rishabh-ranjan commited on
Commit
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Add rel-amazon (manifest layout)

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Files changed (36) hide show
  1. rel-amazon/db/customer.parquet +3 -0
  2. rel-amazon/db/product.parquet +3 -0
  3. rel-amazon/db/review.parquet +3 -0
  4. rel-amazon/manifest.yaml +19 -0
  5. rel-amazon/tasks/item-churn/manifest.yaml +10 -0
  6. rel-amazon/tasks/item-churn/test.parquet +3 -0
  7. rel-amazon/tasks/item-churn/train.parquet +3 -0
  8. rel-amazon/tasks/item-churn/val.parquet +3 -0
  9. rel-amazon/tasks/item-ltv/manifest.yaml +10 -0
  10. rel-amazon/tasks/item-ltv/test.parquet +3 -0
  11. rel-amazon/tasks/item-ltv/train.parquet +3 -0
  12. rel-amazon/tasks/item-ltv/val.parquet +3 -0
  13. rel-amazon/tasks/review-rating/manifest.yaml +11 -0
  14. rel-amazon/tasks/review-rating/test.parquet +3 -0
  15. rel-amazon/tasks/review-rating/train.parquet +3 -0
  16. rel-amazon/tasks/review-rating/val.parquet +3 -0
  17. rel-amazon/tasks/user-churn/manifest.yaml +10 -0
  18. rel-amazon/tasks/user-churn/test.parquet +3 -0
  19. rel-amazon/tasks/user-churn/train.parquet +3 -0
  20. rel-amazon/tasks/user-churn/val.parquet +3 -0
  21. rel-amazon/tasks/user-item-purchase/manifest.yaml +13 -0
  22. rel-amazon/tasks/user-item-purchase/test.parquet +3 -0
  23. rel-amazon/tasks/user-item-purchase/train.parquet +3 -0
  24. rel-amazon/tasks/user-item-purchase/val.parquet +3 -0
  25. rel-amazon/tasks/user-item-rate/manifest.yaml +13 -0
  26. rel-amazon/tasks/user-item-rate/test.parquet +3 -0
  27. rel-amazon/tasks/user-item-rate/train.parquet +3 -0
  28. rel-amazon/tasks/user-item-rate/val.parquet +3 -0
  29. rel-amazon/tasks/user-item-review/manifest.yaml +13 -0
  30. rel-amazon/tasks/user-item-review/test.parquet +3 -0
  31. rel-amazon/tasks/user-item-review/train.parquet +3 -0
  32. rel-amazon/tasks/user-item-review/val.parquet +3 -0
  33. rel-amazon/tasks/user-ltv/manifest.yaml +10 -0
  34. rel-amazon/tasks/user-ltv/test.parquet +3 -0
  35. rel-amazon/tasks/user-ltv/train.parquet +3 -0
  36. rel-amazon/tasks/user-ltv/val.parquet +3 -0
rel-amazon/db/customer.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b45076392619a3e68c8fe32b0b1b71f11d20b4ba9bf496b0226937fe962a333c
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+ size 27098530
rel-amazon/db/product.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:5420ce6202d2e3488985b40d83e11b14992cb20462a8e2deadc3a89c0aa95141
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+ size 206232478
rel-amazon/db/review.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:946581ef75d8b363e4cb555ce1360451c54a93f1aa7ba55f383d7fb666e1dbf6
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+ size 6991118636
rel-amazon/manifest.yaml ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ name: rel-amazon
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+ manifest_version: 1
3
+ val_timestamp: '2015-10-01'
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+ test_timestamp: '2016-01-01'
5
+ tables:
6
+ review:
7
+ pkey: null
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+ time_col: review_time
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+ fkeys:
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+ customer_id: customer
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+ product_id: product
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+ product:
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+ pkey: product_id
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+ time_col: null
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+ fkeys: {}
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+ customer:
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+ pkey: customer_id
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+ time_col: null
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+ fkeys: {}
rel-amazon/tasks/item-churn/manifest.yaml ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
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+ name: item-churn
2
+ kind: forecast
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+ task_type: binary_classification
4
+ entity_table: product
5
+ entity_col: product_id
6
+ target_col: churn
7
+ time_col: timestamp
8
+ timedelta: 91 days
9
+ sql: "\n SELECT\n timestamp,\n product_id,\n CAST(\n NOT EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.product_id = product.product_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n ) AS INTEGER\n ) AS churn\n FROM\n timestamps,\n product,\n WHERE\n EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.product_id = product.product_id AND\n review_time > timestamp - INTERVAL '{timedelta}' AND\n review_time <= timestamp\n )\n "
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+ manifest_version: 1
rel-amazon/tasks/item-churn/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:11895eaad4f39d081622498f4222b166e681f8b53d5b5b5c628cc392f4f02fa1
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+ size 973470
rel-amazon/tasks/item-churn/train.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:08b8e7ff6257c8ff702733a71e66e24766ededa0bd7de7a8e35fb1900fd190ee
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+ size 11322720
rel-amazon/tasks/item-churn/val.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:32fbb3daa4130303a095a1add5c0e8eeff63e835eece5df800b79131d4ca8e04
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+ size 1018021
rel-amazon/tasks/item-ltv/manifest.yaml ADDED
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+ name: item-ltv
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+ kind: forecast
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+ task_type: regression
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+ entity_table: product
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+ entity_col: product_id
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+ target_col: ltv
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+ time_col: timestamp
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+ timedelta: 91 days
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+ sql: "\n SELECT\n timestamp,\n product.product_id,\n COALESCE(SUM(price), 0) AS ltv,\n FROM\n timestamps,\n product,\n review\n WHERE\n review.product_id = product.product_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n GROUP BY\n timestamp,\n product.product_id\n "
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+ manifest_version: 1
rel-amazon/tasks/item-ltv/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:84604c64f4a2bb3d54600cc727296c8d887ada9a3c519e1972db534103823588
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+ size 1511101
rel-amazon/tasks/item-ltv/train.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:fcc251e04020bdb8be41f54ec4b2531a1f78e90dec76a5a7f5ea3ff2815ebf9d
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+ size 19495592
rel-amazon/tasks/item-ltv/val.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:fe5e87f18f92268fcc329e254a147a604c44cbc2d890c2815dde00cd55c7ef0b
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+ size 1435830
rel-amazon/tasks/review-rating/manifest.yaml ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
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+ name: review-rating
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+ kind: autocomplete
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+ task_type: regression
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+ entity_table: review
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+ target_col: rating
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+ remove_columns:
7
+ - - review
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+ - review_text
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+ - - review
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+ - summary
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+ manifest_version: 1
rel-amazon/tasks/review-rating/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:29d38a514994b5d0c5a5ffaa8e8fd9fcc33575097ae6ddeba9a42c3d6550cd72
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+ size 47919148
rel-amazon/tasks/review-rating/train.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:24e2eda77e4fe787c200541624a2267b3e86ac2b51aa8efa063efb989d8441ac
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+ size 72389765
rel-amazon/tasks/review-rating/val.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:448a8f380e7485a642621c07ebc312e0b4031319bb97ccf02c51347b80527279
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+ size 4501815
rel-amazon/tasks/user-churn/manifest.yaml ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
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+ name: user-churn
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+ kind: forecast
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+ task_type: binary_classification
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+ entity_table: customer
5
+ entity_col: customer_id
6
+ target_col: churn
7
+ time_col: timestamp
8
+ timedelta: 91 days
9
+ sql: "\n SELECT\n timestamp,\n customer_id,\n CAST(\n NOT EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.customer_id = customer.customer_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n ) AS INTEGER\n ) AS churn\n FROM\n timestamps,\n customer,\n WHERE\n EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.customer_id = customer.customer_id AND\n review_time > timestamp - INTERVAL '{timedelta}' AND\n review_time <= timestamp\n )\n "
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+ manifest_version: 1
rel-amazon/tasks/user-churn/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:0053ead49a63b6b778e76b609fcba5a758f73f03c4ab1811de10cc1b564bfe25
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+ size 1744744
rel-amazon/tasks/user-churn/train.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ce9d7d40d05e093abb51482a6d65a7d6d2fa98f4cac8794d6c29e99f36c15f01
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+ size 21236243
rel-amazon/tasks/user-churn/val.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:d95f768f2a2772fcb9bd0496c83b62f3ebc40f3b415f3ee0f2797f38341f2d5b
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+ size 1984737
rel-amazon/tasks/user-item-purchase/manifest.yaml ADDED
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+ name: user-item-purchase
2
+ kind: forecast
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+ task_type: link_prediction
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+ target_col: product_id
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+ time_col: timestamp
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+ src_entity_table: customer
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+ src_entity_col: customer_id
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+ dst_entity_table: product
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+ dst_entity_col: product_id
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+ eval_k: 10
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+ timedelta: 91 days
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+ sql: "\n SELECT\n t.timestamp,\n review.customer_id,\n LIST(DISTINCT review.product_id) AS product_id\n FROM\n timestamps t\n LEFT JOIN\n review\n ON\n review.review_time > t.timestamp AND\n review.review_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n review.customer_id is not null and review.product_id is not null\n GROUP BY\n t.timestamp,\n review.customer_id\n "
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+ manifest_version: 1
rel-amazon/tasks/user-item-purchase/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:4aaa5dd34f2e6db3577fa8f789aa07e4b97b68a69449dcc9991884588bb7a526
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+ size 5927050
rel-amazon/tasks/user-item-purchase/train.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:c2f6b5cb8ba2bb501009970bcec19cf2d60170c832403c4ed592b6dbd378fde1
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+ size 84599940
rel-amazon/tasks/user-item-purchase/val.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:69345b05cddd3d691637e7fc0faf8d7c80f1683e102c8b77fccbd9f3b2d8039a
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+ size 5174252
rel-amazon/tasks/user-item-rate/manifest.yaml ADDED
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+ name: user-item-rate
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+ kind: forecast
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+ task_type: link_prediction
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+ target_col: product_id
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+ time_col: timestamp
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+ src_entity_table: customer
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+ src_entity_col: customer_id
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+ dst_entity_table: product
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+ dst_entity_col: product_id
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+ eval_k: 10
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+ timedelta: 91 days
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+ sql: "\n SELECT\n t.timestamp,\n review.customer_id,\n LIST(DISTINCT review.product_id) AS product_id\n FROM\n timestamps t\n LEFT JOIN\n review\n ON\n review.review_time > t.timestamp AND\n review.review_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n review.customer_id IS NOT NULL\n AND review.product_id IS NOT NULL\n AND review.rating = 5.0\n GROUP BY\n t.timestamp,\n review.customer_id\n "
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+ manifest_version: 1
rel-amazon/tasks/user-item-rate/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:a35b4994fc0237994df1377268959003c654a0ab31e865bac3e659442c37f9fd
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+ size 3952414
rel-amazon/tasks/user-item-rate/train.parquet ADDED
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+ size 54689120
rel-amazon/tasks/user-item-rate/val.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:35fa8cfa8e0c2f0be7374d37d552ffbee7e20d08a6e2787b9d1c1be62ab76fd1
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+ size 3421455
rel-amazon/tasks/user-item-review/manifest.yaml ADDED
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+ name: user-item-review
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+ kind: forecast
3
+ task_type: link_prediction
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+ target_col: product_id
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+ time_col: timestamp
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+ src_entity_table: customer
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+ src_entity_col: customer_id
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+ dst_entity_table: product
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+ dst_entity_col: product_id
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+ eval_k: 10
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+ timedelta: 91 days
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+ sql: "\n SELECT\n t.timestamp,\n review.customer_id,\n LIST(DISTINCT review.product_id) AS product_id\n FROM\n timestamps t\n LEFT JOIN\n review\n ON\n review.review_time > t.timestamp AND\n review.review_time <= t.timestamp + INTERVAL '{timedelta}'\n WHERE\n review.customer_id IS NOT NULL\n AND review.product_id IS NOT NULL\n AND (LENGTH(review.review_text) > 300 AND review.review_text IS NOT NULL)\n GROUP BY\n t.timestamp,\n review.customer_id\n "
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+ manifest_version: 1
rel-amazon/tasks/user-item-review/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b954d4fc6697d22c6634985814a052e18726a5edb36d875e819af013527dc27c
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+ size 2007275
rel-amazon/tasks/user-item-review/train.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b7ab343acce1296a052eb4f3c4f2044aa35177187752a35c9203fc84214b48d0
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+ size 37799618
rel-amazon/tasks/user-item-review/val.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:4987377128440b831f94d1bae7cf38831e24617f1d4cb0ce272b0e2d418f5703
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+ size 1821765
rel-amazon/tasks/user-ltv/manifest.yaml ADDED
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+ name: user-ltv
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+ kind: forecast
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+ task_type: regression
4
+ entity_table: customer
5
+ entity_col: customer_id
6
+ target_col: ltv
7
+ time_col: timestamp
8
+ timedelta: 91 days
9
+ sql: "\n SELECT\n timestamp,\n customer_id,\n ltv,\n FROM\n timestamps,\n customer,\n (\n SELECT\n COALESCE(SUM(price), 0) as ltv,\n FROM\n review,\n product\n WHERE\n review.customer_id = customer.customer_id AND\n review.product_id = product.product_id AND\n review_time > timestamp AND\n review_time <= timestamp + INTERVAL '{timedelta}'\n )\n WHERE\n EXISTS (\n SELECT 1\n FROM review\n WHERE\n review.customer_id = customer.customer_id AND\n review_time > timestamp - INTERVAL '{timedelta}' AND\n review_time <= timestamp\n )\n "
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+ manifest_version: 1
rel-amazon/tasks/user-ltv/test.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:15c9c0c15a2a375e0f5b36f1b87ae2d2c094ff41fa3737be8e747bfd273f2647
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+ size 2300769
rel-amazon/tasks/user-ltv/train.parquet ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:8d35ebe157ca8469ceca9e61becd90ccb42d813bed070b3b99edc00ded18d2c1
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+ size 27651924
rel-amazon/tasks/user-ltv/val.parquet ADDED
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