{ "sample_size": { "total": 323464444, "train": 256110233, "valid": 34334869, "test": 33019342 }, "split_by_date": { "train_days": 26, "train_range": "2022-04-07 ~ 2022-05-02", "valid_days": 3, "valid_range": "2022-05-03 ~ 2022-05-05", "test_days": 3, "test_range": "2022-05-06 ~ 2022-05-08" }, "oov_filter": { "min_feat_count": 2, "applied_to": "USER_STATIC_FEATURES (基于日志中用户出现次数统计)", "rule": "特征值出现次数 < min_feat_count 的统一映射为 0 (unknown/padding)" }, "blocked_layout": { "n_user_parts": 32, "num_workers": 4, "train_blocks": 32, "valid_blocks": 8, "test_blocks": 8, "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" }, "block_pair_rule": "同一 split 下, data/user_info/item_info 使用相同的 part-xxxxx 编号配对读取。", "local_index_rule": { "user_index": "block-local dense index, starts from 0", "item_index": "block-local dense index, 0 reserved for padding", "user_id": "global feature id, consistent across blocks", "item_id": "global feature id, consistent across blocks" } }, "vocab_size": { "user_index": 27285, "item_index": 32038726, "user_id": 27286, "item_id": 32038726, "action": 65, "timestamp": 0, "user_active_degree": 11, "is_lowactive_period": 3, "is_live_streamer": 4, "is_video_author": 4, "follow_user_num_range": 10, "fans_user_num_range": 11, "friend_user_num_range": 9, "register_days_range": 10, "onehot_feat0": 4, "onehot_feat1": 9, "onehot_feat2": 52, "onehot_feat3": 1473, "onehot_feat4": 18, "onehot_feat5": 36, "onehot_feat6": 5, "onehot_feat7": 120, "onehot_feat8": 456, "onehot_feat9": 9, "onehot_feat10": 7, "onehot_feat11": 7, "onehot_feat12": 5, "onehot_feat13": 5, "onehot_feat14": 5, "onehot_feat15": 5, "onehot_feat16": 5, "onehot_feat17": 5, "tab": 16, "day_of_week": 8, "is_weekend": 3, "hour": 25, "video_type": 4, "primary_tag": 60, "music_type": 8, "duration_bucket": 8 }, "label": [ "is_click", "is_like", "is_follow", "is_comment", "is_forward", "long_view" ], "action_vocab": { "exposure": 1, "is_click": 2, "is_click|is_comment": 3, "is_click|is_comment|is_forward": 4, "is_click|is_comment|is_forward|long_view": 5, "is_click|is_comment|long_view": 6, "is_click|is_follow": 7, "is_click|is_follow|is_comment": 8, "is_click|is_follow|is_comment|is_forward": 9, "is_click|is_follow|is_comment|is_forward|long_view": 10, "is_click|is_follow|is_comment|long_view": 11, "is_click|is_follow|is_forward": 12, "is_click|is_follow|is_forward|long_view": 13, "is_click|is_follow|long_view": 14, "is_click|is_forward": 15, "is_click|is_forward|long_view": 16, "is_click|is_like": 17, "is_click|is_like|is_comment": 18, "is_click|is_like|is_comment|is_forward": 19, "is_click|is_like|is_comment|is_forward|long_view": 20, "is_click|is_like|is_comment|long_view": 21, "is_click|is_like|is_follow": 22, "is_click|is_like|is_follow|is_comment": 23, "is_click|is_like|is_follow|is_comment|is_forward": 24, "is_click|is_like|is_follow|is_comment|is_forward|long_view": 25, "is_click|is_like|is_follow|is_comment|long_view": 26, "is_click|is_like|is_follow|is_forward": 27, "is_click|is_like|is_follow|is_forward|long_view": 28, "is_click|is_like|is_follow|long_view": 29, "is_click|is_like|is_forward": 30, "is_click|is_like|is_forward|long_view": 31, "is_click|is_like|long_view": 32, "is_click|long_view": 33, "is_comment": 34, "is_comment|is_forward": 35, "is_comment|is_forward|long_view": 36, "is_comment|long_view": 37, "is_follow": 38, "is_follow|is_comment": 39, "is_follow|is_comment|is_forward": 40, "is_follow|is_comment|is_forward|long_view": 41, "is_follow|is_comment|long_view": 42, "is_follow|is_forward": 43, "is_follow|is_forward|long_view": 44, "is_follow|long_view": 45, "is_forward": 46, "is_forward|long_view": 47, "is_like": 48, "is_like|is_comment": 49, "is_like|is_comment|is_forward": 50, "is_like|is_comment|is_forward|long_view": 51, "is_like|is_comment|long_view": 52, "is_like|is_follow": 53, "is_like|is_follow|is_comment": 54, "is_like|is_follow|is_comment|is_forward": 55, "is_like|is_follow|is_comment|is_forward|long_view": 56, "is_like|is_follow|is_comment|long_view": 57, "is_like|is_follow|is_forward": 58, "is_like|is_follow|is_forward|long_view": 59, "is_like|is_follow|long_view": 60, "is_like|is_forward": 61, "is_like|is_forward|long_view": 62, "is_like|long_view": 63, "long_view": 64 }, "action_vocab_desc": "编码后的 action 词表,用于 dataloader 基于 full_action_seq 构造 task-specific token masks。", "user_info_schema": { "fields": [ "user_index", "full_item_seq", "full_action_seq", "full_timestamp_seq" ], "full_timestamp_seq_desc": "按时间顺序排列的原始 time_ms 序列", "desc": "这里的 user_index / full_item_seq 中的 item index 都是 block-local index;full_action_seq / full_timestamp_seq 为全局时间顺序序列。" }, "item_info_schema": { "fields": [ "item_index", "item_id", "video_type", "primary_tag", "music_type", "duration_bucket" ], "desc": "item_index 为 block-local index;item_id 为全局 item feature id,用于 embedding 一致性。" }, "max_len": { "full_item_seq": 228030, "full_action_seq": 228030, "full_timestamp_seq": 228030 } }