File size: 5,254 Bytes
79b1a9f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
{
    "sample_size": {
        "total": 172304959,
        "train": 144108235,
        "valid": 16515570,
        "test": 11681154
    },
    "split_strategy": "date",
    "split_by_date": {
        "train_days": 25,
        "valid_days": 3,
        "test_days": 3,
        "train_range": "20231001 ~ 20231025",
        "valid_range": "20231026 ~ 20231028",
        "test_range": "20231029 ~ 20231031"
    },
    "oov_filter": {
        "min_feat_count": 2,
        "applied_to": [
            "session_id",
            "day_of_week",
            "is_weekend",
            "hour",
            "product_id",
            "price_bucket",
            "c0_id",
            "c1_id",
            "c2_id",
            "brand_id",
            "item_condition_id",
            "size_id",
            "shipper_id",
            "color"
        ],
        "rule": "feature values with count < min_feat_count are mapped to 0"
    },
    "blocked_layout": {
        "train_blocks": 32,
        "valid_blocks": 16,
        "test_blocks": 16,
        "train": {
            "data_dir": "train/data",
            "user_info_dir": "train/user_info",
            "item_info_dir": "train/item_info"
        },
        "valid": {
            "data_dir": "valid/data",
            "user_info_dir": "valid/user_info",
            "item_info_dir": "valid/item_info"
        },
        "test": {
            "data_dir": "test/data",
            "user_info_dir": "test/user_info",
            "item_info_dir": "test/item_info"
        }
    },
    "event_id_map": {
        "item_view": 0,
        "item_like": 1,
        "item_add_to_cart_tap": 2,
        "offer_make": 3,
        "buy_start": 4,
        "buy_comp": 5
    },
    "event_to_action_name": {
        "item_view": "exposure",
        "item_like": "Like",
        "item_add_to_cart_tap": "Cart",
        "offer_make": "Offer",
        "buy_start": "Checkout",
        "buy_comp": "Purchase"
    },
    "label": [
        "Like",
        "Cart",
        "Offer",
        "Checkout",
        "Purchase"
    ],
    "action_vocab": {
        "Cart": 1,
        "Cart|Checkout": 2,
        "Cart|Checkout|Purchase": 3,
        "Cart|Offer": 4,
        "Cart|Offer|Checkout": 5,
        "Cart|Offer|Checkout|Purchase": 6,
        "Cart|Offer|Purchase": 7,
        "Cart|Purchase": 8,
        "Checkout": 9,
        "Checkout|Purchase": 10,
        "Like": 11,
        "Like|Cart": 12,
        "Like|Cart|Checkout": 13,
        "Like|Cart|Checkout|Purchase": 14,
        "Like|Cart|Offer": 15,
        "Like|Cart|Offer|Checkout": 16,
        "Like|Cart|Offer|Checkout|Purchase": 17,
        "Like|Cart|Offer|Purchase": 18,
        "Like|Cart|Purchase": 19,
        "Like|Checkout": 20,
        "Like|Checkout|Purchase": 21,
        "Like|Offer": 22,
        "Like|Offer|Checkout": 23,
        "Like|Offer|Checkout|Purchase": 24,
        "Like|Offer|Purchase": 25,
        "Like|Purchase": 26,
        "Offer": 27,
        "Offer|Checkout": 28,
        "Offer|Checkout|Purchase": 29,
        "Offer|Purchase": 30,
        "Purchase": 31,
        "exposure": 32
    },
    "action_vocab_desc": "One action token per view sample; each token encodes the multi-label outcomes matched from later events for the same user-item.",
    "vocab_size": {
        "user_index": 1697915,
        "item_index": 43817684,
        "user_id": 1697916,
        "item_id": 43817684,
        "action": 33,
        "timestamp": 0,
        "session_id": 3701837,
        "day_of_week": 8,
        "is_weekend": 3,
        "hour": 25,
        "product_id": 893620,
        "price_bucket": 10,
        "c0_id": 18,
        "c1_id": 310,
        "c2_id": 3042,
        "brand_id": 19783,
        "item_condition_id": 7,
        "size_id": 356,
        "shipper_id": 3,
        "color": 7311
    },
    "feature_groups": {
        "context_features": [
            "session_id",
            "day_of_week",
            "is_weekend",
            "hour"
        ],
        "item_static_features": [
            "product_id",
            "price_bucket",
            "c0_id",
            "c1_id",
            "c2_id",
            "brand_id",
            "item_condition_id",
            "size_id",
            "shipper_id",
            "color"
        ]
    },
    "sample_construction": {
        "anchor": "first item_view per user_id + item_id",
        "labels": "Like/Cart/Offer/Checkout/Purchase events strictly after the anchor view are OR-ed into that view's multi-label target.",
        "non_view_events": "used only to fill labels; not retained as samples or sequence tokens"
    },
    "user_info_schema": {
        "fields": [
            "user_index",
            "full_item_seq",
            "full_action_seq",
            "full_timestamp_seq"
        ]
    },
    "item_info_schema": {
        "fields": [
            "item_index",
            "item_id",
            "product_id",
            "price_bucket",
            "c0_id",
            "c1_id",
            "c2_id",
            "brand_id",
            "item_condition_id",
            "size_id",
            "shipper_id",
            "color"
        ]
    },
    "max_len": {
        "full_item_seq": 26576,
        "full_action_seq": 26576,
        "full_timestamp_seq": 26576
    }
}