0-a29a0874348c

{"search": "how to make a pull request in git", "results": [{"UUID": "4f83b70b-d61d-49c6-a1e6-70d17cae770a", "description": "How To Create a Pull Request on GitHub | DigitalOcean", "endpoint": "https://www.digitalocean.com/community/tutorials/how-to-create-a-pull-request-on-github"}, {"UUID": "408cbea3-a671-4da2-a7cd-7e6b14cbb516", "description": "Git Pull Request: How to Create a Pull Request - Career Karma", "endpoint": "https://careerkarma.com/blog/git-pull-request/"}, {"UUID": "3b00a7ef-551d-4e49-a7d0-a29a0874348c", "description": "Creating a pull request - GitHub Docs", "endpoint": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/proposing-changes-to-your-work-with-pull-requests/creating-a-pull-request"}, {"UUID": "267ecc87-dc93-4984-a03d-e3c91b9632be", "description": "How To Make a Pull Request in Git - GreenGeeks", "endpoint": "https://www.greengeeks.com/tutorials/make-a-pull-request-in-git/"}, {"UUID": "6ed78106-b9f9-429e-a7e7-3cac5423b73a", "description": "Git - git-request-pull Documentation", "endpoint": "https://www.git-scm.com/docs/git-request-pull"}, {"UUID": "c5c0fabf-d7b3-4dd2-9cce-a211e949a786", "description": "Pull Requests | Atlassian Git Tutorial", "endpoint": "https://www.atlassian.com/git/tutorials/making-a-pull-request"}, {"UUID": "99de7607-d9e4-48fd-8487-6fe97e8f47f3", "description": "Create a pull request to review and merge code - Azure Repos", "endpoint": "https://docs.microsoft.com/en-us/azure/devops/repos/git/pull-requests"}], "action": "would the user prefer 99de7607-d9e4-48fd-8487-6fe97e8f47f3 or 3b00a7ef-551d-4e49-a7d0-a29a0874348c?"}

pairwise

["13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "0a2dfc5f-062e-41d0-bd83-5d236c76655f"]

{"search": "govote.com", "results": [{"UUID": "13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "description": "GoVote.com", "endpoint": "http://www.govote.com/"}, {"UUID": "0a2dfc5f-062e-41d0-bd83-5d236c76655f", "description": "GoVote.com: Election 2000", "endpoint": "http://www.govote.com/election2000/index.asp"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "0a2dfc5f-062e-41d0-bd83-5d236c76655f"]

{"search": "govote website", "results": [{"UUID": "0a2dfc5f-062e-41d0-bd83-5d236c76655f", "description": "GoVote.com: Election 2000", "endpoint": "http://www.govote.com/election2000/index.asp"}, {"UUID": "13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "description": "GoVote.com", "endpoint": "http://www.govote.com/"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "0a2dfc5f-062e-41d0-bd83-5d236c76655f"]

{"search": "govote official site", "results": [{"UUID": "0a2dfc5f-062e-41d0-bd83-5d236c76655f", "description": "GoVote.com: Election 2000", "endpoint": "http://www.govote.com/election2000/index.asp"}, {"UUID": "13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "description": "GoVote.com", "endpoint": "http://www.govote.com/"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

5

{"search": "govote official site", "results": [{"UUID": "13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "description": "GoVote.com", "endpoint": "http://www.govote.com/"}, {"UUID": "0a2dfc5f-062e-41d0-bd83-5d236c76655f", "description": "GoVote.com: Election 2000", "endpoint": "http://www.govote.com/election2000/index.asp"}], "action": "how relevant to the top 10 search results would the user rate 13b3d25c-54ee-4ad1-85d0-6364b3b60e60 on a scale of 1 to 5 (higher is better)?"}

pointwise

5

{"search": "govote online platform", "results": [{"UUID": "0a2dfc5f-062e-41d0-bd83-5d236c76655f", "description": "GoVote.com: Election 2000", "endpoint": "http://www.govote.com/election2000/index.asp"}, {"UUID": "13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "description": "GoVote.com", "endpoint": "http://www.govote.com/"}], "action": "how relevant to the top 10 search results would the user rate 0a2dfc5f-062e-41d0-bd83-5d236c76655f on a scale of 1 to 5 (higher is better)?"}

pointwise

13b3d25c-54ee-4ad1-85d0-6364b3b60e60

{"search": "govote.com", "results": [{"UUID": "13b3d25c-54ee-4ad1-85d0-6364b3b60e60", "description": "GoVote.com", "endpoint": "http://www.govote.com/"}, {"UUID": "0a2dfc5f-062e-41d0-bd83-5d236c76655f", "description": "GoVote.com: Election 2000", "endpoint": "http://www.govote.com/election2000/index.asp"}], "action": "would the user prefer 0a2dfc5f-062e-41d0-bd83-5d236c76655f or 13b3d25c-54ee-4ad1-85d0-6364b3b60e60?"}

pairwise

["db0b2438-33c8-4ed3-887d-84713264d48c", "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "5408414a-6e07-4e16-b1ac-e154612a22dc", "c5aa8646-1539-4e35-916a-f3978af72462", "da5e2861-43b7-47b1-840b-f0937a7c36cc", "7a311164-acb2-4e13-88fa-a17b6a93581f", "ffeee752-d90b-43a4-8e16-650ed0451491", "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "902696f7-25d4-4d4e-8a7c-752769054f89", "19bc9817-5635-4a9b-bcf6-631017841b53"]

{"search": "Who is Victoria Zdrok?", "results": [{"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["db0b2438-33c8-4ed3-887d-84713264d48c", "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "5408414a-6e07-4e16-b1ac-e154612a22dc", "c5aa8646-1539-4e35-916a-f3978af72462", "da5e2861-43b7-47b1-840b-f0937a7c36cc", "7a311164-acb2-4e13-88fa-a17b6a93581f", "ffeee752-d90b-43a4-8e16-650ed0451491", "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "902696f7-25d4-4d4e-8a7c-752769054f89", "19bc9817-5635-4a9b-bcf6-631017841b53"]

{"search": "Information about Victoria Zdrok", "results": [{"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["db0b2438-33c8-4ed3-887d-84713264d48c", "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "5408414a-6e07-4e16-b1ac-e154612a22dc", "c5aa8646-1539-4e35-916a-f3978af72462", "da5e2861-43b7-47b1-840b-f0937a7c36cc", "7a311164-acb2-4e13-88fa-a17b6a93581f", "ffeee752-d90b-43a4-8e16-650ed0451491", "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "902696f7-25d4-4d4e-8a7c-752769054f89", "19bc9817-5635-4a9b-bcf6-631017841b53"]

{"search": "Victoria Zdrok biography", "results": [{"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

5

{"search": "Victoria Zdrok", "results": [{"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}], "action": "how relevant to the top 10 search results would the user rate db0b2438-33c8-4ed3-887d-84713264d48c on a scale of 1 to 5 (higher is better)?"}

pointwise

5

{"search": "Who is Victoria Zdrok?", "results": [{"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}], "action": "how relevant to the top 10 search results would the user rate 5408414a-6e07-4e16-b1ac-e154612a22dc on a scale of 1 to 5 (higher is better)?"}

pointwise

4

{"search": "Who is Victoria Zdrok?", "results": [{"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}], "action": "how relevant to the top 10 search results would the user rate da5e2861-43b7-47b1-840b-f0937a7c36cc on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "Victoria Zdrok biography", "results": [{"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}], "action": "how relevant to the top 10 search results would the user rate ffeee752-d90b-43a4-8e16-650ed0451491 on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "Information about Victoria Zdrok", "results": [{"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}], "action": "how relevant to the top 10 search results would the user rate 19bc9817-5635-4a9b-bcf6-631017841b53 on a scale of 1 to 5 (higher is better)?"}

pointwise

5408414a-6e07-4e16-b1ac-e154612a22dc

{"search": "\"Victoria Zdrok\"", "results": [{"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}], "action": "would the user prefer 7a311164-acb2-4e13-88fa-a17b6a93581f or 5408414a-6e07-4e16-b1ac-e154612a22dc?"}

pairwise

d9183bdc-c0f6-4477-83b9-faaa74d12f20

{"search": "Who is Victoria Zdrok?", "results": [{"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}], "action": "would the user prefer d9183bdc-c0f6-4477-83b9-faaa74d12f20 or 902696f7-25d4-4d4e-8a7c-752769054f89?"}

pairwise

da5e2861-43b7-47b1-840b-f0937a7c36cc

{"search": "Who is Victoria Zdrok?", "results": [{"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}], "action": "would the user prefer da5e2861-43b7-47b1-840b-f0937a7c36cc or 902696f7-25d4-4d4e-8a7c-752769054f89?"}

pairwise

d9183bdc-c0f6-4477-83b9-faaa74d12f20

{"search": "Who is Victoria Zdrok?", "results": [{"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}], "action": "would the user prefer ffeee752-d90b-43a4-8e16-650ed0451491 or d9183bdc-c0f6-4477-83b9-faaa74d12f20?"}

pairwise

db0b2438-33c8-4ed3-887d-84713264d48c

{"search": "\"Victoria Zdrok\"", "results": [{"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}], "action": "would the user prefer db0b2438-33c8-4ed3-887d-84713264d48c or 902696f7-25d4-4d4e-8a7c-752769054f89?"}

pairwise

5408414a-6e07-4e16-b1ac-e154612a22dc

{"search": "\"Victoria Zdrok\"", "results": [{"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}], "action": "would the user prefer 5408414a-6e07-4e16-b1ac-e154612a22dc or 902696f7-25d4-4d4e-8a7c-752769054f89?"}

pairwise

da5e2861-43b7-47b1-840b-f0937a7c36cc

{"search": "Information about Victoria Zdrok", "results": [{"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}], "action": "would the user prefer 19bc9817-5635-4a9b-bcf6-631017841b53 or da5e2861-43b7-47b1-840b-f0937a7c36cc?"}

pairwise

db0b2438-33c8-4ed3-887d-84713264d48c

{"search": "Victoria Zdrok", "results": [{"UUID": "ffeee752-d90b-43a4-8e16-650ed0451491", "description": "Victoria Nika Zdrok - Page 70 - Vintage Erotica Forums", "endpoint": "http://vintage-erotica-forum.com/t6982-p70-victoria-nika-zdrok.html"}, {"UUID": "19bc9817-5635-4a9b-bcf6-631017841b53", "description": "'Victoria Zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=+Victoria+Zdrok"}, {"UUID": "da5e2861-43b7-47b1-840b-f0937a7c36cc", "description": "'victoria zdrok' Search - XVIDEOS.COM", "endpoint": "https://www.xvideos.com/?k=victoria+zdrok"}, {"UUID": "d9183bdc-c0f6-4477-83b9-faaa74d12f20", "description": "Victoria Zdrok - Boobpedia - Encyclopedia of big boobs", "endpoint": "https://www.boobpedia.com/boobs/Victoria_Zdrok"}, {"UUID": "7a311164-acb2-4e13-88fa-a17b6a93581f", "description": "Victoria Zdrok – Pornstar Videos", "endpoint": "https://www.tubepornstars.com/pornstar/victoria-zdrok"}, {"UUID": "902696f7-25d4-4d4e-8a7c-752769054f89", "description": "Victoria Zdrok | Page 12 | Freeones Board - The Free Sex ...", "endpoint": "https://www.freeones.com/forums/threads/victoria-zdrok.42659/page-12"}, {"UUID": "70f9faf3-6393-40b5-9982-6a6d7ac37b15", "description": "Victoria Zdrok Tube Search (92 videos) - NudeVista", "endpoint": "https://www.nudevista.com/?q=victoria+zdrok&s=t"}, {"UUID": "5408414a-6e07-4e16-b1ac-e154612a22dc", "description": "Victoria Zdrok Porn Videos | Pornhub.com", "endpoint": "https://www.pornhub.com/pornstar/victoria-zdrok"}, {"UUID": "db0b2438-33c8-4ed3-887d-84713264d48c", "description": "Victoria Zdrok - Wikipedia", "endpoint": "https://en.wikipedia.org/wiki/Victoria_Zdrok"}, {"UUID": "c5aa8646-1539-4e35-916a-f3978af72462", "description": "Victoria Zdrok Playmate (@PlaymateZdrok) | Twitter", "endpoint": "https://twitter.com/PlaymateZdrok"}], "action": "would the user prefer 70f9faf3-6393-40b5-9982-6a6d7ac37b15 or db0b2438-33c8-4ed3-887d-84713264d48c?"}

pairwise

["6730407e-0f0a-40a5-9b59-828ee3da3db0", "df63400e-6183-4dc4-8153-e8fca6f49e93", "ee2d20c0-6a83-405f-9784-6b4bccebf083", "5a44b525-6833-498f-aa24-23304f6802c5", "2a942c5e-f24f-4e43-8274-226129799140", "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5"]

{"search": "coding freelancing", "results": [{"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["6730407e-0f0a-40a5-9b59-828ee3da3db0", "df63400e-6183-4dc4-8153-e8fca6f49e93", "ee2d20c0-6a83-405f-9784-6b4bccebf083", "5a44b525-6833-498f-aa24-23304f6802c5", "2a942c5e-f24f-4e43-8274-226129799140", "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5"]

{"search": "freelance coding jobs", "results": [{"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["6730407e-0f0a-40a5-9b59-828ee3da3db0", "df63400e-6183-4dc4-8153-e8fca6f49e93", "ee2d20c0-6a83-405f-9784-6b4bccebf083", "5a44b525-6833-498f-aa24-23304f6802c5", "2a942c5e-f24f-4e43-8274-226129799140", "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5"]

{"search": "coding freelance opportunities", "results": [{"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

4

{"search": "coding freelancing", "results": [{"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}], "action": "how relevant to the top 10 search results would the user rate 6730407e-0f0a-40a5-9b59-828ee3da3db0 on a scale of 1 to 5 (higher is better)?"}

pointwise

4

{"search": "jobs for freelance coders", "results": [{"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}], "action": "how relevant to the top 10 search results would the user rate df63400e-6183-4dc4-8153-e8fca6f49e93 on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "coding freelance opportunities", "results": [{"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}], "action": "how relevant to the top 10 search results would the user rate 5a44b525-6833-498f-aa24-23304f6802c5 on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "coding freelancing", "results": [{"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}], "action": "how relevant to the top 10 search results would the user rate 7937eb6d-3b61-4a61-99dd-59a7a48e3ac5 on a scale of 1 to 5 (higher is better)?"}

pointwise

1

{"search": "jobs for freelance coders", "results": [{"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}], "action": "how relevant to the top 10 search results would the user rate 2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5 on a scale of 1 to 5 (higher is better)?"}

pointwise

ee2d20c0-6a83-405f-9784-6b4bccebf083

{"search": "coding freelance opportunities", "results": [{"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}], "action": "would the user prefer ee2d20c0-6a83-405f-9784-6b4bccebf083 or 2a942c5e-f24f-4e43-8274-226129799140?"}

pairwise

6730407e-0f0a-40a5-9b59-828ee3da3db0

{"search": "coding freelancing", "results": [{"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}], "action": "would the user prefer be8ee44a-6ce6-4fdc-bd03-b869a50d2187 or 6730407e-0f0a-40a5-9b59-828ee3da3db0?"}

pairwise

6730407e-0f0a-40a5-9b59-828ee3da3db0

{"search": "freelance work for coders", "results": [{"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}], "action": "would the user prefer 2a942c5e-f24f-4e43-8274-226129799140 or 6730407e-0f0a-40a5-9b59-828ee3da3db0?"}

pairwise

ee2d20c0-6a83-405f-9784-6b4bccebf083

{"search": "jobs for freelance coders", "results": [{"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}], "action": "would the user prefer ee2d20c0-6a83-405f-9784-6b4bccebf083 or 2a942c5e-f24f-4e43-8274-226129799140?"}

pairwise

df63400e-6183-4dc4-8153-e8fca6f49e93

{"search": "coding freelancing", "results": [{"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}], "action": "would the user prefer df63400e-6183-4dc4-8153-e8fca6f49e93 or be8ee44a-6ce6-4fdc-bd03-b869a50d2187?"}

pairwise

5a44b525-6833-498f-aa24-23304f6802c5

{"search": "coding freelance opportunities", "results": [{"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}], "action": "would the user prefer 5a44b525-6833-498f-aa24-23304f6802c5 or be8ee44a-6ce6-4fdc-bd03-b869a50d2187?"}

pairwise

df63400e-6183-4dc4-8153-e8fca6f49e93

{"search": "coding freelancing", "results": [{"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}, {"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}], "action": "would the user prefer df63400e-6183-4dc4-8153-e8fca6f49e93 or be8ee44a-6ce6-4fdc-bd03-b869a50d2187?"}

pairwise

6730407e-0f0a-40a5-9b59-828ee3da3db0

{"search": "freelance work for coders", "results": [{"UUID": "be8ee44a-6ce6-4fdc-bd03-b869a50d2187", "description": "Programming Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/programming/"}, {"UUID": "2596ecd5-0b0b-4ab4-89fc-e59c68f24ad5", "description": "How students (or anyone) can make extra ... - Learn to Code", "endpoint": "https://www.freecodecamp.org/news/how-students-or-anyone-can-make-extra-money-through-software-freelancing-4c802c43d1a1/"}, {"UUID": "7937eb6d-3b61-4a61-99dd-59a7a48e3ac5", "description": "How to Get Freelance Programming Work (With No Experience ...", "endpoint": "https://mikecavaliere.com/how-to-get-freelance-programming-work-with-no-experience/"}, {"UUID": "5a44b525-6833-498f-aa24-23304f6802c5", "description": "How to Get Your Start in Freelance Coding (+ 17 Job Sites ...", "endpoint": "https://millo.co/freelance-coding"}, {"UUID": "6730407e-0f0a-40a5-9b59-828ee3da3db0", "description": "11 Freelance Coding Jobs Sites to Find Coding Clients in 2021", "endpoint": "https://millo.co/freelance-coding-jobs"}, {"UUID": "2a942c5e-f24f-4e43-8274-226129799140", "description": "Learn How to Code to Become a Freelance Programmer", "endpoint": "https://www.codebrainer.com/blog/10-reasons-why-you-should-learn-how-to-code"}, {"UUID": "ee2d20c0-6a83-405f-9784-6b4bccebf083", "description": "27 Best Freelance Coders For Hire In October 2021 - Upwork™", "endpoint": "https://www.upwork.com/hire/coders/"}, {"UUID": "df63400e-6183-4dc4-8153-e8fca6f49e93", "description": "Coding Jobs for October 2021 | Freelancer", "endpoint": "https://www.freelancer.com/jobs/coding/"}], "action": "would the user prefer 7937eb6d-3b61-4a61-99dd-59a7a48e3ac5 or 6730407e-0f0a-40a5-9b59-828ee3da3db0?"}

pairwise

["5a983425-ec2e-4130-9d7f-7d540279ea8e", "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "89b495dc-228c-4883-bc16-e8a43b8412f0", "38dd59a0-8ba0-493e-9436-65498278b243", "62409637-0c99-4de8-a8e0-16b140e8a138", "ca6269c8-4c4c-4152-905c-92b769746144", "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "b195668c-964f-4501-9d33-6825ad12f6e6"]

{"search": "numpy einsum function", "results": [{"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["5a983425-ec2e-4130-9d7f-7d540279ea8e", "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "89b495dc-228c-4883-bc16-e8a43b8412f0", "38dd59a0-8ba0-493e-9436-65498278b243", "62409637-0c99-4de8-a8e0-16b140e8a138", "ca6269c8-4c4c-4152-905c-92b769746144", "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "b195668c-964f-4501-9d33-6825ad12f6e6"]

{"search": "numpy einsum", "results": [{"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["5a983425-ec2e-4130-9d7f-7d540279ea8e", "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "89b495dc-228c-4883-bc16-e8a43b8412f0", "38dd59a0-8ba0-493e-9436-65498278b243", "62409637-0c99-4de8-a8e0-16b140e8a138", "ca6269c8-4c4c-4152-905c-92b769746144", "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "b195668c-964f-4501-9d33-6825ad12f6e6"]

{"search": "numpy einsum function", "results": [{"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

5

{"search": "einsum numpy", "results": [{"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}], "action": "how relevant to the top 10 search results would the user rate 5a983425-ec2e-4130-9d7f-7d540279ea8e on a scale of 1 to 5 (higher is better)?"}

pointwise

2

{"search": "[numpy-einsum]", "results": [{"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}], "action": "how relevant to the top 10 search results would the user rate 60a5a06b-b545-4ca6-862e-b541071166e3 on a scale of 1 to 5 (higher is better)?"}

pointwise

2

{"search": "numpy einsum", "results": [{"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}], "action": "how relevant to the top 10 search results would the user rate b5f896ed-50c1-48ce-b001-75341c70b1e3 on a scale of 1 to 5 (higher is better)?"}

pointwise

1

{"search": "numpy einsum function", "results": [{"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}], "action": "how relevant to the top 10 search results would the user rate 7a7cc600-a89e-4b25-bd6b-1ee3a2785de4 on a scale of 1 to 5 (higher is better)?"}

pointwise

1

{"search": "numpy einsum", "results": [{"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}], "action": "how relevant to the top 10 search results would the user rate 26e9b2e2-588f-4b33-8d53-0aa46f4621dd on a scale of 1 to 5 (higher is better)?"}

pointwise

517e6fe6-5742-4dbc-bc29-92214f3e00e7

{"search": "einsum function in numpy", "results": [{"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}], "action": "would the user prefer 2356796f-5288-4376-9ce8-d1e05d78e9d5 or 517e6fe6-5742-4dbc-bc29-92214f3e00e7?"}

pairwise

5a983425-ec2e-4130-9d7f-7d540279ea8e

{"search": "[numpy-einsum]", "results": [{"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}], "action": "would the user prefer 6a1d6699-479d-4710-ac93-238a6e82d654 or 5a983425-ec2e-4130-9d7f-7d540279ea8e?"}

pairwise

b5f896ed-50c1-48ce-b001-75341c70b1e3

{"search": "numpy einsum function", "results": [{"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}], "action": "would the user prefer 83ee0386-9525-4f46-8283-47ede01ae69d or b5f896ed-50c1-48ce-b001-75341c70b1e3?"}

pairwise

b195668c-964f-4501-9d33-6825ad12f6e6

{"search": "numpy einsum function", "results": [{"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}], "action": "would the user prefer b195668c-964f-4501-9d33-6825ad12f6e6 or 83ee0386-9525-4f46-8283-47ede01ae69d?"}

pairwise

1c9d4194-e2af-4634-abe9-8bb8ced81c09

{"search": "numpy einsum", "results": [{"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}], "action": "would the user prefer be8f9df7-4f9d-4b32-9ece-514d23abda17 or 1c9d4194-e2af-4634-abe9-8bb8ced81c09?"}

pairwise

ed889c85-ed06-434a-aa2e-5ea4a20503dc

{"search": "numpy einsum function", "results": [{"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}], "action": "would the user prefer db7cda6f-38bc-4cb4-aa14-e296344d7db2 or ed889c85-ed06-434a-aa2e-5ea4a20503dc?"}

pairwise

e6d28b55-dd1c-4a06-9ebf-3d7ace138024

{"search": "numpy einsum", "results": [{"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}], "action": "would the user prefer e6d28b55-dd1c-4a06-9ebf-3d7ace138024 or 728bd9ec-b5d5-4767-97c1-ffd5551d73b5?"}

pairwise

62409637-0c99-4de8-a8e0-16b140e8a138

{"search": "numpy einsum", "results": [{"UUID": "b68bd3f8-5cf7-4121-95f4-21734def0b8e", "description": "Using numpy einsum to compute inner product of column-vectors of a matrix", "endpoint": "https://stackoverflow.com/questions/48066890/using-numpy-einsum-to-compute-inner-product-of-column-vectors-of-a-matrix"}, {"UUID": "a9c21bda-cf27-438c-a3ac-16b3209ad95e", "description": "Batch convolution 2d in numpy without scipy?", "endpoint": "https://stackoverflow.com/questions/45540000/batch-convolution-2d-in-numpy-without-scipy"}, {"UUID": "aef46863-cf00-4e79-98c8-2a245f26cbc1", "description": "Why does `numpy.einsum` work faster with `float32` than `float16` or `uint16`? [duplicate]", "endpoint": "https://stackoverflow.com/questions/44103815/why-does-numpy-einsum-work-faster-with-float32-than-float16-or-uint16"}, {"UUID": "e6d28b55-dd1c-4a06-9ebf-3d7ace138024", "description": "Python Pandas SUMPRODUCT and L Matrix caluclation", "endpoint": "https://stackoverflow.com/questions/48074166/python-pandas-sumproduct-and-l-matrix-caluclation"}, {"UUID": "973bb556-efb1-414e-bd4b-450c93374a96", "description": "tensorflow einsum vs. matmul vs. tensordot", "endpoint": "https://stackoverflow.com/questions/43100679/tensorflow-einsum-vs-matmul-vs-tensordot"}, {"UUID": "2356796f-5288-4376-9ce8-d1e05d78e9d5", "description": "Can I use more than 26 letters in `numpy.einsum`?", "endpoint": "https://stackoverflow.com/questions/37794245/can-i-use-more-than-26-letters-in-numpy-einsum"}, {"UUID": "83ee0386-9525-4f46-8283-47ede01ae69d", "description": "Is numpy.einsum efficient compared to fortran or C?", "endpoint": "https://stackoverflow.com/questions/35500925/is-numpy-einsum-efficient-compared-to-fortran-or-c"}, {"UUID": "1c9d4194-e2af-4634-abe9-8bb8ced81c09", "description": "Speed difference in np.einsum", "endpoint": "https://stackoverflow.com/questions/45716517/speed-difference-in-np-einsum"}, {"UUID": "3298676e-09f3-4f0e-a137-577360d02c23", "description": "how to use batch_tensordot in theano like numpy.einsum", "endpoint": "https://stackoverflow.com/questions/40958983/how-to-use-batch-tensordot-in-theano-like-numpy-einsum"}, {"UUID": "9e6fc07f-f64f-4dd0-af8a-b8300c375127", "description": "Simplifying double einsum", "endpoint": "https://stackoverflow.com/questions/33399981/simplifying-double-einsum"}, {"UUID": "7a7cc600-a89e-4b25-bd6b-1ee3a2785de4", "description": "vectorize NumPy triple product on 2D array", "endpoint": "https://stackoverflow.com/questions/38427615/vectorize-numpy-triple-product-on-2d-array"}, {"UUID": "62409637-0c99-4de8-a8e0-16b140e8a138", "description": "Sum of dot products", "endpoint": "https://stackoverflow.com/questions/47317882/sum-of-dot-products"}, {"UUID": "6d68e391-03ee-4acf-aa3c-3d555c2daac6", "description": "Efficient tensor contraction in python", "endpoint": "https://stackoverflow.com/questions/42034480/efficient-tensor-contraction-in-python"}, {"UUID": "ca6269c8-4c4c-4152-905c-92b769746144", "description": "Using more than 26 indices in tf.einsum?", "endpoint": "https://stackoverflow.com/questions/46807559/using-more-than-26-indices-in-tf-einsum"}, {"UUID": "3e05f3ba-2064-4f53-af99-573b017e9add", "description": "Vectorized arange using np.einsum for raycast", "endpoint": "https://stackoverflow.com/questions/44838342/vectorized-arange-using-np-einsum-for-raycast"}, {"UUID": "db7cda6f-38bc-4cb4-aa14-e296344d7db2", "description": "Multiplying tensors containing images in numpy", "endpoint": "https://stackoverflow.com/questions/34521845/multiplying-tensors-containing-images-in-numpy"}, {"UUID": "0c21e4bf-077d-47fa-82a9-f37a3bd1abdf", "description": "Theano version of a numpy einsum for two 3dim matrices", "endpoint": "https://stackoverflow.com/questions/34005271/theano-version-of-a-numpy-einsum-for-two-3dim-matrices"}, {"UUID": "f95fe07c-7ed7-40f1-9d3f-483c6fd19f75", "description": "Numpy einsum broadcasting", "endpoint": "https://stackoverflow.com/questions/37714462/numpy-einsum-broadcasting"}, {"UUID": "3aceca3d-eb14-4784-9dbe-bbcf45251c0c", "description": "What is the efficient way of multiplying chain of tensors in tensorflow", "endpoint": "https://stackoverflow.com/questions/41986542/what-is-the-efficient-way-of-multiplying-chain-of-tensors-in-tensorflow"}, {"UUID": "89b495dc-228c-4883-bc16-e8a43b8412f0", "description": "What causes different results by interchanging the tensors in an Eigen::Tensor contraction?", "endpoint": "https://stackoverflow.com/questions/47556726/what-causes-different-results-by-interchanging-the-tensors-in-an-eigentensor-c"}, {"UUID": "c2230a18-ed74-439d-862e-a35fe5d2f268", "description": "Generating np.einsum evaluation graph", "endpoint": "https://stackoverflow.com/questions/44780195/generating-np-einsum-evaluation-graph"}, {"UUID": "aa3b28a2-8613-48cf-a0f0-bfd8aca19a86", "description": "Replace sequential product and sum with a faster matrix operation in 3D", "endpoint": "https://stackoverflow.com/questions/43800126/replace-sequential-product-and-sum-with-a-faster-matrix-operation-in-3d"}, {"UUID": "ac21ecb5-afbe-42fa-90a1-6e084e48a5d2", "description": "How to vectorize/tensorize operations in numpy with irregular array shapes", "endpoint": "https://stackoverflow.com/questions/45301319/how-to-vectorize-tensorize-operations-in-numpy-with-irregular-array-shapes"}, {"UUID": "60a5a06b-b545-4ca6-862e-b541071166e3", "description": "Pure NumPy 2D mean convolution derivative of input image", "endpoint": "https://stackoverflow.com/questions/45580013/pure-numpy-2d-mean-convolution-derivative-of-input-image"}, {"UUID": "5a983425-ec2e-4130-9d7f-7d540279ea8e", "description": "How does einsum interact with numpy broadcasting?", "endpoint": "https://stackoverflow.com/questions/48303063/how-does-einsum-interact-with-numpy-broadcasting"}, {"UUID": "b20d6b3c-04b6-4387-b4cf-631e6dfdf995", "description": "Numpy einsum behaving badly. What to look out for?", "endpoint": "https://stackoverflow.com/questions/46440010/numpy-einsum-behaving-badly-what-to-look-out-for"}, {"UUID": "f831f374-efde-482e-89a6-e746dd825ebd", "description": "numpy: get rid of for loop by broadcasting", "endpoint": "https://stackoverflow.com/questions/42077890/numpy-get-rid-of-for-loop-by-broadcasting"}, {"UUID": "4a327690-5631-4aad-bd63-27dbfc4f2b67", "description": "Using einsum without explicit replication", "endpoint": "https://stackoverflow.com/questions/34918294/using-einsum-without-explicit-replication"}, {"UUID": "728bd9ec-b5d5-4767-97c1-ffd5551d73b5", "description": "Tensor multiplication in tensorflow (with indetermined number of axes)", "endpoint": "https://stackoverflow.com/questions/40462972/tensor-multiplication-in-tensorflow-with-indetermined-number-of-axes"}, {"UUID": "c32f64ea-2a9b-44b1-9a7f-596f579ab9c1", "description": "In Multi-dimensional array products, how do I align axes with and without summation?", "endpoint": "https://stackoverflow.com/questions/39961210/in-multi-dimensional-array-products-how-do-i-align-axes-with-and-without-summat"}, {"UUID": "ed889c85-ed06-434a-aa2e-5ea4a20503dc", "description": "Fast way to set diagonals of an (M x N x N) matrix? Einsum / n-dimensional fill_diagonal?", "endpoint": "https://stackoverflow.com/questions/43990071/fast-way-to-set-diagonals-of-an-m-x-n-x-n-matrix-einsum-n-dimensional-fill"}, {"UUID": "be8f9df7-4f9d-4b32-9ece-514d23abda17", "description": "cross products with einsums", "endpoint": "https://stackoverflow.com/questions/39662540/cross-products-with-einsums"}, {"UUID": "57dc72f2-3c32-4a2e-b92c-a9c137259663", "description": "Mean tensor product", "endpoint": "https://stackoverflow.com/questions/40059979/mean-tensor-product"}, {"UUID": "f0cc1ed6-4ff0-4396-87ca-1c1338c6da08", "description": "numpy einsum: nested dot products", "endpoint": "https://stackoverflow.com/questions/38413913/numpy-einsum-nested-dot-products"}, {"UUID": "4cc2e6e3-1e95-4fc9-bf46-057c19ba0566", "description": "Processing upper triangular elements only with NumPy einsum", "endpoint": "https://stackoverflow.com/questions/36599726/processing-upper-triangular-elements-only-with-numpy-einsum"}, {"UUID": "1667435e-98a2-4e5f-818b-e8667314ff7f", "description": "numpy.einsum 'ij,kl->ik' how to do this by numpy.tensordot", "endpoint": "https://stackoverflow.com/questions/43823232/numpy-einsum-ij-kl-ik-how-to-do-this-by-numpy-tensordot"}, {"UUID": "b195668c-964f-4501-9d33-6825ad12f6e6", "description": "Multiplying elementwise over final axis of two arrays", "endpoint": "https://stackoverflow.com/questions/45986897/multiplying-elementwise-over-final-axis-of-two-arrays"}, {"UUID": "38dd59a0-8ba0-493e-9436-65498278b243", "description": "Additional information on numpy.einsum()", "endpoint": "https://stackoverflow.com/questions/47366812/additional-information-on-numpy-einsum"}, {"UUID": "f034723a-0cbb-4f49-a693-0bdef39a49be", "description": "numpy dot product of sub array?", "endpoint": "https://stackoverflow.com/questions/45952043/numpy-dot-product-of-sub-array"}, {"UUID": "5beae493-d773-420a-896f-48f624d71cf0", "description": "Calculation/manipulation of numpy array", "endpoint": "https://stackoverflow.com/questions/39578974/calculation-manipulation-of-numpy-array"}, {"UUID": "f69dccc3-ac88-4fd7-b185-9f75f6875334", "description": "numpy dot product for tensors (3d times 2d)", "endpoint": "https://stackoverflow.com/questions/45440984/numpy-dot-product-for-tensors-3d-times-2d"}, {"UUID": "b5ad8284-f5ac-4083-889c-355ce7cecee5", "description": "How to go from np.tensordot to np.einsum", "endpoint": "https://stackoverflow.com/questions/42978762/how-to-go-from-np-tensordot-to-np-einsum"}, {"UUID": "b5f896ed-50c1-48ce-b001-75341c70b1e3", "description": "How do I do an einsum that mimics 'keepdims'?", "endpoint": "https://stackoverflow.com/questions/42983474/how-do-i-do-an-einsum-that-mimics-keepdims"}, {"UUID": "f2abe8c2-8d45-4630-9dac-c8ec5ee6de5a", "description": "Python tensor product", "endpoint": "https://stackoverflow.com/questions/40044714/python-tensor-product"}, {"UUID": "26e9b2e2-588f-4b33-8d53-0aa46f4621dd", "description": "How to understand the result of this np.einsum('kij',A)?", "endpoint": "https://stackoverflow.com/questions/33231928/how-to-understand-the-result-of-this-np-einsumkij-a"}, {"UUID": "517e6fe6-5742-4dbc-bc29-92214f3e00e7", "description": "Vectorising numpy.einsum", "endpoint": "https://stackoverflow.com/questions/47582442/vectorising-numpy-einsum"}, {"UUID": "6a1d6699-479d-4710-ac93-238a6e82d654", "description": "summing outer product of multiple vectors in einsum", "endpoint": "https://stackoverflow.com/questions/35549082/summing-outer-product-of-multiple-vectors-in-einsum"}, {"UUID": "5645937a-4494-453f-9bdc-13aeb24facf6", "description": "Is it possible to use einsum to transpose everything?", "endpoint": "https://stackoverflow.com/questions/36840299/is-it-possible-to-use-einsum-to-transpose-everything"}, {"UUID": "a2319541-f266-45c5-9f74-35026167047e", "description": "Perform a coordinate transformation of a 4th-order tensor with np.einsum and np.tensordot", "endpoint": "https://stackoverflow.com/questions/35776722/perform-a-coordinate-transformation-of-a-4th-order-tensor-with-np-einsum-and-np"}, {"UUID": "5c26d2e0-f7e9-4179-b4f9-f38b3bf317bc", "description": "4d Array Processing (using einsum?)", "endpoint": "https://stackoverflow.com/questions/42999993/4d-array-processing-using-einsum"}], "action": "would the user prefer 62409637-0c99-4de8-a8e0-16b140e8a138 or 83ee0386-9525-4f46-8283-47ede01ae69d?"}

pairwise

["d88f8896-0580-4892-ab51-b57e216b6207", "89517663-e8b0-44f8-8d32-28b25d267129", "be290c7e-3398-4153-98f0-26cc0df19d23", "97127783-b322-468c-b342-38d665478d72", "bfa69539-d99e-466b-b603-b1185a37e30a", "dbee31c3-7dca-4b52-9227-e1c83c077082", "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "97ab1826-3d86-401a-a88b-df100e89cda1", "c4a69299-95f8-469f-895e-b68552ced537", "d3828b5a-c42c-4e72-887f-7a3572363122"]

{"search": "house construction cost estimation", "results": [{"UUID": "b35df71b-b37b-48df-a682-d6669e17910b", "description": "2022 Cost to Build a House | Sq Ft and Lot Prices", "endpoint": "https://www.thumbtack.com/p/home-building-cost-by-sqft"}, {"UUID": "89517663-e8b0-44f8-8d32-28b25d267129", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://costtobuild.net/calculator.html"}, {"UUID": "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "description": "How to Estimate New Home Construction Costs [5 Tips]", "endpoint": "https://chinburg.com/5-helpful-hints-to-estimating-what-your-new-home-costs/"}, {"UUID": "c4a69299-95f8-469f-895e-b68552ced537", "description": "How Much Does It Cost To Build A House? | Rocket Mortgage", "endpoint": "https://www.rocketmortgage.com/learn/how-much-does-it-cost-to-build-a-house"}, {"UUID": "7bacf1b0-cf76-48fa-9c7c-ae524579055b", "description": "How Much Does It Cost To Build A House? | Rocket Homes", "endpoint": "https://www.rockethomes.com/blog/home-buying/how-much-does-it-cost-to-build-a-house"}, {"UUID": "d3828b5a-c42c-4e72-887f-7a3572363122", "description": "How Much Will It Cost You To Build A House In Texas", "endpoint": "https://www.viprealtyinfo.com/blog/how-much-will-it-cost-you-to-build-a-house-in-texas.html"}, {"UUID": "ce055e41-f1c5-4655-8424-5eaf46690be9", "description": "How Much it Costs to Build a House and the Average Building Costs", "endpoint": "https://thelendersnetwork.com/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "9db35753-a9f3-4da3-b00f-0a0bc59f1fad", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://www.costtobuild.net/"}, {"UUID": "be290c7e-3398-4153-98f0-26cc0df19d23", "description": "2022 Cost To Build A House | New Home Construction Cost (Per Sq Ft)", "endpoint": "https://homeguide.com/costs/cost-to-build-a-house"}, {"UUID": "3ba05fb4-6268-465e-b672-87a519cab21a", "description": "Cost to Build a House (2022) - This Old House", "endpoint": "https://www.thisoldhouse.com/home-finances/21722334/cost-to-build-a-house"}, {"UUID": "97127783-b322-468c-b342-38d665478d72", "description": "House Building Calculator | Estimate Construction Cost", "endpoint": "https://www.remodelingcalculator.org/house-building-calculator/"}, {"UUID": "20112e85-81dc-4be1-86ca-1bd08b7fa81b", "description": "How Much Does It Cost to Build a House in Texas?", "endpoint": "https://listwithclever.com/real-estate-blog/how-much-does-it-cost-to-build-a-house-in-texas/"}, {"UUID": "2855b312-41ea-4499-ae86-087e1d2c661d", "description": "How Much Does It Cost to Build a House? | RamseySolutions.com", "endpoint": "https://www.ramseysolutions.com/real-estate/how-much-does-it-cost-to-build-a-house"}, {"UUID": "bfa69539-d99e-466b-b603-b1185a37e30a", "description": "How Much Does It Cost to Build a House? – Forbes Advisor", "endpoint": "https://www.forbes.com/advisor/home-improvement/cost-to-build-a-house/"}, {"UUID": "dbee31c3-7dca-4b52-9227-e1c83c077082", "description": "How Much Does It Cost to Build a Home on Your Lot in Texas?", "endpoint": "https://www.hedgefield.com/custom-home-cost-north-texas"}, {"UUID": "e65ac509-0b7a-4990-a241-968f9fffbc44", "description": "Cost to Build a Home: Home Construction Cost per Square Foot", "endpoint": "https://app.home-cost.com/construction-cost-per-sf.html"}, {"UUID": "02af2970-944c-4eb2-80bf-31e1de00f31f", "description": "How Much Does It Cost to Build a House in 2022? | Credible", "endpoint": "https://www.credible.com/blog/mortgages/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "97ab1826-3d86-401a-a88b-df100e89cda1", "description": "How Much Does It Cost to Build a House? Breaking Down the Expenses", "endpoint": "https://www.homelight.com/blog/buyer-how-much-does-it-cost-to-build-a-house/"}, {"UUID": "d88f8896-0580-4892-ab51-b57e216b6207", "description": "Learn how much it costs to Build a House - Compose: SEO.", "endpoint": "https://www.homeadvisor.com/cost/architects-and-engineers/build-a-house/"}, {"UUID": "1ee99822-2a1c-4427-b062-75caba556edc", "description": "How Much Does It Cost to Build a House? | DaveRamsey.com", "endpoint": "https://www.daveramsey.com/blog/how-much-does-it-cost-to-build-a-house"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["d88f8896-0580-4892-ab51-b57e216b6207", "89517663-e8b0-44f8-8d32-28b25d267129", "be290c7e-3398-4153-98f0-26cc0df19d23", "97127783-b322-468c-b342-38d665478d72", "bfa69539-d99e-466b-b603-b1185a37e30a", "dbee31c3-7dca-4b52-9227-e1c83c077082", "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "97ab1826-3d86-401a-a88b-df100e89cda1", "c4a69299-95f8-469f-895e-b68552ced537", "d3828b5a-c42c-4e72-887f-7a3572363122"]

{"search": "house construction cost estimation", "results": [{"UUID": "e65ac509-0b7a-4990-a241-968f9fffbc44", "description": "Cost to Build a Home: Home Construction Cost per Square Foot", "endpoint": "https://app.home-cost.com/construction-cost-per-sf.html"}, {"UUID": "b35df71b-b37b-48df-a682-d6669e17910b", "description": "2022 Cost to Build a House | Sq Ft and Lot Prices", "endpoint": "https://www.thumbtack.com/p/home-building-cost-by-sqft"}, {"UUID": "be290c7e-3398-4153-98f0-26cc0df19d23", "description": "2022 Cost To Build A House | New Home Construction Cost (Per Sq Ft)", "endpoint": "https://homeguide.com/costs/cost-to-build-a-house"}, {"UUID": "2855b312-41ea-4499-ae86-087e1d2c661d", "description": "How Much Does It Cost to Build a House? | RamseySolutions.com", "endpoint": "https://www.ramseysolutions.com/real-estate/how-much-does-it-cost-to-build-a-house"}, {"UUID": "02af2970-944c-4eb2-80bf-31e1de00f31f", "description": "How Much Does It Cost to Build a House in 2022? | Credible", "endpoint": "https://www.credible.com/blog/mortgages/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "97ab1826-3d86-401a-a88b-df100e89cda1", "description": "How Much Does It Cost to Build a House? Breaking Down the Expenses", "endpoint": "https://www.homelight.com/blog/buyer-how-much-does-it-cost-to-build-a-house/"}, {"UUID": "dbee31c3-7dca-4b52-9227-e1c83c077082", "description": "How Much Does It Cost to Build a Home on Your Lot in Texas?", "endpoint": "https://www.hedgefield.com/custom-home-cost-north-texas"}, {"UUID": "89517663-e8b0-44f8-8d32-28b25d267129", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://costtobuild.net/calculator.html"}, {"UUID": "9db35753-a9f3-4da3-b00f-0a0bc59f1fad", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://www.costtobuild.net/"}, {"UUID": "20112e85-81dc-4be1-86ca-1bd08b7fa81b", "description": "How Much Does It Cost to Build a House in Texas?", "endpoint": "https://listwithclever.com/real-estate-blog/how-much-does-it-cost-to-build-a-house-in-texas/"}, {"UUID": "d88f8896-0580-4892-ab51-b57e216b6207", "description": "Learn how much it costs to Build a House - Compose: SEO.", "endpoint": "https://www.homeadvisor.com/cost/architects-and-engineers/build-a-house/"}, {"UUID": "c4a69299-95f8-469f-895e-b68552ced537", "description": "How Much Does It Cost To Build A House? | Rocket Mortgage", "endpoint": "https://www.rocketmortgage.com/learn/how-much-does-it-cost-to-build-a-house"}, {"UUID": "3ba05fb4-6268-465e-b672-87a519cab21a", "description": "Cost to Build a House (2022) - This Old House", "endpoint": "https://www.thisoldhouse.com/home-finances/21722334/cost-to-build-a-house"}, {"UUID": "ce055e41-f1c5-4655-8424-5eaf46690be9", "description": "How Much it Costs to Build a House and the Average Building Costs", "endpoint": "https://thelendersnetwork.com/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "d3828b5a-c42c-4e72-887f-7a3572363122", "description": "How Much Will It Cost You To Build A House In Texas", "endpoint": "https://www.viprealtyinfo.com/blog/how-much-will-it-cost-you-to-build-a-house-in-texas.html"}, {"UUID": "97127783-b322-468c-b342-38d665478d72", "description": "House Building Calculator | Estimate Construction Cost", "endpoint": "https://www.remodelingcalculator.org/house-building-calculator/"}, {"UUID": "7bacf1b0-cf76-48fa-9c7c-ae524579055b", "description": "How Much Does It Cost To Build A House? | Rocket Homes", "endpoint": "https://www.rockethomes.com/blog/home-buying/how-much-does-it-cost-to-build-a-house"}, {"UUID": "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "description": "How to Estimate New Home Construction Costs [5 Tips]", "endpoint": "https://chinburg.com/5-helpful-hints-to-estimating-what-your-new-home-costs/"}, {"UUID": "1ee99822-2a1c-4427-b062-75caba556edc", "description": "How Much Does It Cost to Build a House? | DaveRamsey.com", "endpoint": "https://www.daveramsey.com/blog/how-much-does-it-cost-to-build-a-house"}, {"UUID": "bfa69539-d99e-466b-b603-b1185a37e30a", "description": "How Much Does It Cost to Build a House? – Forbes Advisor", "endpoint": "https://www.forbes.com/advisor/home-improvement/cost-to-build-a-house/"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

["d88f8896-0580-4892-ab51-b57e216b6207", "89517663-e8b0-44f8-8d32-28b25d267129", "be290c7e-3398-4153-98f0-26cc0df19d23", "97127783-b322-468c-b342-38d665478d72", "bfa69539-d99e-466b-b603-b1185a37e30a", "dbee31c3-7dca-4b52-9227-e1c83c077082", "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "97ab1826-3d86-401a-a88b-df100e89cda1", "c4a69299-95f8-469f-895e-b68552ced537", "d3828b5a-c42c-4e72-887f-7a3572363122"]

{"search": "how much does it cost to build a house", "results": [{"UUID": "97127783-b322-468c-b342-38d665478d72", "description": "House Building Calculator | Estimate Construction Cost", "endpoint": "https://www.remodelingcalculator.org/house-building-calculator/"}, {"UUID": "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "description": "How to Estimate New Home Construction Costs [5 Tips]", "endpoint": "https://chinburg.com/5-helpful-hints-to-estimating-what-your-new-home-costs/"}, {"UUID": "1ee99822-2a1c-4427-b062-75caba556edc", "description": "How Much Does It Cost to Build a House? | DaveRamsey.com", "endpoint": "https://www.daveramsey.com/blog/how-much-does-it-cost-to-build-a-house"}, {"UUID": "02af2970-944c-4eb2-80bf-31e1de00f31f", "description": "How Much Does It Cost to Build a House in 2022? | Credible", "endpoint": "https://www.credible.com/blog/mortgages/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "d88f8896-0580-4892-ab51-b57e216b6207", "description": "Learn how much it costs to Build a House - Compose: SEO.", "endpoint": "https://www.homeadvisor.com/cost/architects-and-engineers/build-a-house/"}, {"UUID": "e65ac509-0b7a-4990-a241-968f9fffbc44", "description": "Cost to Build a Home: Home Construction Cost per Square Foot", "endpoint": "https://app.home-cost.com/construction-cost-per-sf.html"}, {"UUID": "2855b312-41ea-4499-ae86-087e1d2c661d", "description": "How Much Does It Cost to Build a House? | RamseySolutions.com", "endpoint": "https://www.ramseysolutions.com/real-estate/how-much-does-it-cost-to-build-a-house"}, {"UUID": "bfa69539-d99e-466b-b603-b1185a37e30a", "description": "How Much Does It Cost to Build a House? – Forbes Advisor", "endpoint": "https://www.forbes.com/advisor/home-improvement/cost-to-build-a-house/"}, {"UUID": "3ba05fb4-6268-465e-b672-87a519cab21a", "description": "Cost to Build a House (2022) - This Old House", "endpoint": "https://www.thisoldhouse.com/home-finances/21722334/cost-to-build-a-house"}, {"UUID": "be290c7e-3398-4153-98f0-26cc0df19d23", "description": "2022 Cost To Build A House | New Home Construction Cost (Per Sq Ft)", "endpoint": "https://homeguide.com/costs/cost-to-build-a-house"}, {"UUID": "b35df71b-b37b-48df-a682-d6669e17910b", "description": "2022 Cost to Build a House | Sq Ft and Lot Prices", "endpoint": "https://www.thumbtack.com/p/home-building-cost-by-sqft"}, {"UUID": "c4a69299-95f8-469f-895e-b68552ced537", "description": "How Much Does It Cost To Build A House? | Rocket Mortgage", "endpoint": "https://www.rocketmortgage.com/learn/how-much-does-it-cost-to-build-a-house"}, {"UUID": "ce055e41-f1c5-4655-8424-5eaf46690be9", "description": "How Much it Costs to Build a House and the Average Building Costs", "endpoint": "https://thelendersnetwork.com/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "d3828b5a-c42c-4e72-887f-7a3572363122", "description": "How Much Will It Cost You To Build A House In Texas", "endpoint": "https://www.viprealtyinfo.com/blog/how-much-will-it-cost-you-to-build-a-house-in-texas.html"}, {"UUID": "89517663-e8b0-44f8-8d32-28b25d267129", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://costtobuild.net/calculator.html"}, {"UUID": "9db35753-a9f3-4da3-b00f-0a0bc59f1fad", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://www.costtobuild.net/"}, {"UUID": "7bacf1b0-cf76-48fa-9c7c-ae524579055b", "description": "How Much Does It Cost To Build A House? | Rocket Homes", "endpoint": "https://www.rockethomes.com/blog/home-buying/how-much-does-it-cost-to-build-a-house"}, {"UUID": "dbee31c3-7dca-4b52-9227-e1c83c077082", "description": "How Much Does It Cost to Build a Home on Your Lot in Texas?", "endpoint": "https://www.hedgefield.com/custom-home-cost-north-texas"}, {"UUID": "20112e85-81dc-4be1-86ca-1bd08b7fa81b", "description": "How Much Does It Cost to Build a House in Texas?", "endpoint": "https://listwithclever.com/real-estate-blog/how-much-does-it-cost-to-build-a-house-in-texas/"}, {"UUID": "97ab1826-3d86-401a-a88b-df100e89cda1", "description": "How Much Does It Cost to Build a House? Breaking Down the Expenses", "endpoint": "https://www.homelight.com/blog/buyer-how-much-does-it-cost-to-build-a-house/"}], "action": "how would the user rank the top 10 search results from most to least relevant?"}

listwise

5

{"search": "house building cost estimate", "results": [{"UUID": "bfa69539-d99e-466b-b603-b1185a37e30a", "description": "How Much Does It Cost to Build a House? – Forbes Advisor", "endpoint": "https://www.forbes.com/advisor/home-improvement/cost-to-build-a-house/"}, {"UUID": "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "description": "How to Estimate New Home Construction Costs [5 Tips]", "endpoint": "https://chinburg.com/5-helpful-hints-to-estimating-what-your-new-home-costs/"}, {"UUID": "02af2970-944c-4eb2-80bf-31e1de00f31f", "description": "How Much Does It Cost to Build a House in 2022? | Credible", "endpoint": "https://www.credible.com/blog/mortgages/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "2855b312-41ea-4499-ae86-087e1d2c661d", "description": "How Much Does It Cost to Build a House? | RamseySolutions.com", "endpoint": "https://www.ramseysolutions.com/real-estate/how-much-does-it-cost-to-build-a-house"}, {"UUID": "e65ac509-0b7a-4990-a241-968f9fffbc44", "description": "Cost to Build a Home: Home Construction Cost per Square Foot", "endpoint": "https://app.home-cost.com/construction-cost-per-sf.html"}, {"UUID": "7bacf1b0-cf76-48fa-9c7c-ae524579055b", "description": "How Much Does It Cost To Build A House? | Rocket Homes", "endpoint": "https://www.rockethomes.com/blog/home-buying/how-much-does-it-cost-to-build-a-house"}, {"UUID": "3ba05fb4-6268-465e-b672-87a519cab21a", "description": "Cost to Build a House (2022) - This Old House", "endpoint": "https://www.thisoldhouse.com/home-finances/21722334/cost-to-build-a-house"}, {"UUID": "ce055e41-f1c5-4655-8424-5eaf46690be9", "description": "How Much it Costs to Build a House and the Average Building Costs", "endpoint": "https://thelendersnetwork.com/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "89517663-e8b0-44f8-8d32-28b25d267129", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://costtobuild.net/calculator.html"}, {"UUID": "be290c7e-3398-4153-98f0-26cc0df19d23", "description": "2022 Cost To Build A House | New Home Construction Cost (Per Sq Ft)", "endpoint": "https://homeguide.com/costs/cost-to-build-a-house"}, {"UUID": "1ee99822-2a1c-4427-b062-75caba556edc", "description": "How Much Does It Cost to Build a House? | DaveRamsey.com", "endpoint": "https://www.daveramsey.com/blog/how-much-does-it-cost-to-build-a-house"}, {"UUID": "d3828b5a-c42c-4e72-887f-7a3572363122", "description": "How Much Will It Cost You To Build A House In Texas", "endpoint": "https://www.viprealtyinfo.com/blog/how-much-will-it-cost-you-to-build-a-house-in-texas.html"}, {"UUID": "c4a69299-95f8-469f-895e-b68552ced537", "description": "How Much Does It Cost To Build A House? | Rocket Mortgage", "endpoint": "https://www.rocketmortgage.com/learn/how-much-does-it-cost-to-build-a-house"}, {"UUID": "97127783-b322-468c-b342-38d665478d72", "description": "House Building Calculator | Estimate Construction Cost", "endpoint": "https://www.remodelingcalculator.org/house-building-calculator/"}, {"UUID": "97ab1826-3d86-401a-a88b-df100e89cda1", "description": "How Much Does It Cost to Build a House? Breaking Down the Expenses", "endpoint": "https://www.homelight.com/blog/buyer-how-much-does-it-cost-to-build-a-house/"}, {"UUID": "9db35753-a9f3-4da3-b00f-0a0bc59f1fad", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://www.costtobuild.net/"}, {"UUID": "d88f8896-0580-4892-ab51-b57e216b6207", "description": "Learn how much it costs to Build a House - Compose: SEO.", "endpoint": "https://www.homeadvisor.com/cost/architects-and-engineers/build-a-house/"}, {"UUID": "20112e85-81dc-4be1-86ca-1bd08b7fa81b", "description": "How Much Does It Cost to Build a House in Texas?", "endpoint": "https://listwithclever.com/real-estate-blog/how-much-does-it-cost-to-build-a-house-in-texas/"}, {"UUID": "b35df71b-b37b-48df-a682-d6669e17910b", "description": "2022 Cost to Build a House | Sq Ft and Lot Prices", "endpoint": "https://www.thumbtack.com/p/home-building-cost-by-sqft"}, {"UUID": "dbee31c3-7dca-4b52-9227-e1c83c077082", "description": "How Much Does It Cost to Build a Home on Your Lot in Texas?", "endpoint": "https://www.hedgefield.com/custom-home-cost-north-texas"}], "action": "how relevant to the top 10 search results would the user rate d88f8896-0580-4892-ab51-b57e216b6207 on a scale of 1 to 5 (higher is better)?"}

pointwise

4

{"search": "cost estimate for building a house", "results": [{"UUID": "89517663-e8b0-44f8-8d32-28b25d267129", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://costtobuild.net/calculator.html"}, {"UUID": "97ab1826-3d86-401a-a88b-df100e89cda1", "description": "How Much Does It Cost to Build a House? Breaking Down the Expenses", "endpoint": "https://www.homelight.com/blog/buyer-how-much-does-it-cost-to-build-a-house/"}, {"UUID": "e65ac509-0b7a-4990-a241-968f9fffbc44", "description": "Cost to Build a Home: Home Construction Cost per Square Foot", "endpoint": "https://app.home-cost.com/construction-cost-per-sf.html"}, {"UUID": "3ba05fb4-6268-465e-b672-87a519cab21a", "description": "Cost to Build a House (2022) - This Old House", "endpoint": "https://www.thisoldhouse.com/home-finances/21722334/cost-to-build-a-house"}, {"UUID": "9db35753-a9f3-4da3-b00f-0a0bc59f1fad", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://www.costtobuild.net/"}, {"UUID": "ce055e41-f1c5-4655-8424-5eaf46690be9", "description": "How Much it Costs to Build a House and the Average Building Costs", "endpoint": "https://thelendersnetwork.com/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "b35df71b-b37b-48df-a682-d6669e17910b", "description": "2022 Cost to Build a House | Sq Ft and Lot Prices", "endpoint": "https://www.thumbtack.com/p/home-building-cost-by-sqft"}, {"UUID": "c4a69299-95f8-469f-895e-b68552ced537", "description": "How Much Does It Cost To Build A House? | Rocket Mortgage", "endpoint": "https://www.rocketmortgage.com/learn/how-much-does-it-cost-to-build-a-house"}, {"UUID": "97127783-b322-468c-b342-38d665478d72", "description": "House Building Calculator | Estimate Construction Cost", "endpoint": "https://www.remodelingcalculator.org/house-building-calculator/"}, {"UUID": "be290c7e-3398-4153-98f0-26cc0df19d23", "description": "2022 Cost To Build A House | New Home Construction Cost (Per Sq Ft)", "endpoint": "https://homeguide.com/costs/cost-to-build-a-house"}, {"UUID": "d3828b5a-c42c-4e72-887f-7a3572363122", "description": "How Much Will It Cost You To Build A House In Texas", "endpoint": "https://www.viprealtyinfo.com/blog/how-much-will-it-cost-you-to-build-a-house-in-texas.html"}, {"UUID": "2855b312-41ea-4499-ae86-087e1d2c661d", "description": "How Much Does It Cost to Build a House? | RamseySolutions.com", "endpoint": "https://www.ramseysolutions.com/real-estate/how-much-does-it-cost-to-build-a-house"}, {"UUID": "d88f8896-0580-4892-ab51-b57e216b6207", "description": "Learn how much it costs to Build a House - Compose: SEO.", "endpoint": "https://www.homeadvisor.com/cost/architects-and-engineers/build-a-house/"}, {"UUID": "dbee31c3-7dca-4b52-9227-e1c83c077082", "description": "How Much Does It Cost to Build a Home on Your Lot in Texas?", "endpoint": "https://www.hedgefield.com/custom-home-cost-north-texas"}, {"UUID": "20112e85-81dc-4be1-86ca-1bd08b7fa81b", "description": "How Much Does It Cost to Build a House in Texas?", "endpoint": "https://listwithclever.com/real-estate-blog/how-much-does-it-cost-to-build-a-house-in-texas/"}, {"UUID": "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "description": "How to Estimate New Home Construction Costs [5 Tips]", "endpoint": "https://chinburg.com/5-helpful-hints-to-estimating-what-your-new-home-costs/"}, {"UUID": "7bacf1b0-cf76-48fa-9c7c-ae524579055b", "description": "How Much Does It Cost To Build A House? | Rocket Homes", "endpoint": "https://www.rockethomes.com/blog/home-buying/how-much-does-it-cost-to-build-a-house"}, {"UUID": "02af2970-944c-4eb2-80bf-31e1de00f31f", "description": "How Much Does It Cost to Build a House in 2022? | Credible", "endpoint": "https://www.credible.com/blog/mortgages/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "1ee99822-2a1c-4427-b062-75caba556edc", "description": "How Much Does It Cost to Build a House? | DaveRamsey.com", "endpoint": "https://www.daveramsey.com/blog/how-much-does-it-cost-to-build-a-house"}, {"UUID": "bfa69539-d99e-466b-b603-b1185a37e30a", "description": "How Much Does It Cost to Build a House? – Forbes Advisor", "endpoint": "https://www.forbes.com/advisor/home-improvement/cost-to-build-a-house/"}], "action": "how relevant to the top 10 search results would the user rate bfa69539-d99e-466b-b603-b1185a37e30a on a scale of 1 to 5 (higher is better)?"}

pointwise

3

{"search": "cost estimate for building a house", "results": [{"UUID": "9db35753-a9f3-4da3-b00f-0a0bc59f1fad", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://www.costtobuild.net/"}, {"UUID": "e65ac509-0b7a-4990-a241-968f9fffbc44", "description": "Cost to Build a Home: Home Construction Cost per Square Foot", "endpoint": "https://app.home-cost.com/construction-cost-per-sf.html"}, {"UUID": "20112e85-81dc-4be1-86ca-1bd08b7fa81b", "description": "How Much Does It Cost to Build a House in Texas?", "endpoint": "https://listwithclever.com/real-estate-blog/how-much-does-it-cost-to-build-a-house-in-texas/"}, {"UUID": "be290c7e-3398-4153-98f0-26cc0df19d23", "description": "2022 Cost To Build A House | New Home Construction Cost (Per Sq Ft)", "endpoint": "https://homeguide.com/costs/cost-to-build-a-house"}, {"UUID": "89517663-e8b0-44f8-8d32-28b25d267129", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://costtobuild.net/calculator.html"}, {"UUID": "b35df71b-b37b-48df-a682-d6669e17910b", "description": "2022 Cost to Build a House | Sq Ft and Lot Prices", "endpoint": "https://www.thumbtack.com/p/home-building-cost-by-sqft"}, {"UUID": "d3828b5a-c42c-4e72-887f-7a3572363122", "description": "How Much Will It Cost You To Build A House In Texas", "endpoint": "https://www.viprealtyinfo.com/blog/how-much-will-it-cost-you-to-build-a-house-in-texas.html"}, {"UUID": "d88f8896-0580-4892-ab51-b57e216b6207", "description": "Learn how much it costs to Build a House - Compose: SEO.", "endpoint": "https://www.homeadvisor.com/cost/architects-and-engineers/build-a-house/"}, {"UUID": "dbee31c3-7dca-4b52-9227-e1c83c077082", "description": "How Much Does It Cost to Build a Home on Your Lot in Texas?", "endpoint": "https://www.hedgefield.com/custom-home-cost-north-texas"}, {"UUID": "1ee99822-2a1c-4427-b062-75caba556edc", "description": "How Much Does It Cost to Build a House? | DaveRamsey.com", "endpoint": "https://www.daveramsey.com/blog/how-much-does-it-cost-to-build-a-house"}, {"UUID": "ce055e41-f1c5-4655-8424-5eaf46690be9", "description": "How Much it Costs to Build a House and the Average Building Costs", "endpoint": "https://thelendersnetwork.com/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "bfa69539-d99e-466b-b603-b1185a37e30a", "description": "How Much Does It Cost to Build a House? – Forbes Advisor", "endpoint": "https://www.forbes.com/advisor/home-improvement/cost-to-build-a-house/"}, {"UUID": "c4a69299-95f8-469f-895e-b68552ced537", "description": "How Much Does It Cost To Build A House? | Rocket Mortgage", "endpoint": "https://www.rocketmortgage.com/learn/how-much-does-it-cost-to-build-a-house"}, {"UUID": "2855b312-41ea-4499-ae86-087e1d2c661d", "description": "How Much Does It Cost to Build a House? | RamseySolutions.com", "endpoint": "https://www.ramseysolutions.com/real-estate/how-much-does-it-cost-to-build-a-house"}, {"UUID": "97127783-b322-468c-b342-38d665478d72", "description": "House Building Calculator | Estimate Construction Cost", "endpoint": "https://www.remodelingcalculator.org/house-building-calculator/"}, {"UUID": "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "description": "How to Estimate New Home Construction Costs [5 Tips]", "endpoint": "https://chinburg.com/5-helpful-hints-to-estimating-what-your-new-home-costs/"}, {"UUID": "02af2970-944c-4eb2-80bf-31e1de00f31f", "description": "How Much Does It Cost to Build a House in 2022? | Credible", "endpoint": "https://www.credible.com/blog/mortgages/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "97ab1826-3d86-401a-a88b-df100e89cda1", "description": "How Much Does It Cost to Build a House? Breaking Down the Expenses", "endpoint": "https://www.homelight.com/blog/buyer-how-much-does-it-cost-to-build-a-house/"}, {"UUID": "7bacf1b0-cf76-48fa-9c7c-ae524579055b", "description": "How Much Does It Cost To Build A House? | Rocket Homes", "endpoint": "https://www.rockethomes.com/blog/home-buying/how-much-does-it-cost-to-build-a-house"}, {"UUID": "3ba05fb4-6268-465e-b672-87a519cab21a", "description": "Cost to Build a House (2022) - This Old House", "endpoint": "https://www.thisoldhouse.com/home-finances/21722334/cost-to-build-a-house"}], "action": "how relevant to the top 10 search results would the user rate d3828b5a-c42c-4e72-887f-7a3572363122 on a scale of 1 to 5 (higher is better)?"}

pointwise

2

{"search": "estimating the cost to build a house", "results": [{"UUID": "bfa69539-d99e-466b-b603-b1185a37e30a", "description": "How Much Does It Cost to Build a House? – Forbes Advisor", "endpoint": "https://www.forbes.com/advisor/home-improvement/cost-to-build-a-house/"}, {"UUID": "9db35753-a9f3-4da3-b00f-0a0bc59f1fad", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://www.costtobuild.net/"}, {"UUID": "e65ac509-0b7a-4990-a241-968f9fffbc44", "description": "Cost to Build a Home: Home Construction Cost per Square Foot", "endpoint": "https://app.home-cost.com/construction-cost-per-sf.html"}, {"UUID": "b35df71b-b37b-48df-a682-d6669e17910b", "description": "2022 Cost to Build a House | Sq Ft and Lot Prices", "endpoint": "https://www.thumbtack.com/p/home-building-cost-by-sqft"}, {"UUID": "ce055e41-f1c5-4655-8424-5eaf46690be9", "description": "How Much it Costs to Build a House and the Average Building Costs", "endpoint": "https://thelendersnetwork.com/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "97127783-b322-468c-b342-38d665478d72", "description": "House Building Calculator | Estimate Construction Cost", "endpoint": "https://www.remodelingcalculator.org/house-building-calculator/"}, {"UUID": "be290c7e-3398-4153-98f0-26cc0df19d23", "description": "2022 Cost To Build A House | New Home Construction Cost (Per Sq Ft)", "endpoint": "https://homeguide.com/costs/cost-to-build-a-house"}, {"UUID": "7d17d06d-208a-4ac9-9cc6-c52c0f578bc2", "description": "How to Estimate New Home Construction Costs [5 Tips]", "endpoint": "https://chinburg.com/5-helpful-hints-to-estimating-what-your-new-home-costs/"}, {"UUID": "2855b312-41ea-4499-ae86-087e1d2c661d", "description": "How Much Does It Cost to Build a House? | RamseySolutions.com", "endpoint": "https://www.ramseysolutions.com/real-estate/how-much-does-it-cost-to-build-a-house"}, {"UUID": "d3828b5a-c42c-4e72-887f-7a3572363122", "description": "How Much Will It Cost You To Build A House In Texas", "endpoint": "https://www.viprealtyinfo.com/blog/how-much-will-it-cost-you-to-build-a-house-in-texas.html"}, {"UUID": "1ee99822-2a1c-4427-b062-75caba556edc", "description": "How Much Does It Cost to Build a House? | DaveRamsey.com", "endpoint": "https://www.daveramsey.com/blog/how-much-does-it-cost-to-build-a-house"}, {"UUID": "97ab1826-3d86-401a-a88b-df100e89cda1", "description": "How Much Does It Cost to Build a House? Breaking Down the Expenses", "endpoint": "https://www.homelight.com/blog/buyer-how-much-does-it-cost-to-build-a-house/"}, {"UUID": "dbee31c3-7dca-4b52-9227-e1c83c077082", "description": "How Much Does It Cost to Build a Home on Your Lot in Texas?", "endpoint": "https://www.hedgefield.com/custom-home-cost-north-texas"}, {"UUID": "c4a69299-95f8-469f-895e-b68552ced537", "description": "How Much Does It Cost To Build A House? | Rocket Mortgage", "endpoint": "https://www.rocketmortgage.com/learn/how-much-does-it-cost-to-build-a-house"}, {"UUID": "d88f8896-0580-4892-ab51-b57e216b6207", "description": "Learn how much it costs to Build a House - Compose: SEO.", "endpoint": "https://www.homeadvisor.com/cost/architects-and-engineers/build-a-house/"}, {"UUID": "20112e85-81dc-4be1-86ca-1bd08b7fa81b", "description": "How Much Does It Cost to Build a House in Texas?", "endpoint": "https://listwithclever.com/real-estate-blog/how-much-does-it-cost-to-build-a-house-in-texas/"}, {"UUID": "89517663-e8b0-44f8-8d32-28b25d267129", "description": "House Cost Estimator | Cost to Build a Home", "endpoint": "https://costtobuild.net/calculator.html"}, {"UUID": "7bacf1b0-cf76-48fa-9c7c-ae524579055b", "description": "How Much Does It Cost To Build A House? | Rocket Homes", "endpoint": "https://www.rockethomes.com/blog/home-buying/how-much-does-it-cost-to-build-a-house"}, {"UUID": "02af2970-944c-4eb2-80bf-31e1de00f31f", "description": "How Much Does It Cost to Build a House in 2022? | Credible", "endpoint": "https://www.credible.com/blog/mortgages/how-much-does-it-cost-to-build-a-house/"}, {"UUID": "3ba05fb4-6268-465e-b672-87a519cab21a", "description": "Cost to Build a House (2022) - This Old House", "endpoint": "https://www.thisoldhouse.com/home-finances/21722334/cost-to-build-a-house"}], "action": "how relevant to the top 10 search results would the user rate 3ba05fb4-6268-465e-b672-87a519cab21a on a scale of 1 to 5 (higher is better)?"}

pointwise