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| task:
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| id: sales_flow_forecasting
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| type: time_series_forecasting
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| description: >
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| Predict future Store Sales flow from historical sales sequences for all
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| (store_nbr, family) episodes. Each sample corresponds to one decision
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| timestamp and uses index-reference labels.
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| inherit_general: true
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| sample:
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| primary_key: timestamp
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| label_mode: index_reference
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| inputs:
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| time_series:
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| - fields: sales
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| source: sales_flow_store_sales
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| window:
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| length: 28
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| unit: day
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| sampling:
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| native_rate: 1day
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| task_rate: 1day
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| downsample_method: mean
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| upsample_method: ffill
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| - fields: onpromotion
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| source: store_family_known_future_onpromotion
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| window:
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| length: 28
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| unit: day
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| sampling:
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| native_rate: 1day
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| task_rate: 1day
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| downsample_method: mean
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| upsample_method: ffill
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| - fields: is_holiday
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| source: store_family_known_future_holiday
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| window:
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| length: 28
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| unit: day
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| sampling:
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| native_rate: 1day
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| task_rate: 1day
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| downsample_method: mean
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| upsample_method: ffill
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| tabular_static:
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| source: store_sales_static_metadata
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| fields:
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| - store_nbr
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| - family
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| - family_id
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| - city
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| - state
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| - type
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| - cluster
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| graph:
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| source: store_family_relation_graph
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| prediction:
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| field: sales
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| source: sales_flow_store_sales
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| horizon:
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| length: 7
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| unit: day
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| starts_after: timestamp
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| stride: 7
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| label_storage:
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| ref_column: target_series_ref
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| shape_column: target_tensor_shape
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| leakage:
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| observed_past_only_columns:
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| - sales
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| known_future_columns:
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| - onpromotion
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| - is_holiday
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| data_refs:
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| time_series:
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| sales_flow_store_sales:
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| file: Store_Sales_protocol/input_multimodal/time_series/sales/sales.h5
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| value_field: sales
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| native_grid_minutes: 1440
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| store_family_known_future_onpromotion:
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| file: Store_Sales_protocol/input_multimodal/time_series/onpromotion/onpromotion.h5
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| value_field: onpromotion
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| native_grid_minutes: 1440
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| store_family_known_future_holiday:
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| file: Store_Sales_protocol/input_multimodal/time_series/is_holiday/is_holiday.h5
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| value_field: is_holiday
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| tabular_static:
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| store_sales_static_metadata:
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| file: Store_Sales_protocol/input_multimodal/meta_features.csv
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| id_column: episode_id
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| graph:
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| store_family_relation_graph:
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| file: Store_Sales_protocol/input_multimodal/node_level_task_graphs/store_family_relation_graph/edge_infos.csv
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