/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
[INFO|2026-07-08 01:08:23] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:771] 2026-07-08 01:08:24,290 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-08 01:08:24,299 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:771] 2026-07-08 01:08:28,949 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-08 01:08:28,951 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:771] 2026-07-08 01:08:29,433 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-08 01:08:29,436 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
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    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
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  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
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  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|2026-07-08 01:08:31] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/rec_cot_pattern_clean.jsonl...
Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.

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Generating train split: 51684 examples [00:00, 90488.42 examples/s]

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training example:
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508, 101927, 12, 72651, 60, 220, 176251, 156898, 162779, 168524, 198, 220, 220, 15, 20, 25, 18, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153168, 163180, 168669, 198, 220, 220, 15, 20, 25, 19, 24, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 154665, 167359, 170320, 198, 220, 220, 15, 20, 25, 19, 24, 508, 101927, 12, 72651, 60, 220, 176251, 154665, 167359, 170320, 198, 220, 220, 15, 21, 25, 15, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153948, 162160, 172520, 198, 220, 220, 15, 21, 25, 15, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159255, 161093, 169201, 198, 220, 220, 15, 21, 25, 15, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158625, 166095, 170696, 198, 220, 220, 15, 21, 25, 15, 16, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153803, 166095, 168248, 198, 220, 220, 15, 21, 25, 15, 16, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 154977, 166095, 171954, 198, 220, 220, 15, 21, 25, 15, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159811, 163879, 176023, 198, 220, 220, 15, 21, 25, 15, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155346, 162160, 168906, 198, 220, 220, 15, 21, 25, 16, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157342, 167749, 171399, 198, 220, 220, 15, 21, 25, 16, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 154977, 165382, 171067, 198, 220, 220, 15, 21, 25, 17, 16, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 154999, 162171, 176144, 198, 220, 220, 15, 21, 25, 17, 16, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157814, 164461, 172011, 198, 220, 220, 15, 21, 25, 17, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157990, 166240, 172847, 198, 220, 220, 15, 21, 25, 17, 23, 508, 101927, 12, 72651, 60, 220, 176251, 159548, 166095, 169236, 198, 220, 220, 15, 21, 25, 17, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 154977, 166095, 174209, 198, 220, 220, 15, 21, 25, 19, 19, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 154665, 160214, 168730, 198, 220, 220, 15, 21, 25, 19, 19, 508, 101927, 12, 72651, 60, 220, 176251, 154665, 160214, 168730, 198, 220, 220, 15, 21, 25, 19, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157814, 163054, 172679, 198, 220, 220, 15, 21, 25, 19, 24, 508, 101927, 12, 72651, 60, 220, 176251, 159608, 166095, 170809, 198, 220, 220, 15, 21, 25, 20, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153005, 161171, 175159, 198, 220, 220, 15, 21, 25, 20, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159782, 167731, 171898, 271, 100780, 88802, 5122, 56568, 109182, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 100258, 20074, 68805, 32108, 101057, 37945, 104539, 70589, 20002, 108221, 100022, 3837, 101092, 105146, 100220, 3837, 100470, 107439, 20221, 55338, 78556, 104754, 108221, 38989, 29732, 3407, 100220, 5122, 45181, 107285, 106585, 99722, 106094, 26939, 101966, 108732, 105149, 102942, 104703, 102041, 76837, 271, 66017, 68805, 101882, 5122, 14880, 100470, 91680, 66017, 102298, 56021, 73312, 37474, 9370, 4718, 47685, 40027, 68805, 3837, 104484, 66017, 99885, 92894, 104361, 66394, 57191, 104136, 33071, 108704, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 151667, 198, 151668, 198, 1183, 176247, 159467, 166514, 174706, 497, 330, 176247, 157427, 167739, 171862, 497, 330, 176247, 155551, 166170, 170811, 497, 330, 176247, 159009, 162630, 172808, 497, 330, 176247, 151979, 166877, 169303, 497, 330, 176249, 152044, 160442, 176004, 497, 330, 176247, 159154, 160190, 170537, 497, 330, 176251, 153681, 165753, 173963, 497, 330, 176251, 154652, 165813, 173213, 497, 330, 176251, 151768, 164594, 170750, 1341, 151645, 198, 151644, 872, 198, 56568, 109182, 45943, 101128, 101057, 3837, 112184, 45943, 53481, 43959, 102188, 109348, 5839, 8997, 14880, 100345, 89012, 22382, 109348, 43815, 53481, 43959, 45943, 5839, 5122, 26940, 99532, 103424, 108669, 100059, 100615, 102206, 30767, 9909, 29437, 17, 20, 42067, 7552, 25067, 20412, 100376, 118603, 21515, 99878, 107041, 3837, 67071, 100693, 99417, 31118, 111205, 3837, 58695, 100615, 105242, 102190, 3837, 29767, 21894, 17714, 16, 21, 29767, 3837, 107230, 19, 23, 23305, 3837, 67949, 107249, 18, 20, 13, 20, 24, 23305, 1773, 112092, 101910, 104362, 105681, 99413, 38035, 104402, 99194, 105681, 60396, 57218, 110485, 35727, 49111, 108108, 3837, 70500, 109962, 99878, 3837, 102017, 104341, 106496, 100220, 1773, 101602, 106833, 103994, 99532, 103424, 108669, 100059, 100615, 99928, 30868, 103375, 9370, 116277, 3837, 102994, 22382, 34230, 100554, 46448, 5373, 99838, 31843, 104505, 115892, 5373, 71356, 99361, 73218, 108836, 101123, 49567, 118603, 104763, 3837, 43815, 105058, 102556, 3837, 100231, 100376, 115504, 5373, 117772, 5373, 112045, 99878, 99720, 81217, 104341, 99556, 28946, 101113, 101275, 1773, 100622, 104341, 102206, 57218, 118603, 106637, 21515, 107041, 3837, 101602, 106166, 100341, 104785, 32664, 108669, 100059, 100615, 118603, 108894, 57218, 99892, 99788, 3837, 20412, 100376, 118603, 99257, 101945, 112872, 1773, 14, 26865, 151645, 198, 151644, 77091, 198, 151667, 107439, 34187, 107041, 9370, 100376, 118603, 79256, 5373, 105058, 102206, 43815, 5373, 99878, 112138, 104553, 101034, 104341, 106496, 109151, 104040, 1773, 151668, 198, 176247, 152699, 167107, 173487, 151645, 198, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-04-05】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_5165><s_c_4909>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_581><s_c_5956>
【2025-04-15】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5727><s_c_7951>
【2025-04-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1347><s_c_4468>
【2025-04-23】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_8049><s_c_7550>
【2025-05-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2980><s_c_1148>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7319>
【2025-05-04】
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_5563>
【2025-05-06】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_3973>
【2025-05-14】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_4208>
【2025-05-31】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_7390><s_c_7476>
【2025-06-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3795><s_c_2513>
【2025-06-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_4468>
【2025-06-11】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_4407>
【2025-06-18】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_3267>
【2025-07-01】
  --:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_7529>
【2025-07-06】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_2513>
【2025-07-12】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6234><s_c_1423>
【2025-07-13】
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_3614><s_c_7951>
【2025-07-28】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_5518>
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_2403>
【2025-08-14】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7877><s_c_875>
【2025-09-10】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_3364>
【2025-09-26】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7495><s_c_5956>
【2025-10-15】
  --:-- [直播-关注] <|living_begin|><s_a_2616><s_b_4723><s_c_7951>
【2025-10-24】
  --:-- [商品-购买] <|prod_begin|><s_a_4119><s_b_7238><s_c_5943>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_535>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1687><s_c_7722>
【2025-10-28】
  --:-- [商品-购买] <|prod_begin|><s_a_2154><s_b_6677><s_c_4027>
【2025-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4332><s_c_5689>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_2949><s_b_4021><s_c_6428>
【2025-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
【2025-11-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_3206><s_c_4139>
【2025-11-07】
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-购买] <|prod_begin|><s_a_651><s_b_6653><s_c_6762>
【2025-11-12】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_2793>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_3775>
  --:-- [商品-购买] <|prod_begin|><s_a_7553><s_b_6160><s_c_4147>
【2025-11-13】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2688><s_b_8049><s_c_6999>
【2025-11-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7728><s_b_7894><s_c_3120>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_6477><s_c_875>
【2025-11-16】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7217><s_c_875>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1330><s_c_6751>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_1534><s_c_4393>
【2025-11-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6804><s_c_2771>
【2025-11-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_3898><s_c_3026>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2793>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_4208>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7191>
  --:-- [商品-购买] <|prod_begin|><s_a_3263><s_b_4386><s_c_7658>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_2469><s_c_2224>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_2469><s_c_2224>
【2025-11-22】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7007><s_c_403>
【2025-11-23】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_697><s_c_4467>
【2025-11-24】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_606>
【2025-11-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_3676>
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_667><s_c_7216>
【2025-11-27】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_4208>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7191>
【2025-11-28】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_7544><s_c_1401>
【2025-11-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1262>
【2025-11-30】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_6544><s_c_5347>
【2025-12-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5030><s_b_3313><s_c_7272>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_870>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_3882>
【2025-12-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_3501>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_5434>
【2025-12-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_5627><s_c_3026>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5343><s_c_2164>
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7687><s_c_1906>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_6449>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_2268>
【2025-12-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_6421><s_c_3387>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_616>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_2695>
  --:-- [商品-购买] <|prod_begin|><s_a_7368><s_b_6861><s_c_4042>
【2025-12-10】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_6831>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_3302><s_b_3107><s_c_3401>
【2025-12-13】
  --:-- [商品-购买] <|prod_begin|><s_a_5540><s_b_573><s_c_3610>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4953><s_c_5449>
【2025-12-15】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_451><s_c_5839>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_2118>
【2025-12-16】
  13:31 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_2865><s_c_4923>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_341><s_c_4423>
  --:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_6724><s_c_3084>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_378>
  08:01 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>
  08:02 [广告-深度转化] <|ad_begin|><s_a_7182><s_b_1822><s_c_5059>
  08:09 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7613><s_c_8003>
  08:12 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_6244><s_c_5359>
  08:18 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5339><s_c_1939>
  08:55 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5084><s_c_5518>
  09:08 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5339><s_c_1939>
  09:23 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_209><s_c_1>
  12:57 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_2960><s_c_5359>
【2025-12-18】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_7191>
  10:22 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_2960><s_c_5359>
  12:26 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4851><s_c_5359>
【2025-12-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1813><s_c_3026>
  --:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_6724><s_c_3084>
  --:-- [商品-购买] <|prod_begin|><s_a_4991><s_b_6462><s_c_7722>
  05:19 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4898><s_c_5553>
  07:59 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7261><s_c_3090>
【2025-12-20】
  09:42 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_7457><s_c_5359>
【2025-12-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_464><s_b_451><s_c_6611>
【2025-12-24】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_1423>
  08:39 [广告-深度转化] <|ad_begin|><s_a_8092><s_b_4252><s_c_5359>
  08:57 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_7337><s_c_5359>
  08:59 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_6244><s_c_5349>
【2025-12-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1055><s_c_2118>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_378>
【2025-12-27】
  07:23 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_7019><s_c_7616>
【2025-12-28】
  --:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_1373><s_c_6005>
【2025-12-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_5511><s_c_5563>
【2025-12-31】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_2403>
  09:50 [广告-深度转化] <|ad_begin|><s_a_532><s_b_2339><s_c_5359>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_283><s_b_451><s_c_2403>
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
  02:34 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_96><s_c_5359>
  06:30 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_3854><s_c_1834>
  06:31 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_5452>
  08:02 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_4595>
  09:23 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_1719>
  12:24 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_96><s_c_5359>
【2026-01-02】
  08:46 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_3447>
  11:47 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6123><s_c_8010>
  12:15 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_8008><s_c_4977>
  23:26 [广告-深度转化] <|ad_begin|><s_a_1836><s_b_3661><s_c_664>
  23:27 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_4595>
【2026-01-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_665><s_c_1246>
  00:21 [广告-深度转化] <|ad_begin|><s_a_3433><s_b_147><s_c_2135>
  03:25 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_2339><s_c_401>
  03:27 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
  08:36 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_3447>
【2026-01-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_4208>
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
  02:21 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5887><s_c_5209>
  02:31 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7180><s_c_2695>
  05:15 [广告-深度转化] <|ad_begin|><s_a_3433><s_b_147><s_c_2135>
  08:16 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_3589><s_c_3501>
  10:44 [广告-深度转化] <|ad_begin|><s_a_458><s_b_2485><s_c_917>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_6545><s_c_5087>
  02:56 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
  03:16 [广告-深度转化] <|ad_begin|><s_a_4609><s_b_147><s_c_987>
  03:20 [广告-点击] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
  03:24 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
  03:24 [广告-点击] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
  08:34 [广告-点击] <|ad_begin|><s_a_1351><s_b_7963><s_c_5687>
  08:53 [广告-点击] <|ad_begin|><s_a_6162><s_b_5810><s_c_6227>
  23:34 [广告-点击] <|ad_begin|><s_a_3001><s_b_6244><s_c_237>
  23:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_7963><s_c_5687>
  23:51 [广告-点击] <|ad_begin|><s_a_2348><s_b_765><s_c_5004>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3651><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5699><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_1343><s_b_3048><s_c_1937>
  01:24 [广告-点击] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
  04:11 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  09:14 [广告-深度转化] <|ad_begin|><s_a_2624><s_b_147><s_c_3650>
  09:14 [广告-点击] <|ad_begin|><s_a_2624><s_b_147><s_c_3650>
  09:46 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  10:35 [广告-点击] <|ad_begin|><s_a_3001><s_b_1411><s_c_7732>
  10:44 [广告-点击] <|ad_begin|><s_a_3001><s_b_1411><s_c_7732>
  11:19 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  23:31 [广告-点击] <|ad_begin|><s_a_6926><s_b_3447><s_c_1541>
  23:39 [广告-点击] <|ad_begin|><s_a_2470><s_b_1549><s_c_2411>
  23:43 [广告-点击] <|ad_begin|><s_a_1636><s_b_7877><s_c_2438>
  23:44 [广告-点击] <|ad_begin|><s_a_1754><s_b_1411><s_c_5059>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3898><s_c_4790>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6758>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_3898><s_c_6805>
  00:24 [广告-点击] <|ad_begin|><s_a_7417><s_b_2221><s_c_987>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3651><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_7954><s_b_4062><s_c_5779>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2461><s_c_6449>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6498><s_c_5747>
  --:-- [商品-点击] <|prod_begin|><s_a_954><s_b_3840><s_c_5449>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5699><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5176><s_c_2998>
  01:21 [广告-点击] <|ad_begin|><s_a_7417><s_b_5887><s_c_5209>
  02:13 [广告-点击] <|ad_begin|><s_a_7417><s_b_6021><s_c_6486>
  02:15 [广告-点击] <|ad_begin|><s_a_3001><s_b_177><s_c_2678>
  02:16 [广告-点击] <|ad_begin|><s_a_1754><s_b_4033><s_c_6954>
【2026-01-08】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_3680><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_5540><s_b_6374><s_c_7395>
  11:06 [广告-点击] <|ad_begin|><s_a_3308><s_b_6162><s_c_2369>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_4991><s_b_6462><s_c_7722>
【2026-01-11】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_423><s_c_4252>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4515><s_b_5727><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_5436><s_b_5449><s_c_912>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5101><s_c_2020>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_4409><s_b_5727><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_1204><s_b_2377><s_c_5735>
  --:-- [商品-点击] <|prod_begin|><s_a_5908><s_b_8002><s_c_1832>
【2026-01-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1142><s_c_3486>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_875>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3392><s_c_4233>
  02:41 [广告-点击] <|ad_begin|><s_a_7331><s_b_5473><s_c_4693>
  13:50 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_6261><s_c_6227>
  13:50 [广告-点击] <|ad_begin|><s_a_1210><s_b_6261><s_c_6227>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3127><s_c_6278>
  00:31 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
  00:31 [广告-点击] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
  01:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4733><s_c_1364>
  01:39 [广告-点击] <|ad_begin|><s_a_5115><s_b_4733><s_c_1364>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1142><s_c_3486>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8125><s_c_5160>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_3240>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8125><s_c_4481>
  07:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_353><s_c_2447>
  07:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_353><s_c_2447>
【2026-01-18】
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_6462><s_c_4820>
  02:56 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
  02:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
  04:42 [广告-深度转化] <|ad_begin|><s_a_562><s_b_7214><s_c_853>
  04:42 [广告-点击] <|ad_begin|><s_a_562><s_b_7214><s_c_853>
  10:07 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_451><s_c_3356>
  10:07 [广告-点击] <|ad_begin|><s_a_7038><s_b_451><s_c_3356>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_4516><s_c_8075>
  03:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4010><s_c_698>
  03:43 [广告-点击] <|ad_begin|><s_a_5115><s_b_4010><s_c_698>
  23:18 [广告-点击] <|ad_begin|><s_a_4517><s_b_4932><s_c_2531>
【2026-01-20】
  08:26 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1702><s_c_47>
  08:26 [广告-点击] <|ad_begin|><s_a_5687><s_b_1702><s_c_47>
  08:31 [广告-点击] <|ad_begin|><s_a_6162><s_b_2671><s_c_2671>
  10:18 [广告-点击] <|ad_begin|><s_a_4157><s_b_4324><s_c_5906>
【2026-01-21】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
  02:21 [广告-点击] <|ad_begin|><s_a_4157><s_b_2489><s_c_8042>
【2026-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_763><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6462><s_c_3240>
  00:51 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_581><s_c_1064>
  08:10 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  10:15 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_2485><s_c_3026>
  10:42 [视频-收藏/长播] <|video_begin|><s_a_2253><s_b_4037><s_c_853>
  10:51 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_526><s_c_2800>
  11:04 [视频-关注/长播] <|video_begin|><s_a_1336><s_b_1822><s_c_7616>
  12:32 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_7181><s_c_3830>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_5436><s_b_1808><s_c_3449>
  --:-- [商品-点击] <|prod_begin|><s_a_4953><s_b_4618><s_c_646>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3392><s_c_4233>
  04:32 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_1148>
  04:32 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_1148>
  04:48 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_1642><s_c_5230>
  06:17 [视频-点赞/长播] <|video_begin|><s_a_4946><s_b_971><s_c_3867>
  06:23 [视频-评论/长播] <|video_begin|><s_a_532><s_b_7963><s_c_519>
  22:15 [视频-浏览] <|video_begin|><s_a_3510><s_b_3951><s_c_1767>
【2026-01-24】
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
  01:20 [广告-深度转化] <|ad_begin|><s_a_6219><s_b_2737><s_c_3501>
  01:20 [广告-点击] <|ad_begin|><s_a_6219><s_b_2737><s_c_3501>
  21:51 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_6436><s_c_4548>
  21:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6436><s_c_4548>
【2026-01-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_3898><s_c_5881>
  00:33 [广告-点击] <|ad_begin|><s_a_6118><s_b_1282><s_c_7288>
  08:05 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_1596><s_c_7320>
  11:18 [视频-转发/长播] <|video_begin|><s_a_2983><s_b_7878><s_c_6948>
  11:28 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_7344><s_c_7609>
  22:05 [视频-收藏/长播] <|video_begin|><s_a_1003><s_b_7138><s_c_99>
【2026-01-26】
  00:37 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7894><s_c_8085>
  12:18 [视频-收藏/长播] <|video_begin|><s_a_2364><s_b_4541><s_c_2661>
  12:21 [视频-收藏/长播] <|video_begin|><s_a_2253><s_b_741><s_c_7609>
  12:46 [视频-转发/收藏/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_6379>
  13:58 [视频-收藏/长播] <|video_begin|><s_a_4392><s_b_2310><s_c_2262>
  22:21 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_4746><s_c_3775>
  23:08 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_3274><s_c_5654>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_7264>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1519><s_c_7334>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_326><s_c_6535>
  --:-- [商品-点击] <|prod_begin|><s_a_6511><s_b_6511><s_c_1675>
  01:19 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  01:19 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  02:46 [视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>
  10:07 [广告-深度转化] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
  10:07 [广告-点击] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
  11:44 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_7164><s_c_5654>
  21:51 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4252><s_c_2460>
  22:17 [视频-收藏/长播] <|video_begin|><s_a_6843><s_b_3803><s_c_3355>
  23:56 [视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>
【2026-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_3898><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_5727><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_4706><s_c_2950>
  --:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_5012><s_c_6698>
  04:34 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_5727><s_c_5305>
  12:39 [广告-点击] <|ad_begin|><s_a_1909><s_b_3502><s_c_6390>
  22:09 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
  22:09 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
  22:15 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_3026>
  22:15 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_3026>
  23:16 [视频-评论/长播] <|video_begin|><s_a_3251><s_b_765><s_c_3034>
  23:21 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_8108><s_c_3447>
  23:21 [视频-评论/长播] <|video_begin|><s_a_1108><s_b_2246><s_c_4288>
【2026-01-29】
  09:29 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_7727><s_c_7609>
【2026-01-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6278>
  06:33 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_4092>
  06:33 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_4092>
  07:46 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>
  07:46 [广告-点击] <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>
  08:06 [广告-深度转化] <|ad_begin|><s_a_7729><s_b_7946><s_c_7893>
  08:06 [广告-点击] <|ad_begin|><s_a_7729><s_b_7946><s_c_7893>
  08:38 [视频-评论/长播] <|video_begin|><s_a_532><s_b_5131><s_c_5734>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_6891><s_c_2793>
  00:00 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_1148>
  00:00 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_1148>
  03:05 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_3973><s_c_1148>
  03:05 [广告-点击] <|ad_begin|><s_a_5894><s_b_3973><s_c_1148>
  04:07 [广告-深度转化] <|ad_begin|><s_a_5541><s_b_1404><s_c_6222>
  04:07 [广告-点击] <|ad_begin|><s_a_5541><s_b_1404><s_c_6222>
  09:21 [广告-点击] <|ad_begin|><s_a_2470><s_b_1751><s_c_4939>
  09:46 [视频-关注/长播] <|video_begin|><s_a_2253><s_b_3313><s_c_2462>
  12:12 [视频-点赞/长播] <|video_begin|><s_a_4946><s_b_4404><s_c_656>
  12:19 [视频-评论/长播] <|video_begin|><s_a_194><s_b_6761><s_c_5941>
  13:21 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_3630><s_b_4618><s_c_4604>
  06:15 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_3063><s_c_3447>
  06:15 [广告-点击] <|ad_begin|><s_a_3463><s_b_3063><s_c_3447>
  10:17 [视频-转发/长播] <|video_begin|><s_a_4646><s_b_6344><s_c_7900>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_765><s_c_1036>
  01:52 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  01:52 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  03:03 [广告-深度转化] <|ad_begin|><s_a_7378><s_b_7100><s_c_4288>
  03:03 [广告-点击] <|ad_begin|><s_a_7378><s_b_7100><s_c_4288>
  04:31 [视频-评论/长播] <|video_begin|><s_a_532><s_b_5131><s_c_5673>
  07:25 [视频-评论/长播] <|video_begin|><s_a_1108><s_b_176><s_c_113>
  11:50 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_1310><s_c_4165>
  12:14 [广告-点击] <|ad_begin|><s_a_2624><s_b_2671><s_c_2671>
  13:29 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_7342><s_c_7945>
  13:34 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
  13:37 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
  23:08 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_987>
【2026-02-03】
  01:35 [广告-点击] <|ad_begin|><s_a_2996><s_b_4324><s_c_7979>
  11:45 [广告-点击] <|ad_begin|><s_a_5139><s_b_5182><s_c_6162>
  11:46 [广告-点击] <|ad_begin|><s_a_5139><s_b_5182><s_c_6162>
  22:17 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_987>
  22:37 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_752>
  --:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_1012>
  --:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_7691>
  --:-- [商品-购买] <|prod_begin|><s_a_1572><s_b_6467><s_c_752>
  --:-- [商品-购买] <|prod_begin|><s_a_1572><s_b_6467><s_c_7691>
  08:34 [视频-收藏/长播] <|video_begin|><s_a_1106><s_b_6244><s_c_6896>
  08:39 [视频-关注/评论/长播] <|video_begin|><s_a_1108><s_b_4723><s_c_4423>
  21:56 [视频-收藏/长播] <|video_begin|><s_a_5629><s_b_7344><s_c_7609>
  22:24 [视频-长播] <|video_begin|><s_a_633><s_b_6726><s_c_2652>
  22:24 [视频-长播] <|video_begin|><s_a_3510><s_b_2575><s_c_2341>
  22:25 [视频-长播] <|video_begin|><s_a_6697><s_b_628><s_c_2205>
  22:25 [视频-长播] <|video_begin|><s_a_3433><s_b_7304><s_c_4309>
【2026-02-05】
  00:21 [视频-长播] <|video_begin|><s_a_1336><s_b_1545><s_c_4165>
  00:35 [视频-长播] <|video_begin|><s_a_3216><s_b_7342><s_c_1834>
  --:-- [商品-点击] <|prod_begin|><s_a_5636><s_b_2824><s_c_7791>
  01:25 [视频-长播] <|video_begin|><s_a_524><s_b_1740><s_c_5553>
  01:25 [视频-长播] <|video_begin|><s_a_524><s_b_7333><s_c_94>
  01:31 [视频-长播] <|video_begin|><s_a_3216><s_b_1310><s_c_1613>
  02:29 [视频-长播] <|video_begin|><s_a_2616><s_b_2307><s_c_1834>
  02:29 [视频-长播] <|video_begin|><s_a_6704><s_b_7246><s_c_4913>
  02:43 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_3742>
  02:43 [视频-长播] <|video_begin|><s_a_3632><s_b_763><s_c_7106>
  02:43 [视频-长播] <|video_begin|><s_a_1336><s_b_1310><s_c_7718>
  02:43 [视频-长播] <|video_begin|><s_a_6321><s_b_7344><s_c_3036>
  02:47 [视频-长播] <|video_begin|><s_a_1336><s_b_1288><s_c_5563>
  03:31 [视频-长播] <|video_begin|><s_a_1336><s_b_5384><s_c_360>
  03:31 [视频-长播] <|video_begin|><s_a_7561><s_b_620><s_c_5162>
  04:39 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
  04:39 [广告-点击] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
  05:11 [视频-长播] <|video_begin|><s_a_6329><s_b_5061><s_c_1109>
  05:52 [视频-长播] <|video_begin|><s_a_1276><s_b_3989><s_c_3751>
  05:53 [视频-长播] <|video_begin|><s_a_335><s_b_1404><s_c_6614>
  05:53 [视频-长播] <|video_begin|><s_a_4479><s_b_8007><s_c_2661>
  05:53 [视频-长播] <|video_begin|><s_a_6352><s_b_3915><s_c_2135>
  07:58 [视频-长播] <|video_begin|><s_a_1726><s_b_7344><s_c_4994>
  08:02 [视频-长播] <|video_begin|><s_a_5058><s_b_4305><s_c_6416>
  08:12 [视频-长播] <|video_begin|><s_a_1336><s_b_697><s_c_3464>
  08:22 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_6416>
  08:47 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_7609>
  08:47 [视频-长播] <|video_begin|><s_a_1106><s_b_4944><s_c_1306>
  09:31 [视频-长播] <|video_begin|><s_a_6704><s_b_6234><s_c_354>
  09:31 [视频-长播] <|video_begin|><s_a_5058><s_b_5384><s_c_6833>
  09:58 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_4200>
  11:43 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
  11:54 [广告-点击] <|ad_begin|><s_a_7039><s_b_2504><s_c_907>
  11:55 [广告-点击] <|ad_begin|><s_a_7039><s_b_3465><s_c_2319>
  11:58 [视频-长播] <|video_begin|><s_a_1336><s_b_7525><s_c_6222>
  12:03 [视频-长播] <|video_begin|><s_a_1106><s_b_4305><s_c_1774>
  12:03 [视频-长播] <|video_begin|><s_a_1336><s_b_177><s_c_2600>
  12:03 [视频-长播] <|video_begin|><s_a_2688><s_b_6234><s_c_6486>
  13:42 [视频-长播] <|video_begin|><s_a_575><s_b_5244><s_c_6222>
  14:01 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_1399><s_c_6154>
  14:04 [视频-关注/长播] <|video_begin|><s_a_4922><s_b_1399><s_c_557>
  14:06 [视频-长播] <|video_begin|><s_a_3510><s_b_7963><s_c_7566>
  14:06 [视频-长播] <|video_begin|><s_a_3510><s_b_4460><s_c_2403>
  14:09 [视频-长播] <|video_begin|><s_a_1106><s_b_4746><s_c_5563>
  14:09 [视频-长播] <|video_begin|><s_a_4946><s_b_3651><s_c_5815>
  14:09 [视频-关注/长播] <|video_begin|><s_a_6843><s_b_1399><s_c_121>
  14:10 [视频-长播] <|video_begin|><s_a_3510><s_b_3618><s_c_4932>
  14:10 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_1399><s_c_6022>
  14:15 [视频-长播] <|video_begin|><s_a_5072><s_b_6690><s_c_7790>
  14:15 [视频-长播] <|video_begin|><s_a_1726><s_b_2817><s_c_3033>
  14:16 [视频-长播] <|video_begin|><s_a_4946><s_b_588><s_c_6623>
  14:16 [视频-长播] <|video_begin|><s_a_148><s_b_124><s_c_3576>
  14:18 [视频-长播] <|video_begin|><s_a_2253><s_b_2381><s_c_5091>
  14:18 [视频-长播] <|video_begin|><s_a_1194><s_b_2826><s_c_3784>
  14:21 [视频-长播] <|video_begin|><s_a_2335><s_b_5231><s_c_2225>
  14:21 [视频-关注/长播] <|video_begin|><s_a_2411><s_b_7888><s_c_4067>
  14:22 [视频-长播] <|video_begin|><s_a_7830><s_b_2486><s_c_6977>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_4295><s_c_5717>
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4295><s_c_5717>
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
1.场景驱动协同：交互 B 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
请面向以下主题提取行为逻辑链：
主题：从泛化兴趣到专业化聚焦的收藏品认知演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化兴趣到专业化聚焦的收藏品认知演化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从泛化兴趣到专业化聚焦的收藏品认知演化", "events": [{"date": "2025-12-17", "action": "[广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>", "logic": "初始触发：被动接收大量泛化的“老物件上门回收”广告，形成初步认知。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>", "logic": "兴趣聚焦：从泛化的“老物件”概念，收敛到对特定品类“古钱币”的价值和历史产生主动兴趣，并参与评论互动。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>", "logic": "认知跃迁：兴趣从“物品本身”深化至“专业交易场景”，关注点转向“拍卖会”这一专业变现或投资渠道，完成了从了解到实践的认知闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-04-26】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3208><s_c_3208>
【2025-04-27】
  --:-- [商品-购买] <|prod_begin|><s_a_210><s_b_1259><s_c_3463>
【2025-05-02】
  --:-- [商品-购买] <|prod_begin|><s_a_635><s_b_7874><s_c_1131>
【2025-05-04】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8125><s_c_7517>
【2025-05-11】
  --:-- [直播-打赏] <|living_begin|><s_a_5907><s_b_6234><s_c_3184>
【2025-05-18】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1392><s_c_3165>
【2025-05-19】
  --:-- [商品-购买] <|prod_begin|><s_a_206><s_b_1334><s_c_5514>
【2025-05-21】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3440><s_c_3909>
【2025-05-23】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_336><s_c_5514>
【2025-05-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
【2025-05-28】
  --:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_6034><s_c_4003>
【2025-06-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
【2025-06-03】
  --:-- [商品-购买] <|prod_begin|><s_a_5050><s_b_3982><s_c_233>
【2025-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
【2025-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_635><s_b_1638><s_c_656>
【2025-06-11】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_2812><s_c_7800>
【2025-06-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
【2025-06-29】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>
【2025-07-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
【2025-09-26】
  --:-- [商品-购买] <|prod_begin|><s_a_1701><s_b_2323><s_c_3755>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_5602>
【2025-10-12】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_5200><s_c_6278>
【2025-10-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7367><s_c_3294>
【2025-11-03】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3006><s_c_3355>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7979>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_7930>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2246><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_2820>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_6202>
【2025-11-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5658><s_c_3726>
【2025-11-09】
  --:-- [直播-关注] <|living_begin|><s_a_5667><s_b_697><s_c_677>
【2025-11-12】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3079>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
【2025-11-13】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_6278>
【2025-11-14】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_7342><s_c_5673>
【2025-11-15】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_2294>
【2025-11-16】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4543>
【2025-11-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_7066>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6607><s_c_6240>
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5128><s_c_5235>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_958>
  --:-- [直播-关注] <|living_begin|><s_a_6815><s_b_4056><s_c_3265>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-11-24】
  --:-- [直播-关注] <|living_begin|><s_a_2422><s_b_1227><s_c_5563>
【2025-11-25】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5727><s_c_1433>
【2025-11-27】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_4037><s_c_5563>
【2025-11-28】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_3958>
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_6988>
  --:-- [直播-关注] <|living_begin|><s_a_2344><s_b_5727><s_c_4573>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_2547><s_c_3034>
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5748><s_c_958>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_4917><s_c_958>
  --:-- [直播-关注] <|living_begin|><s_a_4669><s_b_451><s_c_2513>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_2860><s_b_3321><s_c_616>
【2025-12-10】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3958>
  --:-- [直播-关注] <|living_begin|><s_a_589><s_b_6234><s_c_1870>
【2025-12-11】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_1738>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_7292><s_c_1726>
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_3894><s_c_2249>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_2070><s_b_321><s_c_4519>
  --:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_2103><s_c_1841>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_4427><s_b_4949><s_c_1957>
【2025-12-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-20】
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_4458><s_c_2226>
【2025-12-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4953><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_2056><s_c_593>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5101><s_c_4422>
【2025-12-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_5558><s_b_196><s_c_70>
【2026-01-04】
  10:18 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
  10:18 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_5936>
  10:21 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
  10:35 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5511><s_c_1232>
【2026-01-05】
  03:11 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_2792><s_c_1389>
  03:13 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
  03:14 [广告-深度转化] <|ad_begin|><s_a_2125><s_b_414><s_c_4515>
  03:15 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5200><s_c_4159>
  03:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
  03:18 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
  07:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3973><s_c_2452>
【2026-01-06】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_5941>
  --:-- [商品-购买] <|prod_begin|><s_a_605><s_b_5952><s_c_4663>
  01:43 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_3447><s_c_360>
  06:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_4930>
  07:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6234><s_c_3447>
【2026-01-07】
  --:-- [商品-购买] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
  09:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5273>
  12:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4932>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_4543>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
  04:50 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
  04:52 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
  04:52 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4730>
  07:30 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_3006><s_c_2808>
  07:30 [广告-深度转化] <|ad_begin|><s_a_2025><s_b_1232><s_c_2261>
  08:59 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_6341>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1984><s_c_5673>
  --:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2069><s_c_7550>
【2026-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6058><s_c_535>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3399><s_c_1938>
  02:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_7091>
【2026-01-11】
  --:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_6426><s_c_887>
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_746><s_c_1541>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
  --:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_1059>
  05:01 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
  05:34 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1119><s_c_4932>
  09:31 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
【2026-01-13】
  02:24 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6913><s_c_1720>
  07:15 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_7261><s_c_5673>
  07:16 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_1806><s_c_4859>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_2863><s_c_5563>
【2026-01-15】
  --:-- [商品-购买] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
  09:11 [广告-深度转化] <|ad_begin|><s_a_5570><s_b_6435><s_c_5413>
  09:11 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_423><s_c_3016>
  09:13 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1413><s_c_4159>
  09:31 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_697><s_c_5209>
【2026-01-16】
  03:44 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_620><s_c_4595>
  06:36 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7571><s_c_6962>
【2026-01-19】
  04:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1434><s_c_2337>
  04:43 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-20】
  01:12 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2026-01-21】
  04:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_4487>
  07:58 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_4548>
  07:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1914>
  09:19 [广告-点击] <|ad_begin|><s_a_5529><s_b_1431><s_c_773>
【2026-01-22】
  02:35 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_558><s_c_6278>
  02:35 [视频-点赞/长播] <|video_begin|><s_a_3241><s_b_8179><s_c_5563>
  03:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
  03:11 [广告-点击] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
  03:12 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
  03:12 [广告-点击] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
  03:12 [广告-点击] <|ad_begin|><s_a_4540><s_b_5175><s_c_7695>
  03:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>
  04:02 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_404><s_c_5061>
  04:02 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_5711><s_c_7257>
  04:02 [视频-关注/长播] <|video_begin|><s_a_7893><s_b_7390><s_c_3830>
  04:07 [广告-点击] <|ad_begin|><s_a_4071><s_b_4295><s_c_2189>
  04:25 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_2828><s_c_1254>
  04:27 [视频-关注/长播] <|video_begin|><s_a_1108><s_b_6972><s_c_1428>
  04:32 [视频-点赞/长播] <|video_begin|><s_a_6442><s_b_765><s_c_5563>
  04:32 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_5270><s_c_4599>
  05:20 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
  05:20 [广告-点击] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
  05:22 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
  05:22 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
  05:24 [广告-点击] <|ad_begin|><s_a_5932><s_b_989><s_c_6468>
  06:40 [视频-收藏/长播] <|video_begin|><s_a_4815><s_b_6234><s_c_7106>
  07:45 [广告-深度转化] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
  07:45 [广告-点击] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
  08:45 [广告-点击] <|ad_begin|><s_a_5903><s_b_404><s_c_5061>
【2026-01-23】
  03:18 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>
  05:43 [视频-关注/长播] <|video_begin|><s_a_7268><s_b_5081><s_c_1477>
  07:46 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
  07:46 [广告-点击] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
  07:46 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_3026>
  09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7149><s_b_4945><s_c_808>
  09:59 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_7959><s_c_7695>
  10:13 [视频-点赞/长播] <|video_begin|><s_a_2012><s_b_7390><s_c_237>
【2026-01-24】
  00:07 [视频-收藏/长播] <|video_begin|><s_a_7149><s_b_4000><s_c_5673>
  01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_7149><s_b_573><s_c_1719>
  01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_6140><s_b_1002><s_c_4641>
  04:53 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_2409>
  05:38 [广告-点击] <|ad_begin|><s_a_6229><s_b_5349><s_c_5673>
  07:42 [视频-关注/长播] <|video_begin|><s_a_3241><s_b_6525><s_c_7807>
  07:48 [视频-关注/长播] <|video_begin|><s_a_2405><s_b_4167><s_c_5135>
  08:06 [视频-转发/收藏/长播] <|video_begin|><s_a_1883><s_b_6006><s_c_4979>
  08:06 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_5727><s_c_3948>
  08:45 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7746><s_c_5663>
  10:20 [视频-收藏/长播] <|video_begin|><s_a_7411><s_b_7946><s_c_1272>
  10:45 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_4305><s_c_3034>
  23:01 [视频-转发/长播] <|video_begin|><s_a_458><s_b_57><s_c_7106>
【2026-01-25】
  00:02 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_1137><s_c_1428>
  06:19 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
  06:19 [广告-点击] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
  06:32 [广告-点击] <|ad_begin|><s_a_6140><s_b_3932><s_c_3447>
【2026-01-26】
  00:44 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_4475><s_c_2781>
  02:07 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
  02:07 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
  02:19 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_6442><s_c_1697>
  02:44 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1002><s_c_1428>
  07:17 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_4542><s_c_4932>
【2026-01-27】
  03:38 [视频-关注/长播] <|video_begin|><s_a_2012><s_b_5369><s_c_3034>
  03:44 [视频-转发/长播] <|video_begin|><s_a_5695><s_b_741><s_c_3062>
  03:49 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_19><s_c_3676>
  03:49 [视频-关注/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_853>
  04:04 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_4839><s_c_3026>
  04:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
  04:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
  04:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2447>
  04:26 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
  04:26 [广告-点击] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
  04:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
  04:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
  04:27 [广告-点击] <|ad_begin|><s_a_7034><s_b_1892><s_c_4180>
  04:28 [视频-关注/长播] <|video_begin|><s_a_1883><s_b_558><s_c_4926>
  04:33 [视频-关注/长播] <|video_begin|><s_a_2181><s_b_8125><s_c_362>
  04:33 [视频-关注/点赞/长播] <|video_begin|><s_a_6776><s_b_588><s_c_46>
  04:37 [广告-点击] <|ad_begin|><s_a_7042><s_b_5893><s_c_1>
  04:53 [视频-点赞/长播] <|video_begin|><s_a_3990><s_b_4430><s_c_5677>
  04:54 [视频-收藏/长播] <|video_begin|><s_a_6490><s_b_1740><s_c_6442>
  05:04 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7390><s_c_6442>
  09:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5968><s_b_1029><s_c_1659>
  09:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>
【2026-01-28】
  03:40 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
  03:40 [广告-点击] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
  03:41 [广告-点击] <|ad_begin|><s_a_3956><s_b_4010><s_c_6930>
  04:17 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_3420><s_c_1162>
  04:19 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
  04:19 [广告-点击] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
  04:20 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
  04:20 [广告-点击] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
  04:21 [广告-点击] <|ad_begin|><s_a_4835><s_b_1798><s_c_7713>
  04:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  04:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  05:47 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
  05:47 [广告-点击] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
  05:47 [广告-点击] <|ad_begin|><s_a_3627><s_b_1510><s_c_4180>
  08:48 [视频-关注/转发/长播] <|video_begin|><s_a_5695><s_b_5727><s_c_1428>
  09:50 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_1471>
  11:03 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
  11:03 [广告-点击] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
【2026-01-29】
  01:32 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5359>
  02:00 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_7888><s_c_6782>
  10:38 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_4263>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6358><s_c_5563>
  06:58 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_104><s_c_360>
【2026-01-31】
  01:08 [广告-点击] <|ad_begin|><s_a_7042><s_b_4944><s_c_1707>
  04:11 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_6072>
  04:18 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:18 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:36 [广告-点击] <|ad_begin|><s_a_1210><s_b_104><s_c_7268>
  06:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_1795><s_c_7268>
  23:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_8058><s_c_3775>
【2026-02-01】
  00:35 [广告-点击] <|ad_begin|><s_a_562><s_b_3297><s_c_6707>
  00:38 [广告-点击] <|ad_begin|><s_a_7240><s_b_5904><s_c_5563>
  00:40 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
  02:51 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  02:51 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  02:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6170><s_c_5677>
  04:18 [广告-点击] <|ad_begin|><s_a_7710><s_b_5869><s_c_2699>
  04:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
  04:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_3011>
  05:09 [广告-点击] <|ad_begin|><s_a_5368><s_b_6550><s_c_2321>
  09:12 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
  10:57 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
  10:57 [广告-点击] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
  23:57 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_1642><s_c_6616>
【2026-02-02】
  00:14 [广告-点击] <|ad_begin|><s_a_805><s_b_800><s_c_4192>
  01:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4508><s_c_1161>
  --:-- [商品-购买] <|prod_begin|><s_a_577><s_b_152><s_c_475>
  09:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4305><s_c_2756>
  23:58 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2820>
【2026-02-03】
  00:05 [视频-长播] <|video_begin|><s_a_3373><s_b_946><s_c_6977>
  00:33 [视频-长播] <|video_begin|><s_a_4646><s_b_2963><s_c_6629>
  00:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1595><s_c_2156>
  00:34 [视频-长播] <|video_begin|><s_a_3767><s_b_7965><s_c_7695>
  01:21 [视频-长播] <|video_begin|><s_a_532><s_b_8022><s_c_4341>
  01:53 [视频-转发/长播] <|video_begin|><s_a_7149><s_b_588><s_c_1451>
  02:00 [视频-长播] <|video_begin|><s_a_3510><s_b_3193><s_c_3026>
  02:00 [视频-长播] <|video_begin|><s_a_7409><s_b_4275><s_c_536>
  03:19 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_5445><s_c_1317>
  03:27 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2225>
  03:32 [视频-长播] <|video_begin|><s_a_5907><s_b_5445><s_c_5194>
  03:37 [视频-长播] <|video_begin|><s_a_4403><s_b_3589><s_c_6278>
  03:42 [视频-长播] <|video_begin|><s_a_3717><s_b_311><s_c_1428>
  04:15 [视频-点赞/长播] <|video_begin|><s_a_3600><s_b_1715><s_c_4570>
  04:38 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:38 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6819><s_c_853>
  04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_558><s_c_1119>
  04:58 [视频-长播] <|video_begin|><s_a_7879><s_b_2865><s_c_47>
  07:22 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
  07:22 [广告-点击] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
  07:23 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
  07:24 [视频-长播] <|video_begin|><s_a_5998><s_b_8179><s_c_904>
  07:24 [视频-长播] <|video_begin|><s_a_993><s_b_2854><s_c_5843>
  23:38 [视频-长播] <|video_begin|><s_a_4646><s_b_1284><s_c_359>
  23:38 [视频-长播] <|video_begin|><s_a_7312><s_b_2419><s_c_607>
  23:45 [视频-长播] <|video_begin|><s_a_1883><s_b_3828><s_c_3054>
  23:46 [视频-长播] <|video_begin|><s_a_458><s_b_3420><s_c_607>
  23:51 [广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_5349>
  23:56 [视频-长播] <|video_begin|><s_a_16><s_b_8179><s_c_2370>
  23:56 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_677>
【2026-02-04】
  00:09 [视频-长播] <|video_begin|><s_a_2252><s_b_414><s_c_4810>
  03:26 [视频-长播] <|video_begin|><s_a_7149><s_b_7016><s_c_1957>
  03:26 [视频-长播] <|video_begin|><s_a_7879><s_b_6045><s_c_4724>
  03:36 [广告-点击] <|ad_begin|><s_a_4928><s_b_800><s_c_5115>
  03:37 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  03:37 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  03:44 [视频-长播] <|video_begin|><s_a_457><s_b_4996><s_c_3041>
  04:24 [广告-点击] <|ad_begin|><s_a_1383><s_b_6874><s_c_7683>
  05:06 [视频-长播] <|video_begin|><s_a_5968><s_b_2826><s_c_6561>
  05:09 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
  05:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
  05:10 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
  05:10 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
  05:10 [广告-点击] <|ad_begin|><s_a_1210><s_b_727><s_c_2704>
  05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5061>
  05:46 [视频-长播] <|video_begin|><s_a_3829><s_b_5659><s_c_1935>
  05:46 [视频-长播] <|video_begin|><s_a_4646><s_b_1720><s_c_47>
  08:59 [广告-点击] <|ad_begin|><s_a_4649><s_b_1740><s_c_7099>
  09:00 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
  09:07 [视频-关注/点赞/长播] <|video_begin|><s_a_2350><s_b_6442><s_c_4879>
  09:15 [视频-长播] <|video_begin|><s_a_2428><s_b_4688><s_c_2530>
  09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6436><s_c_7925>
  09:16 [视频-关注/点赞/长播] <|video_begin|><s_a_8159><s_b_7749><s_c_5209>
  23:32 [视频-长播] <|video_begin|><s_a_5019><s_b_632><s_c_2530>
  23:33 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_7718>
【2026-02-05】
  00:10 [视频-长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
  00:10 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_7437><s_c_853>
  00:14 [视频-长播] <|video_begin|><s_a_4646><s_b_3447><s_c_7378>
  00:16 [视频-长播] <|video_begin|><s_a_7149><s_b_19><s_c_2123>
  01:08 [视频-长播] <|video_begin|><s_a_3510><s_b_1642><s_c_47>
  01:08 [视频-长播] <|video_begin|><s_a_1336><s_b_952><s_c_853>
  01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_7749><s_c_1161>
  01:29 [视频-长播] <|video_begin|><s_a_1883><s_b_6972><s_c_7979>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3208><s_c_3111>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
  --:-- [商品-点击] <|prod_begin|><s_a_1953><s_b_7537><s_c_7706>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_3165>
  --:-- [商品-点击] <|prod_begin|><s_a_605><s_b_6426><s_c_7656>
  --:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_2808><s_c_5331>
  --:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_152><s_c_941>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6675><s_c_7656>
  --:-- [商品-点击] <|prod_begin|><s_a_936><s_b_3635><s_c_7334>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_6426><s_c_4109>
  --:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_3132><s_c_3317>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1715><s_c_3650>
  --:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_3295><s_c_8099>
  --:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
  --:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_1165><s_c_5957>
  --:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_203><s_c_4134>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7604><s_c_2077>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1290><s_c_3240>
  --:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
  --:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
  03:11 [广告-点击] <|ad_begin|><s_a_7034><s_b_1188><s_c_4952>
  03:31 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_351><s_c_5673>
  03:35 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_4305><s_c_607>
  03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7312><s_b_2008><s_c_360>
  04:00 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4200>
  04:47 [视频-长播] <|video_begin|><s_a_6219><s_b_5329><s_c_6754>
  04:53 [视频-长播] <|video_begin|><s_a_4064><s_b_1720><s_c_3026>
  04:54 [视频-长播] <|video_begin|><s_a_3510><s_b_451><s_c_6112>
  04:54 [视频-长播] <|video_begin|><s_a_3363><s_b_6006><s_c_7899>
  04:54 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_1591>
  05:02 [视频-长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
  06:17 [广告-点击] <|ad_begin|><s_a_1383><s_b_4723><s_c_7616>
  06:18 [广告-深度转化] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
  06:18 [广告-点击] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
  06:19 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
  06:19 [广告-点击] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
  06:20 [广告-深度转化] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
  06:20 [广告-点击] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
  06:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1510><s_c_2678>
  08:11 [视频-评论/收藏/长播] <|video_begin|><s_a_16><s_b_4262><s_c_3775>
  08:22 [视频-长播] <|video_begin|><s_a_3373><s_b_621><s_c_47>
  08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_4262><s_c_7979>
  08:43 [视频-长播] <|video_begin|><s_a_3935><s_b_6045><s_c_853>
  08:51 [视频-长播] <|video_begin|><s_a_3510><s_b_6045><s_c_77>
  08:59 [广告-深度转化] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
  08:59 [广告-点击] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
  11:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_1740><s_c_2242>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6352><s_c_2770>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_747><s_b_6224><s_c_1553>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_1906><s_b_7764><s_c_6971>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_1303>
  --:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_2091><s_c_7743>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6352><s_c_3824>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_1157>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4458><s_c_3909>
  --:-- [商品-点击] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
  --:-- [商品-点击] <|prod_begin|><s_a_779><s_b_3233><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_845><s_b_3340><s_c_3456>
  --:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_6209><s_c_4899>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_1717><s_c_1900>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
请围绕以下主题提取行为逻辑链：
主题：从泛化健康焦虑到聚焦特定问题的解决方案探索

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化健康焦虑到聚焦特定问题的解决方案探索",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从泛化健康焦虑到聚焦特定问题的解决方案探索", "events": [{"date": "2025-06-26", "action": "[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>", "logic": "问题触发与初步尝试：首次购买明确指向“便秘”问题的产品，表明用户开始正视该健康问题，并尝试通过天然食疗方式解决。"}, {"date": "2025-06-29", "action": "[商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>", "logic": "认知升级与路径修正：在购买食疗产品后仅3天，用户迅速转向购买具有明确药理作用的“通便”胶囊。这表明食疗方案可能效果不佳或不及时，促使用户寻求更直接、更强效的药物解决方案，完成了从“调理”到“治疗”的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_4763><s_c_7586>
【2024-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5270><s_c_7599>
【2024-11-04】
  --:-- [商品-购买] <|prod_begin|><s_a_3831><s_b_6092><s_c_6995>
【2024-11-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_7178><s_c_6582>
【2024-12-27】
  --:-- [商品-购买] <|prod_begin|><s_a_2639><s_b_4618><s_c_1061>
【2025-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_2661><s_b_2916><s_c_968>
【2025-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_4516><s_c_4481>
【2025-01-17】
  --:-- [商品-购买] <|prod_begin|><s_a_3850><s_b_6454><s_c_8023>
【2025-05-02】
  --:-- [直播-打赏] <|living_begin|><s_a_3460><s_b_1910><s_c_4805>
【2025-05-07】
  --:-- [商品-购买] <|prod_begin|><s_a_4009><s_b_4391><s_c_5485>
【2025-05-17】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_7014>
【2025-07-07】
  --:-- [直播-关注] <|living_begin|><s_a_2073><s_b_765><s_c_1386>
【2025-07-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7052><s_c_4724>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3676>
【2025-07-16】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_7502>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_6525><s_c_7754>
【2025-07-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3898><s_c_7616>
【2025-07-18】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_624><s_c_5432>
【2025-07-19】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_1234>
【2025-07-21】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6758>
【2025-07-22】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4252><s_c_5452>
【2025-07-26】
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_4043>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5518>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_209><s_b_6788><s_c_3038>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2087><s_c_4209>
【2025-07-28】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3815><s_c_439>
【2025-07-31】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_909>
【2025-08-02】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_56><s_c_3970>
【2025-08-04】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1901>
【2025-08-14】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1362><s_c_4987>
【2025-08-19】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2221><s_c_4467>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_6611>
【2025-08-22】
  --:-- [商品-购买] <|prod_begin|><s_a_5944><s_b_2010><s_c_3450>
  --:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2098><s_c_1703>
【2025-08-23】
  --:-- [商品-购买] <|prod_begin|><s_a_307><s_b_4962><s_c_5981>
  --:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_5658><s_c_6555>
【2025-08-25】
  --:-- [直播-关注] <|living_begin|><s_a_7146><s_b_697><s_c_6609>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3501>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6509>
【2025-08-29】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_2809><s_c_4053>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-08-30】
  --:-- [直播-关注] <|living_begin|><s_a_6136><s_b_3722><s_c_20>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4879><s_c_5452>
【2025-08-31】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3791><s_c_536>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4185><s_c_594>
【2025-09-04】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6058><s_c_875>
【2025-09-05】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1590><s_c_4315>
  --:-- [商品-购买] <|prod_begin|><s_a_4732><s_b_2498><s_c_5135>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4430><s_c_2028>
【2025-09-08】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_2403>
【2025-09-16】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
【2025-09-23】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5145><s_c_6202>
【2025-10-01】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
【2025-10-15】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_1313><s_c_1613>
【2025-10-27】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_35>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5961><s_c_2793>
【2025-10-28】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2025-10-31】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4976><s_c_7794>
【2025-11-21】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_3803><s_c_4586>
【2025-12-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_875>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_5379><s_b_2687><s_c_495>
【2025-12-27】
  02:54 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_581><s_c_4978>
  03:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2370>
  05:26 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6544><s_c_6227>
  08:33 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_1029><s_c_4625>
  10:03 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2737><s_c_4636>
  11:52 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7180><s_c_4636>
  14:53 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7180>
【2025-12-29】
  10:01 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_113>
【2025-12-31】
  00:29 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
  00:40 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
【2026-01-02】
  09:50 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_1322>
  11:58 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3476>
【2026-01-03】
  11:44 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1322>
  12:09 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_414><s_c_2988>
  16:00 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1206><s_c_3998>
  17:05 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_3193><s_c_7449>
【2026-01-04】
  11:29 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1141><s_c_2370>
  13:22 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5200><s_c_5563>
  16:14 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_5339><s_c_6313>
  17:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
【2026-01-05】
  10:44 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2370>
  13:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_1935>
【2026-01-06】
  06:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7665><s_c_1659>
  18:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_191>
  19:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1368>
  19:41 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7608><s_c_5554>
【2026-01-07】
  01:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6776><s_c_4879>
  13:47 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_2737><s_c_143>
【2026-01-08】
  05:04 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_5267>
  16:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_3713><s_b_7342><s_c_2513>
  08:15 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_6879>
  08:30 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5840><s_c_597>
【2026-01-11】
  02:48 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
【2026-01-12】
  06:12 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1141><s_c_3877>
  08:20 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5073>
【2026-01-13】
  05:16 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6519><s_c_2568>
  08:17 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_1206><s_c_7003>
  12:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  12:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  13:24 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
  13:24 [广告-点击] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
【2026-01-14】
  05:47 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
  05:47 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
  06:32 [广告-深度转化] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
  06:32 [广告-点击] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
  11:54 [广告-点击] <|ad_begin|><s_a_6921><s_b_1141><s_c_4923>
  12:11 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
  12:11 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
  12:43 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
  14:28 [广告-点击] <|ad_begin|><s_a_3738><s_b_839><s_c_3501>
【2026-01-15】
  03:23 [广告-点击] <|ad_begin|><s_a_7075><s_b_3932><s_c_1284>
  13:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
  13:04 [广告-点击] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
【2026-01-16】
  04:24 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
  04:24 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
  07:37 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
  07:37 [广告-点击] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
  16:20 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
  16:20 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
  20:35 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
【2026-01-17】
  01:27 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
  01:27 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
  03:32 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
  03:32 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
  05:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
  05:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
  07:13 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
  07:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
  13:13 [广告-点击] <|ad_begin|><s_a_1351><s_b_1277><s_c_842>
  13:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
  13:33 [广告-点击] <|ad_begin|><s_a_5687><s_b_7498><s_c_141>
  14:47 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
  14:47 [广告-点击] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
【2026-01-18】
  08:11 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
  08:11 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
  09:23 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
【2026-01-19】
  11:47 [广告-点击] <|ad_begin|><s_a_7931><s_b_1206><s_c_7548>
  13:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
  13:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
【2026-01-20】
  04:07 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
  04:07 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
【2026-01-21】
  15:51 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
  15:51 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
【2026-01-22】
  00:28 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
  00:28 [广告-点击] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
  01:22 [广告-点击] <|ad_begin|><s_a_1754><s_b_3518><s_c_4742>
  04:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
  04:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
  04:51 [广告-点击] <|ad_begin|><s_a_5555><s_b_1141><s_c_7449>
【2026-01-23】
  03:41 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
  14:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3594><s_c_5609>
  17:44 [广告-点击] <|ad_begin|><s_a_562><s_b_1717><s_c_1009>
  20:38 [广告-点击] <|ad_begin|><s_a_2470><s_b_5074><s_c_5952>
【2026-01-24】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
  07:31 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3026>
  08:02 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
  08:02 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
  08:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_7671>
  12:37 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  15:07 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
  15:07 [广告-点击] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
  15:24 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
【2026-01-25】
  04:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
  23:17 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
【2026-01-26】
  07:12 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
  07:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
  07:36 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
  07:36 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
  12:35 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
  12:35 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
  18:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
  18:12 [广告-点击] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_3340><s_c_1342>
  --:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_2237><s_c_4277>
  --:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_200><s_c_2035>
  --:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_5590><s_c_6542>
  09:33 [广告-深度转化] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
  09:33 [广告-点击] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
  12:33 [广告-点击] <|ad_begin|><s_a_2899><s_b_3193><s_c_3402>
  16:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_1277><s_c_5964>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_7537><s_c_1167>
  --:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
  13:03 [广告-点击] <|ad_begin|><s_a_7374><s_b_4497><s_c_439>
  14:27 [视频-评论/长播] <|video_begin|><s_a_7729><s_b_2200><s_c_535>
  15:32 [视频-评论/长播] <|video_begin|><s_a_6258><s_b_6924><s_c_4654>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6194><s_c_642>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3147><s_c_5434>
  --:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2448><s_c_912>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_6351><s_c_6777>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_7251>
  07:03 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
  07:03 [广告-点击] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
  15:12 [视频-评论/长播] <|video_begin|><s_a_5720><s_b_7762><s_c_71>
  15:16 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3898><s_c_3115>
  16:05 [视频-评论/长播] <|video_begin|><s_a_6697><s_b_4688><s_c_2788>
  16:13 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_3472><s_c_1321>
  16:24 [广告-点击] <|ad_begin|><s_a_8127><s_b_8058><s_c_2568>
  17:46 [视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5963><s_c_3909>
  --:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5658><s_c_2237>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2572><s_c_4908>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1966><s_c_5540>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3378><s_c_1164>
  04:18 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_2678>
【2026-01-31】
  05:00 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
  05:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
  11:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_6170>
  14:54 [视频-转发/长播] <|video_begin|><s_a_2616><s_b_3417><s_c_7684>
  17:10 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_4311>
  17:11 [视频-评论/长播] <|video_begin|><s_a_16><s_b_7549><s_c_1004>
  17:40 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
【2026-02-01】
  00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
  02:09 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_6436><s_c_7076>
  02:16 [视频-评论/长播] <|video_begin|><s_a_4113><s_b_5647><s_c_7241>
  --:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_2752><s_c_3965>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5348><s_c_7506>
  04:30 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_7566>
  04:44 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
  04:44 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
  11:55 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_1315>
  14:57 [视频-转发/点赞/长播] <|video_begin|><s_a_4684><s_b_6436><s_c_2344>
  19:22 [视频-评论/长播] <|video_begin|><s_a_5741><s_b_4932><s_c_1403>
【2026-02-02】
  01:19 [视频-评论/长播] <|video_begin|><s_a_488><s_b_4879><s_c_5657>
  01:47 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_7894><s_c_7452>
  --:-- [商品-点击] <|prod_begin|><s_a_102><s_b_6160><s_c_7486>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6158><s_c_6608>
  --:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_3471><s_c_4856>
  --:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_5246>
  05:25 [视频-评论/长播] <|video_begin|><s_a_457><s_b_6400><s_c_5737>
  05:40 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1552>
  05:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_800><s_c_2262>
  07:03 [广告-点击] <|ad_begin|><s_a_3001><s_b_4753><s_c_3447>
  07:47 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_3902><s_c_7899>
  08:10 [视频-评论/长播] <|video_begin|><s_a_3026><s_b_2817><s_c_2661>
  12:04 [视频-评论/长播] <|video_begin|><s_a_5146><s_b_59><s_c_7790>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_1226><s_c_3207>
  --:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_1395><s_c_4085>
  --:-- [商品-点击] <|prod_begin|><s_a_1263><s_b_1966><s_c_3797>
  06:37 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_6436><s_c_1535>
  06:47 [视频-浏览] <|video_begin|><s_a_5144><s_b_6436><s_c_2693>
  06:54 [视频-评论/长播] <|video_begin|><s_a_892><s_b_988><s_c_2568>
  07:01 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_7257>
  12:33 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
  12:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
  12:57 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
  12:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
  13:23 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_7549><s_c_3116>
  14:47 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_8008><s_c_6185>
  15:20 [视频-评论/长播] <|video_begin|><s_a_457><s_b_4410><s_c_7601>
  16:58 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6006><s_c_6185>
  17:21 [视频-评论/长播] <|video_begin|><s_a_457><s_b_3193><s_c_5679>
  17:39 [视频-浏览] <|video_begin|><s_a_5023><s_b_6436><s_c_3330>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_4072><s_c_5975>
  --:-- [商品-点击] <|prod_begin|><s_a_6634><s_b_1991><s_c_6005>
  --:-- [商品-点击] <|prod_begin|><s_a_6148><s_b_4975><s_c_7297>
  --:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_689><s_c_81>
  --:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_1700><s_c_1609>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_5755><s_b_4150><s_c_4244>
  --:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_5487><s_c_6981>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
  --:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_4692><s_c_234>
  --:-- [商品-点击] <|prod_begin|><s_a_7772><s_b_3297><s_c_5785>
  --:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_326><s_c_4886>
  20:43 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7586>
  20:53 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_2568>
  21:10 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_2419><s_c_5209>
  21:18 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6761><s_c_4247>
  21:25 [视频-评论/长播] <|video_begin|><s_a_2080><s_b_7164><s_c_2447>
  21:35 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6051><s_c_2425>
  21:39 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_4548>
  21:44 [视频-评论/长播] <|video_begin|><s_a_3363><s_b_6436><s_c_5928>
  21:52 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_6436><s_c_967>
  21:52 [视频-评论/长播] <|video_begin|><s_a_4284><s_b_4939><s_c_6185>
  21:59 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_853>
  22:12 [视频-评论/长播] <|video_begin|><s_a_6776><s_b_2919><s_c_2768>
  23:19 [广告-点击] <|ad_begin|><s_a_1726><s_b_6432><s_c_3777>
  23:52 [视频-浏览] <|video_begin|><s_a_5555><s_b_2799><s_c_6547>
【2026-02-05】
  00:37 [视频-长播] <|video_begin|><s_a_5903><s_b_8008><s_c_7899>
  00:41 [视频-长播] <|video_begin|><s_a_1336><s_b_4508><s_c_77>
  00:41 [视频-长播] <|video_begin|><s_a_8127><s_b_4496><s_c_4373>
  00:41 [视频-长播] <|video_begin|><s_a_3766><s_b_3417><s_c_6379>
  01:08 [视频-收藏/长播] <|video_begin|><s_a_3095><s_b_6726><s_c_7187>
  01:25 [视频-长播] <|video_begin|><s_a_5903><s_b_6442><s_c_1939>
  01:31 [视频-长播] <|video_begin|><s_a_7328><s_b_5714><s_c_499>
  01:31 [视频-长播] <|video_begin|><s_a_2058><s_b_1292><s_c_853>
  01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_4125><s_c_4451>
  01:38 [视频-长播] <|video_begin|><s_a_3431><s_b_7684><s_c_359>
  01:38 [视频-长播] <|video_begin|><s_a_6442><s_b_1284><s_c_1658>
  01:54 [视频-评论/长播] <|video_begin|><s_a_532><s_b_978><s_c_814>
  01:54 [视频-长播] <|video_begin|><s_a_7130><s_b_4932><s_c_6767>
  01:54 [视频-长播] <|video_begin|><s_a_3115><s_b_4932><s_c_2913>
  02:06 [视频-评论/长播] <|video_begin|><s_a_1210><s_b_8024><s_c_7598>
  02:06 [视频-长播] <|video_begin|><s_a_4598><s_b_6761><s_c_2398>
  02:16 [视频-评论/长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
  02:25 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6730><s_c_47>
  02:25 [视频-长播] <|video_begin|><s_a_5146><s_b_1190><s_c_4923>
  02:25 [视频-长播] <|video_begin|><s_a_2051><s_b_7337><s_c_7073>
  02:30 [视频-长播] <|video_begin|><s_a_6594><s_b_978><s_c_2530>
  02:40 [视频-长播] <|video_begin|><s_a_6219><s_b_7386><s_c_2298>
  02:43 [视频-长播] <|video_begin|><s_a_5720><s_b_5511><s_c_677>
  02:43 [视频-长播] <|video_begin|><s_a_5568><s_b_1292><s_c_6379>
  02:47 [视频-长播] <|video_begin|><s_a_2015><s_b_3873><s_c_6509>
  02:51 [视频-评论/长播] <|video_begin|><s_a_5134><s_b_1411><s_c_3716>
  03:11 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_4944><s_c_7899>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_2469><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_6358><s_c_7329>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
  --:-- [商品-点击] <|prod_begin|><s_a_4048><s_b_206><s_c_4393>
  03:32 [视频-长播] <|video_begin|><s_a_757><s_b_177><s_c_6047>
  03:32 [视频-长播] <|video_begin|><s_a_2367><s_b_6442><s_c_7390>
  03:37 [视频-长播] <|video_begin|><s_a_2367><s_b_5511><s_c_7390>
  03:55 [视频-长播] <|video_begin|><s_a_4367><s_b_6358><s_c_5641>
  03:55 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_696>
  04:01 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_4252><s_c_7754>
  04:01 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_4746><s_c_2912>
  04:01 [视频-长播] <|video_begin|><s_a_4540><s_b_5676><s_c_1933>
  04:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
  04:09 [视频-长播] <|video_begin|><s_a_4615><s_b_1292><s_c_441>
  04:17 [视频-长播] <|video_begin|><s_a_3689><s_b_2737><s_c_4629>
  04:53 [视频-长播] <|video_begin|><s_a_7562><s_b_3235><s_c_638>
  04:53 [视频-长播] <|video_begin|><s_a_4392><s_b_2817><s_c_3171>
  05:45 [视频-长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
  05:59 [视频-长播] <|video_begin|><s_a_3738><s_b_6234><s_c_1178>
  05:59 [视频-长播] <|video_begin|><s_a_3001><s_b_3063><s_c_5563>
  05:59 [视频-长播] <|video_begin|><s_a_6704><s_b_5714><s_c_6674>
  06:13 [视频-长播] <|video_begin|><s_a_4615><s_b_5797><s_c_6962>
  06:13 [视频-长播] <|video_begin|><s_a_148><s_b_434><s_c_25>
  06:32 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_7493><s_c_6707>
  06:32 [视频-长播] <|video_begin|><s_a_2015><s_b_1799><s_c_7315>
  06:39 [视频-长播] <|video_begin|><s_a_1853><s_b_4246><s_c_2070>
  06:45 [视频-长播] <|video_begin|><s_a_3738><s_b_1206><s_c_3026>
  07:01 [视频-长播] <|video_begin|><s_a_5903><s_b_5797><s_c_6873>
  07:01 [视频-长播] <|video_begin|><s_a_2015><s_b_978><s_c_4636>
  07:07 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4595>
  07:07 [视频-长播] <|video_begin|><s_a_942><s_b_4746><s_c_5737>
  07:22 [视频-长播] <|video_begin|><s_a_4615><s_b_1795><s_c_2693>
  07:22 [视频-长播] <|video_begin|><s_a_6604><s_b_7344><s_c_406>
  07:22 [视频-长播] <|video_begin|><s_a_3935><s_b_850><s_c_3775>
  07:34 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_978><s_c_1118>
  07:34 [视频-长播] <|video_begin|><s_a_2411><s_b_7337><s_c_6032>
  07:34 [视频-长播] <|video_begin|><s_a_892><s_b_6436><s_c_7456>
  07:41 [视频-长播] <|video_begin|><s_a_4615><s_b_3235><s_c_4712>
  07:41 [视频-长播] <|video_begin|><s_a_1781><s_b_5200><s_c_7420>
  07:57 [视频-长播] <|video_begin|><s_a_7453><s_b_5216><s_c_4221>
  07:57 [视频-长播] <|video_begin|><s_a_7385><s_b_3731><s_c_47>
  08:10 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1265>
  13:01 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
  13:01 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心逻辑要求（递进性准则）：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
2.兴趣因果递进：交互 B 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
请根据以下主题提取行为逻辑链：
主题：从被动接收信息到主动探索知识的兴趣演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收信息到主动探索知识的兴趣演化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从被动接收信息到主动探索知识的兴趣演化", "events": [{"date": "2026-01-26", "action": "[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>", "logic": "初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"}, {"date": "2026-01-29", "action": "[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>", "logic": "行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-10-03】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_1801><s_c_1129>
【2024-10-06】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_3721><s_c_3721>
【2024-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_2461><s_c_5000>
【2024-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_5346><s_b_5588><s_c_3668>
【2024-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4104><s_c_1657>
【2024-11-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6478><s_b_1331><s_c_5134>
【2024-11-21】
  --:-- [商品-购买] <|prod_begin|><s_a_3244><s_b_4850><s_c_5588>
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_5302><s_c_2974>
【2024-12-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6653><s_c_6653>
【2024-12-22】
  --:-- [商品-购买] <|prod_begin|><s_a_338><s_b_6517><s_c_2302>
【2024-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_628><s_c_162>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7861><s_c_3011>
【2024-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_2857><s_c_7615>
【2025-01-02】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_441><s_c_8146>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_341><s_c_1877>
【2025-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_5758><s_b_7878><s_c_3809>
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_1226><s_c_115>
【2025-01-08】
  --:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_1966><s_c_4233>
【2025-01-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6520><s_b_7891><s_c_4712>
【2025-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_6520><s_b_7986><s_c_1269>
【2025-01-23】
  --:-- [商品-购买] <|prod_begin|><s_a_3705><s_b_5571><s_c_2814>
【2025-02-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6830><s_b_3569><s_c_2138>
【2025-02-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7156><s_b_7897><s_c_34>
【2025-02-28】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1373><s_c_2887>
【2025-03-18】
  --:-- [商品-购买] <|prod_begin|><s_a_6589><s_b_5050><s_c_3361>
【2025-03-23】
  --:-- [商品-购买] <|prod_begin|><s_a_3882><s_b_6309><s_c_2758>
【2025-05-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_1041>
【2025-05-04】
  --:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_3857><s_c_3176>
【2025-05-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2742><s_b_7204><s_c_767>
【2025-05-10】
  --:-- [商品-购买] <|prod_begin|><s_a_316><s_b_864><s_c_7403>
【2025-05-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5588><s_c_5647>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1290><s_c_5347>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_164><s_c_3165>
【2025-05-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5322><s_c_5530>
【2025-05-30】
  --:-- [商品-购买] <|prod_begin|><s_a_7340><s_b_2769><s_c_4755>
【2025-06-05】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_152><s_c_2290>
【2025-06-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3399><s_c_7557>
【2025-07-10】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_7016><s_c_1250>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7271><s_b_5576><s_c_1749>
【2025-08-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_6713><s_c_4831>
【2025-09-10】
  --:-- [商品-购买] <|prod_begin|><s_a_3941><s_b_4516><s_c_6486>
【2025-10-18】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_7951>
【2025-11-25】
  --:-- [商品-购买] <|prod_begin|><s_a_200><s_b_4023><s_c_5073>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_879><s_c_7716>
【2025-11-26】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1290><s_c_5073>
【2025-12-03】
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_1966><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_6224><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_5565><s_c_6629>
  --:-- [商品-点击] <|prod_begin|><s_a_4446><s_b_6462><s_c_2630>
  --:-- [商品-购买] <|prod_begin|><s_a_3244><s_b_2491><s_c_4801>
【2025-12-05】
  --:-- [商品-点击] <|prod_begin|><s_a_721><s_b_7727><s_c_1012>
【2025-12-06】
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_989><s_c_3070>
【2025-12-07】
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_741><s_c_6666>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1505><s_c_3923>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_879><s_c_7716>
【2025-12-08】
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_614><s_c_2883>
【2025-12-14】
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_1132><s_c_3720>
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_1701><s_c_3165>
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_1701><s_c_2937>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_1167>
  --:-- [商品-点击] <|prod_begin|><s_a_647><s_b_506><s_c_5827>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1505><s_c_3923>
【2025-12-15】
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_4062><s_c_4635>
  --:-- [商品-点击] <|prod_begin|><s_a_1515><s_b_3721><s_c_6965>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_2498><s_c_707>
【2025-12-16】
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_2498><s_c_707>
【2025-12-19】
  --:-- [商品-点击] <|prod_begin|><s_a_990><s_b_7789><s_c_7638>
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_1701><s_c_2937>
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_1701><s_c_3165>
【2025-12-21】
  --:-- [商品-点击] <|prod_begin|><s_a_2641><s_b_4026><s_c_6500>
  --:-- [商品-点击] <|prod_begin|><s_a_2641><s_b_4026><s_c_8141>
  --:-- [商品-点击] <|prod_begin|><s_a_92><s_b_2352><s_c_5008>
  --:-- [商品-点击] <|prod_begin|><s_a_1826><s_b_8065><s_c_3261>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6084><s_c_3215>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_5649><s_c_4792>
  --:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_7437><s_c_5069>
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_4150><s_c_4038>
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_1701><s_c_2937>
【2025-12-22】
  --:-- [商品-点击] <|prod_begin|><s_a_7485><s_b_329><s_c_2484>
【2025-12-24】
  07:35 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_7383>
  07:55 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_4293><s_c_6122>
【2025-12-25】
  04:12 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_3873><s_c_4942>
  04:13 [广告-深度转化] <|ad_begin|><s_a_2646><s_b_6234><s_c_3464>
  04:34 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1089><s_c_553>
  04:37 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_3363>
  04:44 [广告-深度转化] <|ad_begin|><s_a_655><s_b_2033><s_c_4373>
  04:47 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_353><s_c_5749>
  04:50 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_333>
  05:15 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_353><s_c_1100>
  05:59 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_7225><s_c_2267>
  06:09 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_6543><s_c_4858>
  06:12 [广告-深度转化] <|ad_begin|><s_a_7679><s_b_6234><s_c_6239>
  06:26 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_6550><s_c_2181>
【2025-12-26】
  01:21 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_4879><s_c_3363>
【2025-12-29】
  05:36 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_655>
  05:48 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_6954>
  11:13 [广告-深度转化] <|ad_begin|><s_a_559><s_b_7342><s_c_47>
【2025-12-30】
  03:05 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1232><s_c_4479>
  06:31 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_7129><s_c_677>
  12:16 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1089><s_c_2791>
【2025-12-31】
  --:-- [商品-点击] <|prod_begin|><s_a_140><s_b_1711><s_c_460>
  --:-- [商品-点击] <|prod_begin|><s_a_6520><s_b_2701><s_c_2138>
【2026-01-01】
  --:-- [商品-点击] <|prod_begin|><s_a_2572><s_b_7619><s_c_4182>
【2026-01-02】
  02:32 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6234><s_c_6067>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_741><s_c_6666>
【2026-01-03】
  14:37 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3768>
【2026-01-04】
  --:-- [商品-点击] <|prod_begin|><s_a_3244><s_b_4150><s_c_4038>
  --:-- [商品-点击] <|prod_begin|><s_a_140><s_b_1711><s_c_460>
【2026-01-05】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5576><s_c_6762>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_741><s_c_6666>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_2498><s_c_707>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_741><s_c_6666>
【2026-01-07】
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_741><s_c_6666>
【2026-01-08】
  02:45 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1471><s_c_5839>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_1826><s_b_8065><s_c_3261>
【2026-01-10】
  07:21 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1232><s_c_1620>
  07:26 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_7138><s_c_4730>
  07:44 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_6156>
  10:40 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_8003>
【2026-01-11】
  03:48 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_1423>
  04:20 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_706>
  05:35 [广告-深度转化] <|ad_begin|><s_a_7679><s_b_6234><s_c_6890>
  09:40 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_3447>
【2026-01-13】
  12:14 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_535>
  12:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2740>
  13:07 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_70>
【2026-01-14】
  16:02 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_4032>
【2026-01-15】
  05:54 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_2756>
【2026-01-17】
  13:28 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_7498><s_c_677>
【2026-01-18】
  05:16 [广告-深度转化] <|ad_begin|><s_a_7679><s_b_6234><s_c_5085>
  06:00 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_7946><s_c_535>
【2026-01-21】
  07:07 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_2299><s_c_1348>
【2026-01-22】
  07:19 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_5467><s_c_29>
  08:00 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_333>
  08:10 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_925>
  08:13 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_1082>
  08:23 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_4181><s_c_1803>
  08:32 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_8049><s_c_3958>
  08:46 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_7138><s_c_3958>
  09:28 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_6792>
【2026-01-23】
  03:24 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_3363>
  03:36 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5006><s_c_4673>
【2026-01-24】
  13:25 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_2549><s_c_677>
【2026-01-29】
  14:51 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_915><s_c_1620>
  15:01 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_3522>
  15:03 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1873><s_c_6144>
  15:03 [广告-点击] <|ad_begin|><s_a_2996><s_b_1873><s_c_6144>
  15:41 [广告-点击] <|ad_begin|><s_a_4786><s_b_7270><s_c_2438>
  15:43 [广告-点击] <|ad_begin|><s_a_4354><s_b_7963><s_c_3753>
【2026-01-30】
  01:45 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1933>
  01:50 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_6954>
  02:30 [广告-点击] <|ad_begin|><s_a_174><s_b_164><s_c_655>
  02:41 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_5378><s_c_1803>
  02:41 [广告-点击] <|ad_begin|><s_a_2996><s_b_5378><s_c_1803>
  02:45 [广告-深度转化] <|ad_begin|><s_a_2646><s_b_6234><s_c_3616>
  02:45 [广告-点击] <|ad_begin|><s_a_2646><s_b_6234><s_c_3616>
  03:09 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_4783>
  03:09 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_4783>
  04:11 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_55>
  04:17 [广告-点击] <|ad_begin|><s_a_1708><s_b_6047><s_c_3363>
  04:19 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_8096>
  04:49 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_6758>
  05:07 [广告-点击] <|ad_begin|><s_a_4354><s_b_6924><s_c_4718>
  05:08 [广告-点击] <|ad_begin|><s_a_2012><s_b_5892><s_c_5910>
  05:09 [广告-点击] <|ad_begin|><s_a_2012><s_b_5892><s_c_5910>
  06:29 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_6582><s_c_4858>
  06:29 [广告-点击] <|ad_begin|><s_a_2996><s_b_6582><s_c_4858>
  06:49 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_581><s_c_2693>
  06:49 [广告-点击] <|ad_begin|><s_a_1708><s_b_581><s_c_2693>
  07:01 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_856>
【2026-01-31】
  02:32 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4147>
  02:32 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4147>
  04:21 [广告-点击] <|ad_begin|><s_a_3711><s_b_2182><s_c_6171>
  04:22 [广告-点击] <|ad_begin|><s_a_3711><s_b_2182><s_c_6171>
  04:23 [广告-点击] <|ad_begin|><s_a_217><s_b_6924><s_c_929>
  08:43 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_8096>
  09:04 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_4541>
  09:17 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_3026>
  09:28 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_5467><s_c_6239>
  09:28 [广告-点击] <|ad_begin|><s_a_2996><s_b_5467><s_c_6239>
  09:30 [广告-点击] <|ad_begin|><s_a_1726><s_b_7525><s_c_5186>
【2026-02-01】
  06:30 [广告-点击] <|ad_begin|><s_a_655><s_b_2029><s_c_8091>
  07:22 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_6582><s_c_2409>
  07:22 [广告-点击] <|ad_begin|><s_a_2996><s_b_6582><s_c_2409>
  07:27 [广告-点击] <|ad_begin|><s_a_2983><s_b_5952><s_c_5160>
【2026-02-02】
  04:29 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4783>
  06:25 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_3501>
  06:28 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_4135>
  06:28 [广告-点击] <|ad_begin|><s_a_3977><s_b_6234><s_c_4135>
  06:56 [视频-长播] <|video_begin|><s_a_2134><s_b_5169><s_c_4806>
  06:56 [视频-长播] <|video_begin|><s_a_7586><s_b_6234><s_c_907>
  07:10 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_3062>
  07:10 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_3062>
  07:13 [视频-长播] <|video_begin|><s_a_817><s_b_6234><s_c_439>
  07:13 [视频-长播] <|video_begin|><s_a_8127><s_b_7218><s_c_143>
  07:15 [视频-长播] <|video_begin|><s_a_5185><s_b_3236><s_c_3363>
  07:15 [视频-长播] <|video_begin|><s_a_7586><s_b_6234><s_c_6292>
  07:16 [视频-长播] <|video_begin|><s_a_7879><s_b_581><s_c_2409>
  07:16 [视频-长播] <|video_begin|><s_a_3308><s_b_6234><s_c_5851>
  07:21 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_1230><s_c_3475>
  07:21 [广告-点击] <|ad_begin|><s_a_7097><s_b_1230><s_c_3475>
  13:24 [广告-点击] <|ad_begin|><s_a_7088><s_b_4127><s_c_7935>
  13:25 [广告-点击] <|ad_begin|><s_a_7088><s_b_7669><s_c_8109>
  13:26 [广告-点击] <|ad_begin|><s_a_2012><s_b_5892><s_c_5910>
  13:26 [广告-点击] <|ad_begin|><s_a_4354><s_b_7963><s_c_3753>
  13:27 [广告-点击] <|ad_begin|><s_a_2012><s_b_5892><s_c_5910>
  13:47 [视频-长播] <|video_begin|><s_a_2912><s_b_6726><s_c_7410>
  13:47 [视频-长播] <|video_begin|><s_a_3766><s_b_8058><s_c_2636>
  14:00 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_2658>
  14:01 [视频-长播] <|video_begin|><s_a_7586><s_b_6123><s_c_3352>
  14:01 [视频-长播] <|video_begin|><s_a_3308><s_b_6234><s_c_4923>
  14:02 [广告-点击] <|ad_begin|><s_a_7892><s_b_2826><s_c_2267>
【2026-02-03】
  02:22 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_70>
  02:22 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_70>
  02:25 [视频-长播] <|video_begin|><s_a_1393><s_b_7762><s_c_3047>
  02:25 [视频-长播] <|video_begin|><s_a_7314><s_b_6234><s_c_3363>
  02:25 [视频-长播] <|video_begin|><s_a_3330><s_b_5378><s_c_3958>
  02:31 [视频-长播] <|video_begin|><s_a_5019><s_b_4771><s_c_7525>
  02:33 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_7215>
  02:43 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_7719>
  03:22 [广告-点击] <|ad_begin|><s_a_5492><s_b_852><s_c_3984>
  03:23 [广告-点击] <|ad_begin|><s_a_5218><s_b_8018><s_c_3726>
  03:25 [广告-点击] <|ad_begin|><s_a_4354><s_b_6924><s_c_4718>
  03:25 [广告-点击] <|ad_begin|><s_a_4354><s_b_6924><s_c_4718>
  03:26 [广告-点击] <|ad_begin|><s_a_2470><s_b_2729><s_c_216>
【2026-02-04】
  02:07 [视频-长播] <|video_begin|><s_a_3308><s_b_6234><s_c_3338>
  02:07 [视频-长播] <|video_begin|><s_a_4767><s_b_1366><s_c_6817>
  02:07 [视频-长播] <|video_begin|><s_a_4767><s_b_7977><s_c_5252>
  02:10 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_856>
  02:12 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_5851>
  02:16 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4771>
  02:19 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_5609>
  02:33 [视频-长播] <|video_begin|><s_a_7979><s_b_644><s_c_8052>
  02:42 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_1616>
  03:07 [视频-长播] <|video_begin|><s_a_3308><s_b_6234><s_c_4807>
  03:26 [视频-长播] <|video_begin|><s_a_3330><s_b_3832><s_c_3616>
  03:34 [视频-长播] <|video_begin|><s_a_6145><s_b_3587><s_c_5175>
  03:34 [视频-长播] <|video_begin|><s_a_6145><s_b_1206><s_c_3958>
  03:45 [视频-长播] <|video_begin|><s_a_3677><s_b_644><s_c_6116>
  04:09 [视频-长播] <|video_begin|><s_a_3913><s_b_6234><s_c_4636>
  04:09 [视频-长播] <|video_begin|><s_a_6321><s_b_6779><s_c_987>
  04:09 [视频-长播] <|video_begin|><s_a_6145><s_b_6170><s_c_8091>
  04:09 [视频-长播] <|video_begin|><s_a_4767><s_b_908><s_c_4718>
  04:40 [视频-收藏/长播] <|video_begin|><s_a_1375><s_b_1206><s_c_2211>
  04:57 [视频-长播] <|video_begin|><s_a_6275><s_b_6234><s_c_7267>
  05:22 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_5467><s_c_7326>
  05:22 [广告-点击] <|ad_begin|><s_a_2996><s_b_5467><s_c_7326>
  05:28 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_353><s_c_6239>
  05:28 [广告-点击] <|ad_begin|><s_a_2996><s_b_353><s_c_6239>
  05:34 [视频-长播] <|video_begin|><s_a_1190><s_b_5241><s_c_5104>
  05:48 [广告-点击] <|ad_begin|><s_a_6074><s_b_2918><s_c_1035>
  05:49 [广告-点击] <|ad_begin|><s_a_1397><s_b_4059><s_c_574>
  09:27 [视频-长播] <|video_begin|><s_a_4808><s_b_7551><s_c_3893>
  09:29 [广告-点击] <|ad_begin|><s_a_1041><s_b_6901><s_c_6812>
  09:31 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_6879>
【2026-02-05】
  05:29 [广告-点击] <|ad_begin|><s_a_1351><s_b_6532><s_c_3309>
  05:30 [广告-点击] <|ad_begin|><s_a_919><s_b_4899><s_c_2135>
  05:31 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_2697>
  05:32 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_471>
  05:38 [视频-长播] <|video_begin|><s_a_1499><s_b_3319><s_c_616>
  05:49 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_7498><s_c_2267>
  05:49 [广告-点击] <|ad_begin|><s_a_2996><s_b_7498><s_c_2267>
  06:00 [视频-长播] <|video_begin|><s_a_2279><s_b_2299><s_c_4467>
  06:00 [视频-长播] <|video_begin|><s_a_7586><s_b_1232><s_c_1148>
  06:00 [视频-长播] <|video_begin|><s_a_6956><s_b_6234><s_c_2643>
  06:01 [视频-长播] <|video_begin|><s_a_2134><s_b_6234><s_c_195>
  06:01 [视频-长播] <|video_begin|><s_a_3308><s_b_6234><s_c_3901>
  06:05 [视频-长播] <|video_begin|><s_a_8142><s_b_4018><s_c_7970>
  06:05 [视频-长播] <|video_begin|><s_a_3677><s_b_2299><s_c_853>
  06:16 [视频-长播] <|video_begin|><s_a_5673><s_b_7888><s_c_3346>
  06:16 [视频-长播] <|video_begin|><s_a_3308><s_b_5521><s_c_3014>
  06:21 [视频-长播] <|video_begin|><s_a_3330><s_b_2310><s_c_8091>
  06:21 [视频-长播] <|video_begin|><s_a_6145><s_b_4600><s_c_3958>
  06:26 [视频-长播] <|video_begin|><s_a_6321><s_b_6379><s_c_4794>
  06:28 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1183>
  06:29 [视频-长播] <|video_begin|><s_a_3308><s_b_6234><s_c_6156>
  06:44 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_353><s_c_677>
  06:44 [广告-点击] <|ad_begin|><s_a_2996><s_b_353><s_c_677>
  06:48 [视频-长播] <|video_begin|><s_a_6145><s_b_3193><s_c_4626>
  06:49 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_2756>
  06:52 [视频-长播] <|video_begin|><s_a_1336><s_b_1310><s_c_7106>
  06:52 [视频-长播] <|video_begin|><s_a_8113><s_b_7870><s_c_3845>

角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题，严格提取出所有相关的历史交互条目。

主题：从被动接收健康科普到主动筛选特定功效产品的决策路径

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|prod_begin|><s_a_7798><s_b_6653><s_c_6653>", "<|prod_begin|><s_a_5758><s_b_7878><s_c_3809>", "<|prod_begin|><s_a_3882><s_b_6309><s_c_2758>", "<|prod_begin|><s_a_7340><s_b_2769><s_c_4755>", "<|prod_begin|><s_a_310><s_b_7016><s_c_1250>", "<|living_begin|><s_a_375><s_b_581><s_c_7951>", "<|prod_begin|><s_a_7485><s_b_329><s_c_2484>", "<|ad_begin|><s_a_2012><s_b_5892><s_c_5910>", "<|ad_begin|><s_a_2983><s_b_5952><s_c_5160>", "<|ad_begin|><s_a_99><s_b_4733><s_c_2697>"]<|im_end|>
<|im_start|>user
你是一位商品理解专家，可以根据商品描述生成准确的商品token。
请根据给定的商品内容描述生成商品token：《人民检察院民事行政检察案例选（第25集）》是法律实务类专业书籍，由胡卫列主编，中国检察出版社出版，开本为16开，定价48元，当前售价35.59元。封面采用浅蓝色底色搭配深蓝色标题与简洁天平图案，设计简约专业，突出司法公正主题。本书精选最高人民检察院民事行政检察厅编撰的典型案例，涵盖定金罚则、婚内财产归属、网络技术公司合规监管等实务热点，内容权威实用，适合法律从业者、检察官、法学专业学生及司法研究者阅读参考。作为司法案例与实务解析类书籍，本书旨在提升读者对民事行政检察实务的理解与应用能力，是法律实务工作的重要参考资料。/think<|im_end|>
<|im_start|>assistant
<think>提取了书籍的法律实务属性、权威案例内容、专业受众群体以及司法公正的主题风格。</think>
<|prod_begin|><s_a_1030><s_b_7246><s_c_5434><|im_end|>
<|endoftext|>
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<think>提取了书籍的法律实务属性、权威案例内容、专业受众群体以及司法公正的主题风格。</think>
<|prod_begin|><s_a_1030><s_b_7246><s_c_5434><|im_end|>

[INFO|2026-07-08 01:09:12] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-08 01:09:12] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-08 01:09:13,155 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-08 01:09:13,155 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-08 01:09:13,207 >> Generate config GenerationConfig {
  "bos_token_id": 151643,
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "use_cache": false
}


Loading weights:   0%|          | 0/311 [00:00<?, ?it/s]
Loading weights:  51%|█████     | 158/311 [00:00<00:00, 1579.42it/s]
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 2216.58it/s]
[INFO|configuration_utils.py:980] 2026-07-08 01:09:14,094 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-08 01:09:14,094 >> Generate config GenerationConfig {
  "bos_token_id": 151643,
  "do_sample": true,
  "eos_token_id": [
    151645,
    151643
  ],
  "pad_token_id": 151643,
  "temperature": 0.6,
  "top_k": 20,
  "top_p": 0.95
}

[INFO|dynamic_module_utils.py:406] 2026-07-08 01:09:14,459 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-08 01:09:14] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-08 01:09:14] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-08 01:09:14] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-08 01:09:14] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-08 01:09:14] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-08 01:09:14,483 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
[INFO|trainer.py:1469] 2026-07-08 01:09:14,615 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-08 01:09:14,615 >>   Num examples = 2,654
[INFO|trainer.py:1471] 2026-07-08 01:09:14,615 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-08 01:09:14,615 >>   Num update steps per epoch = 664
[INFO|trainer.py:1473] 2026-07-08 01:09:14,615 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-08 01:09:14,615 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-08 01:09:14,615 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-08 01:09:14,615 >>   Total optimization steps = 664
[INFO|trainer.py:1479] 2026-07-08 01:09:14,616 >>   Number of trainable parameters = 801,433,600

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100%|██████████| 664/664 [1:27:31<00:00,  6.40s/it][INFO|trainer.py:1823] 2026-07-08 02:36:45,984 >> 

Training completed. Do not forget to share your model on huggingface.co/models =)



                                                   

100%|██████████| 664/664 [1:27:31<00:00,  6.40s/it]
100%|██████████| 664/664 [1:27:31<00:00,  7.91s/it]
[INFO|trainer.py:3815] 2026-07-08 02:36:46,020 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v16_rec_cot_pattern_clean_lr15e6
[INFO|configuration_utils.py:533] 2026-07-08 02:36:46,021 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v16_rec_cot_pattern_clean_lr15e6/config.json
[INFO|configuration_utils.py:816] 2026-07-08 02:36:46,021 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v16_rec_cot_pattern_clean_lr15e6/generation_config.json

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{'loss': '1.505', 'grad_norm': '2.031', 'learning_rate': '3.567e-08', 'epoch': '0.9721'}
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{'loss': '1.472', 'grad_norm': '2.75', 'learning_rate': '8.922e-09', 'epoch': '0.9872'}
{'loss': '1.43', 'grad_norm': '2.016', 'learning_rate': '2.231e-09', 'epoch': '0.9947'}
{'train_runtime': '5251', 'train_samples_per_second': '0.505', 'train_steps_per_second': '0.126', 'train_loss': '1.56', 'epoch': '1'}

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.15it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.15it/s]
[INFO|modeling_utils.py:3471] 2026-07-08 02:36:46,899 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v16_rec_cot_pattern_clean_lr15e6/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-08 02:36:47,012 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v16_rec_cot_pattern_clean_lr15e6/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-08 02:36:47,034 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v16_rec_cot_pattern_clean_lr15e6/tokenizer_config.json
***** train metrics *****
  epoch                    =         1.0
  total_flos               = 298245317GF
  train_loss               =      1.5597
  train_runtime            =  1:27:31.40
  train_samples_per_second =       0.505
  train_steps_per_second   =       0.126
Figure saved at: /home/ll/llm4rec/experiments/outputs/v16_rec_cot_pattern_clean_lr15e6/training_loss.png
[WARNING|2026-07-08 02:36:47] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-08 02:36:47] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-08 02:36:47,136 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}