/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|2026-07-10 01:00:52] 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] 2026-07-10 01:00:53,350 >> 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] 2026-07-10 01:00:53,352 >> 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] 2026-07-10 01:01:00,402 >> 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] 2026-07-10 01:01:00,403 >> 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] 2026-07-10 01:01:01,468 >> 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] 2026-07-10 01:01:01,469 >> 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|2026-07-10 01:01:06] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/scratch_clean_cot_ep3.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: 66060 examples [00:00, 124209.60 examples/s]

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training example:
input_ids:
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24, 25, 17, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152451, 163497, 169590, 198, 220, 220, 15, 24, 25, 17, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156477, 165280, 169320, 198, 220, 220, 15, 24, 25, 20, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159225, 164992, 168183, 198, 220, 220, 16, 15, 25, 15, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156803, 167203, 173876, 198, 220, 220, 16, 15, 25, 15, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156188, 163027, 168754, 198, 220, 220, 16, 15, 25, 15, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155782, 160045, 169476, 198, 220, 220, 16, 15, 25, 15, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157572, 163986, 170583, 198, 220, 220, 16, 15, 25, 16, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153834, 162346, 173616, 198, 220, 220, 16, 15, 25, 16, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158536, 163199, 171161, 198, 220, 220, 16, 20, 25, 19, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157687, 160558, 168235, 198, 220, 220, 16, 20, 25, 19, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155324, 166095, 169820, 198, 220, 220, 16, 20, 25, 19, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155301, 161062, 168556, 198, 220, 220, 16, 20, 25, 19, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156477, 160574, 168196, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 152610, 163663, 171942, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159463, 164291, 173882, 198, 100780, 88802, 5122, 56568, 110124, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 33108, 20074, 68805, 32108, 101057, 37945, 104210, 70589, 20002, 108221, 100022, 3837, 102074, 105146, 100220, 107439, 102094, 101070, 100520, 41299, 100145, 57218, 108314, 102802, 9370, 108221, 101070, 104913, 63314, 8997, 108221, 101070, 31905, 9909, 101358, 68805, 109756, 111641, 7552, 5122, 74577, 123, 57555, 12, 72651, 5373, 101927, 12, 102217, 101548, 5373, 87140, 12, 102679, 5373, 87140, 12, 45861, 75650, 5373, 78973, 12, 78973, 5373, 45943, 12, 72651, 5373, 45943, 12, 103946, 5373, 101981, 12, 100020, 5373, 101981, 12, 104181, 75437, 100541, 198, 100185, 107439, 104913, 320, 100520, 41299, 33071, 108023, 8, 28311, 101892, 20450, 107684, 118797, 220, 20, 71928, 98, 23031, 102595, 101070, 63314, 3837, 101882, 105463, 108221, 33, 100645, 20412, 24562, 32044, 108221, 32, 18493, 102122, 100354, 102402, 104361, 5373, 111018, 114298, 57191, 100565, 103340, 100402, 101913, 104733, 8545, 105884, 3837, 33, 88940, 227, 100360, 62112, 362, 8908, 222, 234, 100394, 3837, 109756, 107439, 99885, 107888, 49111, 52334, 5373, 43815, 105444, 57191, 99373, 99204, 104307, 14, 108439, 99564, 108165, 62926, 31118, 103005, 23990, 101070, 8997, 16, 13, 102122, 102474, 102402, 5122, 108221, 425, 74866, 116, 100002, 108221, 362, 3837, 100645, 113275, 99424, 102122, 57218, 100220, 21515, 29732, 16872, 101894, 99193, 100354, 99622, 46306, 100145, 8997, 17, 13, 100565, 113597, 100520, 41299, 5122, 108221, 425, 88940, 227, 100360, 57218, 108221, 362, 93920, 226, 12857, 113597, 100520, 41299, 100145, 3837, 91676, 425, 60596, 98, 108041, 362, 4891, 116, 99, 104672, 111018, 5373, 16628, 100354, 3837, 57191, 362, 54851, 425, 43589, 111916, 100609, 62112, 8997, 18, 13, 100354, 102217, 103340, 5122, 113275, 100220, 21515, 29732, 16872, 11, 108221, 425, 43589, 100354, 56006, 220, 108221, 362, 72669, 100398, 100700, 11, 220, 77288, 16530, 100630, 104183, 105444, 9370, 103946, 5373, 72651, 5373, 78973, 49567, 101070, 3837, 101153, 105444, 92374, 43815, 8997, 14880, 104548, 87752, 100220, 107439, 101070, 104913, 63314, 28311, 100220, 5122, 45181, 107285, 29077, 104381, 101966, 103946, 9370, 105832, 104296, 102041, 63314, 271, 66017, 68805, 5122, 14880, 23031, 4718, 69162, 46423, 100414, 31526, 3837, 100166, 104506, 28311, 515, 220, 330, 24225, 30583, 788, 341, 262, 330, 606, 788, 330, 45181, 107285, 29077, 104381, 101966, 103946, 9370, 105832, 104296, 102041, 63314, 756, 262, 330, 12389, 788, 2278, 414, 341, 286, 330, 1028, 788, 330, 28189, 18506, 40175, 756, 286, 330, 1311, 788, 10545, 108221, 101070, 31905, 60, 220, 108221, 43815, 1, 9909, 100470, 103124, 59641, 15946, 108221, 38989, 29732, 3837, 110263, 65770, 99475, 7552, 345, 286, 330, 24225, 788, 330, 104913, 66394, 698, 414, 456, 262, 5133, 220, 456, 630, 99193, 105852, 5122, 103941, 102349, 100645, 101909, 30440, 99250, 2951, 22961, 85122, 97771, 9370, 4718, 3837, 53153, 102298, 73192, 5373, 104136, 5373, 105444, 60949, 57191, 4718, 40666, 244, 108593, 48391, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 151667, 198, 151668, 198, 4913, 24225, 30583, 22317, 606, 3252, 45181, 107285, 29077, 104381, 101966, 103946, 9370, 105832, 104296, 102041, 63314, 2198, 12389, 66582, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 17, 18, 2198, 1311, 3252, 58, 87140, 12, 100020, 14, 45861, 75650, 60, 220, 176245, 152407, 166443, 173616, 2198, 24225, 3252, 113188, 111916, 5122, 107285, 29077, 104381, 101888, 2073, 58695, 36885, 99935, 14224, 854, 33108, 2073, 105832, 104296, 97907, 104916, 27369, 3837, 104970, 34187, 106362, 9370, 105832, 104296, 100354, 1773, 36509, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 17, 19, 2198, 1311, 3252, 58, 45943, 12, 72651, 60, 220, 176247, 154308, 164763, 169816, 2198, 24225, 3252, 100565, 81167, 57218, 108732, 5122, 45181, 107285, 105208, 46670, 100782, 27733, 72651, 108247, 45943, 3837, 55286, 102086, 99604, 68153, 106158, 2073, 58695, 36885, 99935, 14224, 33590, 44063, 107346, 110257, 104536, 26939, 108247, 45943, 102533, 17447, 1773, 36509, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 17, 19, 2198, 1311, 3252, 58, 45943, 12, 103946, 60, 220, 176247, 154308, 160792, 175988, 2198, 24225, 3252, 102041, 115309, 5122, 18493, 32664, 101312, 99935, 14224, 71817, 99792, 33447, 3837, 103941, 60548, 103946, 102041, 3837, 104415, 45181, 107285, 27369, 29077, 104381, 101966, 100030, 9370, 100873, 101548, 1773, 9207, 60, 3417, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2023-01-30】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1443><s_c_7261>
【2023-03-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1756><s_b_2103><s_c_7405>
【2023-04-07】
  --:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_8151><s_c_358>
【2023-05-18】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_2312><s_c_7261>
【2023-08-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7121><s_b_2087><s_c_7978>
【2023-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1079><s_b_4433><s_c_5962>
【2023-09-24】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_3131><s_c_3022>
【2023-09-25】
  --:-- [商品-购买] <|prod_begin|><s_a_5692><s_b_3335><s_c_5779>
【2023-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_1966><s_c_1344>
  --:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_1966><s_c_1643>
【2023-11-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_3651><s_c_1644>
【2023-11-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3931><s_c_3504>
【2023-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5816><s_c_4740>
【2023-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1226><s_c_2701>
【2023-12-11】
  --:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_1473><s_c_6457>
【2024-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7875><s_b_7019><s_c_3692>
【2024-03-22】
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_2312><s_c_2084>
【2024-04-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_4874><s_c_5530>
【2024-04-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2369><s_b_6454><s_c_2055>
【2024-07-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1037><s_c_6768>
【2024-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_1966><s_c_4809>
【2024-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2533><s_c_5347>
【2024-09-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_7978><s_c_5978>
【2024-10-28】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2024-11-11】
  --:-- [商品-购买] <|prod_begin|><s_a_605><s_b_3063><s_c_4770>
【2024-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_964><s_c_8141>
【2024-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_5643><s_c_7066>
【2025-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_5093><s_c_7187>
【2025-03-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5251><s_c_5191>
【2025-04-01】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1631><s_c_2006>
【2025-05-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_8025><s_c_3534>
【2025-06-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-07-12】
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_4037><s_c_1131>
【2025-07-15】
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_483><s_c_4809>
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_7755><s_c_3311>
【2025-08-01】
  --:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_1236><s_c_1381>
【2025-08-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4692><s_b_4197><s_c_887>
【2025-08-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4875><s_c_3267>
【2025-08-11】
  --:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_7878><s_c_4147>
【2025-08-20】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-08-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-10-25】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7894><s_c_624>
【2025-11-14】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_3916><s_c_909>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6136><s_b_1282><s_c_493>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5982><s_c_7675>
  --:-- [商品-购买] <|prod_begin|><s_a_7794><s_b_989><s_c_3315>
  --:-- [商品-购买] <|prod_begin|><s_a_750><s_b_5658><s_c_4210>
【2025-12-04】
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_3722><s_c_596>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_4515><s_b_2302><s_c_6278>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_697><s_c_535>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_655>
【2025-12-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8090>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3676>
【2025-12-11】
  --:-- [直播-关注] <|living_begin|><s_a_4515><s_b_697><s_c_5563>
  05:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3678><s_c_5563>
【2025-12-12】
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_8080><s_c_6954>
  07:12 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6006><s_c_2118>
【2025-12-13】
  06:43 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
【2025-12-14】
  09:43 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7180><s_c_3777>
【2025-12-15】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6313>
  07:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_2460>
  12:21 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_3026>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_1410><s_c_5465>
  --:-- [直播-关注] <|living_begin|><s_a_4074><s_b_3006><s_c_5273>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_0>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_330>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_1935>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_3676>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_6058><s_c_5315>
【2025-12-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_5727><s_c_5054>
  04:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_4944><s_c_7616>
  20:44 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_2246><s_c_5749>
  20:44 [广告-点击] <|ad_begin|><s_a_2845><s_b_2246><s_c_5749>
【2025-12-19】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5166><s_b_4010><s_c_4196>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3854><s_c_2403>
  02:03 [广告-点击] <|ad_begin|><s_a_2832><s_b_7342><s_c_1246>
  23:54 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_8113>
  23:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_8113>
【2025-12-20】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_6126>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_765><s_c_3501>
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_2466><s_c_2168>
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_697><s_c_516>
  00:37 [广告-点击] <|ad_begin|><s_a_7381><s_b_620><s_c_7671>
  02:12 [广告-点击] <|ad_begin|><s_a_7381><s_b_594><s_c_4267>
  10:02 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6006><s_c_1935>
  10:02 [广告-点击] <|ad_begin|><s_a_2111><s_b_6006><s_c_1935>
  --:-- [商品-购买] <|prod_begin|><s_a_635><s_b_4433><s_c_6718>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_6535>
  00:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2921>
  00:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2921>
  11:38 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_800><s_c_2693>
  11:38 [广告-点击] <|ad_begin|><s_a_7931><s_b_800><s_c_2693>
【2025-12-22】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_6278>
  05:55 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4288>
【2025-12-23】
  10:22 [广告-点击] <|ad_begin|><s_a_2022><s_b_1188><s_c_3221>
  11:14 [广告-点击] <|ad_begin|><s_a_4795><s_b_3932><s_c_6059>
【2025-12-25】
  11:04 [广告-点击] <|ad_begin|><s_a_698><s_b_6532><s_c_1914>
【2025-12-26】
  00:13 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_641>
【2025-12-27】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3501>
【2025-12-28】
  14:58 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6123><s_c_640>
  14:58 [广告-点击] <|ad_begin|><s_a_795><s_b_6123><s_c_640>
  16:16 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_665><s_c_2225>
  16:16 [广告-点击] <|ad_begin|><s_a_7879><s_b_665><s_c_2225>
  16:21 [广告-点击] <|ad_begin|><s_a_698><s_b_4733><s_c_1645>
【2025-12-29】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_4053>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_3026>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2194><s_b_971><s_c_4053>
【2025-12-30】
  00:03 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5156>
  04:15 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_205><s_c_5776>
  04:15 [广告-点击] <|ad_begin|><s_a_6386><s_b_205><s_c_5776>
  08:47 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_3363>
  08:47 [广告-点击] <|ad_begin|><s_a_5673><s_b_4746><s_c_3363>
  11:58 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
  11:58 [广告-点击] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
  13:46 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  13:46 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  13:53 [广告-点击] <|ad_begin|><s_a_2464><s_b_7736><s_c_92>
  17:52 [广告-点击] <|ad_begin|><s_a_6510><s_b_8179><s_c_6908>
【2025-12-31】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7603><s_c_5054>
  --:-- [商品-加购] <|prod_begin|><s_a_367><s_b_6591><s_c_5827>
【2026-01-01】
  11:20 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_7719>
  11:20 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_7719>
【2026-01-02】
  01:13 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
  01:13 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
  10:29 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_978><s_c_4120>
  10:29 [广告-点击] <|ad_begin|><s_a_2832><s_b_978><s_c_4120>
【2026-01-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4644><s_b_6270><s_c_3023>
  11:18 [广告-点击] <|ad_begin|><s_a_7971><s_b_6244><s_c_5059>
【2026-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_557>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1557><s_c_6708>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4851><s_c_3026>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4617>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4724>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_3284><s_c_7897>
  --:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_3399><s_c_6981>
【2026-01-08】
  03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
  --:-- [商品-点击] <|prod_begin|><s_a_3141><s_b_6454><s_c_1867>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_2231><s_c_7533>
【2026-01-10】
  22:05 [广告-点击] <|ad_begin|><s_a_4157><s_b_7333><s_c_3913>
  --:-- [商品-点击] <|prod_begin|><s_a_1414><s_b_4516><s_c_4757>
【2026-01-11】
  --:-- [直播-关注] <|living_begin|><s_a_7327><s_b_5099><s_c_2616>
  09:56 [广告-点击] <|ad_begin|><s_a_1383><s_b_4491><s_c_2852>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_6591><s_c_5827>
  --:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_573><s_c_2826>
【2026-01-13】
  02:14 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4125><s_c_1004>
  02:14 [广告-点击] <|ad_begin|><s_a_1608><s_b_4125><s_c_1004>
  10:08 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_978><s_c_6915>
  10:08 [广告-点击] <|ad_begin|><s_a_1375><s_b_978><s_c_6915>
  --:-- [商品-点击] <|prod_begin|><s_a_5049><s_b_4220><s_c_4845>
  --:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_2533><s_c_3449>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_3522>
【2026-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_535>
  10:02 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_2370>
  13:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6784>
  13:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6784>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5653><s_c_4043>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1510><s_c_638>
【2026-01-15】
  10:44 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_3659>
  10:44 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_3659>
  --:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_4538><s_c_7187>
  --:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_4562><s_c_5926>
  --:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_989><s_c_7495>
【2026-01-16】
  16:07 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
  16:07 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
  --:-- [商品-点击] <|prod_begin|><s_a_210><s_b_2960><s_c_5194>
【2026-01-17】
  00:39 [广告-点击] <|ad_begin|><s_a_2111><s_b_4746><s_c_3501>
  07:23 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_70>
  07:33 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_4049>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_2231><s_c_7533>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_1935>
  04:02 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_6597>
  04:02 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_6597>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1586><s_c_2513>
  14:43 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_4746><s_c_5563>
  14:43 [广告-点击] <|ad_begin|><s_a_6921><s_b_4746><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_7320><s_b_7445><s_c_2622>
  --:-- [商品-点击] <|prod_begin|><s_a_8182><s_b_3297><s_c_7601>
【2026-01-20】
  03:49 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3026>
  03:54 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
  03:54 [广告-点击] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
  --:-- [商品-点击] <|prod_begin|><s_a_1737><s_b_3990><s_c_2032>
【2026-01-21】
  16:11 [视频-转发/长播] <|video_begin|><s_a_2364><s_b_4949><s_c_118>
  16:13 [视频-转发/长播] <|video_begin|><s_a_417><s_b_390><s_c_6614>
  16:34 [视频-点赞/长播] <|video_begin|><s_a_1167><s_b_3898><s_c_3003>
  22:01 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_7455><s_c_2357>
  22:01 [视频-收藏/长播] <|video_begin|><s_a_6385><s_b_5588><s_c_5563>
  22:07 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_2061><s_c_532>
  22:41 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_4771><s_c_6215>
  22:43 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1751><s_c_7321>
  --:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
【2026-01-22】
  03:22 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3849>
  13:48 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_4746><s_c_3116>
  --:-- [商品-点击] <|prod_begin|><s_a_1436><s_b_3335><s_c_6423>
【2026-01-23】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5727><s_c_4208>
  03:15 [视频-转发/长播] <|video_begin|><s_a_294><s_b_1380><s_c_2912>
  04:26 [视频-关注/点赞/长播] <|video_begin|><s_a_1167><s_b_6464><s_c_118>
  05:02 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_8179><s_c_606>
  05:13 [视频-浏览] <|video_begin|><s_a_1336><s_b_1822><s_c_492>
  05:51 [视频-点赞/长播] <|video_begin|><s_a_6345><s_b_7894><s_c_1030>
  08:18 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  08:18 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  09:03 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_1295>
  12:35 [广告-点击] <|ad_begin|><s_a_1375><s_b_6635><s_c_3047>
  13:23 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_1822><s_c_5965>
  --:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_4539><s_c_2826>
【2026-01-24】
  10:32 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_1366><s_c_4297>
  11:01 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_2966><s_c_5449>
  11:21 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1410><s_c_7751>
  11:21 [广告-点击] <|ad_begin|><s_a_2832><s_b_1410><s_c_7751>
  --:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_7549><s_c_104>
  --:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1926><s_c_6965>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_147><s_c_7366>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4617>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4864><s_c_6509>
  10:29 [视频-点赞/长播] <|video_begin|><s_a_6136><s_b_1434><s_c_5349>
  10:56 [视频-收藏/长播] <|video_begin|><s_a_638><s_b_8072><s_c_4487>
  12:35 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7546><s_c_6385>
  14:53 [广告-点击] <|ad_begin|><s_a_4002><s_b_2221><s_c_5563>
  15:16 [视频-关注/长播] <|video_begin|><s_a_5546><s_b_7776><s_c_495>
  15:25 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_2142><s_c_627>
  --:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_573><s_c_2826>
【2026-01-26】
  01:35 [视频-点赞/长播] <|video_begin|><s_a_6345><s_b_1284><s_c_4410>
  02:07 [广告-点击] <|ad_begin|><s_a_7892><s_b_5349><s_c_6278>
  06:46 [视频-收藏/长播] <|video_begin|><s_a_7850><s_b_5653><s_c_367>
  06:48 [视频-转发/长播] <|video_begin|><s_a_3510><s_b_672><s_c_7462>
  06:55 [广告-点击] <|ad_begin|><s_a_7331><s_b_4702><s_c_7510>
  07:15 [视频-收藏/长播] <|video_begin|><s_a_6401><s_b_4951><s_c_4842>
  07:18 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_1752><s_c_1614>
  07:28 [视频-转发/长播] <|video_begin|><s_a_2526><s_b_7608><s_c_47>
  07:34 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_5101><s_c_607>
  08:14 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6058><s_c_3098>
  08:14 [视频-点赞/长播] <|video_begin|><s_a_4644><s_b_3615><s_c_1133>
  08:18 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_6763><s_c_4808>
  13:39 [视频-收藏/长播] <|video_begin|><s_a_4919><s_b_7549><s_c_6390>
  13:46 [视频-点赞/长播] <|video_begin|><s_a_4515><s_b_2105><s_c_5372>
  16:51 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_6158><s_c_2480>
  17:02 [视频-收藏/长播] <|video_begin|><s_a_892><s_b_2918><s_c_294>
  21:51 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_3043><s_c_785>
  21:51 [视频-点赞/长播] <|video_begin|><s_a_3029><s_b_2314><s_c_8029>
  22:18 [视频-收藏/长播] <|video_begin|><s_a_2139><s_b_4049><s_c_2313>
  22:18 [视频-关注/点赞/长播] <|video_begin|><s_a_4401><s_b_6042><s_c_2654>
  22:21 [视频-关注/长播] <|video_begin|><s_a_2709><s_b_2412><s_c_237>
  22:25 [视频-点赞/长播] <|video_begin|><s_a_1697><s_b_3722><s_c_7502>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_7187>
  --:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_2668><s_c_7986>
  --:-- [商品-点击] <|prod_begin|><s_a_2453><s_b_7090><s_c_2622>
  --:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_1330><s_c_6646>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5653><s_c_5747>
  --:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_1704><s_c_577>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_3501>
  01:44 [视频-点赞/长播] <|video_begin|><s_a_1658><s_b_7894><s_c_523>
  01:46 [视频-点赞/长播] <|video_begin|><s_a_575><s_b_7894><s_c_1806>
  01:49 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_3417><s_c_6616>
  04:09 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  04:09 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  10:11 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_3153><s_c_2661>
  10:32 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_1230><s_c_7395>
  10:32 [广告-点击] <|ad_begin|><s_a_2551><s_b_1230><s_c_7395>
  11:46 [广告-点击] <|ad_begin|><s_a_5863><s_b_6436><s_c_1803>
  13:48 [广告-点击] <|ad_begin|><s_a_7879><s_b_5119><s_c_5563>
  23:52 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
【2026-01-28】
  00:54 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6442><s_c_5314>
  03:42 [视频-收藏/长播] <|video_begin|><s_a_7077><s_b_1310><s_c_7268>
  04:05 [视频-收藏/长播] <|video_begin|><s_a_5600><s_b_1292><s_c_1337>
  04:11 [视频-收藏/长播] <|video_begin|><s_a_3396><s_b_1925><s_c_2165>
  05:08 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_1638>
  09:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
  12:52 [广告-点击] <|ad_begin|><s_a_6166><s_b_1206><s_c_987>
  13:41 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5256>
  13:41 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5256>
  14:40 [视频-关注/点赞/长播] <|video_begin|><s_a_5906><s_b_2969><s_c_3454>
  22:56 [视频-点赞/长播] <|video_begin|><s_a_2073><s_b_2396><s_c_6420>
  --:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_3522>
【2026-01-29】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
  00:12 [视频-收藏/长播] <|video_begin|><s_a_3454><s_b_3853><s_c_690>
  01:24 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_5543><s_c_5776>
  01:25 [视频-收藏/长播] <|video_begin|><s_a_3115><s_b_2357><s_c_1423>
  03:15 [视频-浏览] <|video_begin|><s_a_457><s_b_2854><s_c_5874>
  03:44 [视频-点赞/长播] <|video_begin|><s_a_4456><s_b_7894><s_c_6126>
  07:07 [广告-点击] <|ad_begin|><s_a_7879><s_b_2497><s_c_4519>
  21:58 [视频-点赞/长播] <|video_begin|><s_a_5166><s_b_6730><s_c_2551>
  21:58 [视频-关注/点赞/长播] <|video_begin|><s_a_5906><s_b_4855><s_c_7353>
  21:59 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_3043><s_c_6344>
  22:39 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_2069><s_c_7792>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_4562><s_c_1662>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_108><s_c_615>
  00:38 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_4458><s_c_3294>
  00:41 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_3791><s_c_6170>
  01:12 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4087><s_c_3189>
  01:39 [视频-浏览] <|video_begin|><s_a_4910><s_b_3489><s_c_4314>
  02:17 [视频-收藏/长播] <|video_begin|><s_a_7751><s_b_4458><s_c_5563>
  04:21 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_8042>
  04:53 [视频-收藏/长播] <|video_begin|><s_a_5144><s_b_3417><s_c_5194>
  06:18 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_5647><s_c_4932>
  08:05 [视频-收藏/长播] <|video_begin|><s_a_7369><s_b_7554><s_c_2344>
  15:19 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_1093>
  21:36 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_6158><s_c_428>
  23:35 [视频-关注/收藏/长播] <|video_begin|><s_a_4946><s_b_4939><s_c_3775>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_326><s_c_6072>
  --:-- [商品-点击] <|prod_begin|><s_a_4182><s_b_5974><s_c_5064>
  --:-- [商品-点击] <|prod_begin|><s_a_4182><s_b_2919><s_c_4225>
  --:-- [商品-点击] <|prod_begin|><s_a_7781><s_b_4764><s_c_1282>
  --:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_1426><s_c_2172>
  --:-- [商品-点击] <|prod_begin|><s_a_330><s_b_6454><s_c_2447>
  --:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_4516><s_c_406>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_4617>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_4512>
  01:23 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_2915><s_c_1948>
  01:23 [视频-关注/收藏/长播] <|video_begin|><s_a_3241><s_b_6358><s_c_752>
  01:32 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_2809><s_c_7257>
  10:09 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_6464><s_c_7586>
  16:39 [视频-点赞/长播] <|video_begin|><s_a_7881><s_b_7063><s_c_7502>
  16:39 [视频-收藏/长播] <|video_begin|><s_a_5058><s_b_3678><s_c_5563>
  16:39 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_4458><s_c_6385>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_434><s_c_4616>
  16:47 [视频-点赞/长播] <|video_begin|><s_a_3481><s_b_2427><s_c_2693>
  16:53 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_7566>
  18:32 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_581><s_c_5115>
  18:33 [视频-点赞/长播] <|video_begin|><s_a_2235><s_b_5328><s_c_6416>
  18:33 [视频-收藏/长播] <|video_begin|><s_a_1921><s_b_1751><s_c_8085>
  18:34 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_2575><s_c_1232>
【2026-02-01】
  07:04 [视频-关注/长播] <|video_begin|><s_a_735><s_b_1337><s_c_6137>
  07:12 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_927><s_c_1767>
  07:12 [视频-点赞/长播] <|video_begin|><s_a_4644><s_b_2657><s_c_5957>
  12:19 [视频-点赞/长播] <|video_begin|><s_a_7881><s_b_7063><s_c_7502>
  12:19 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_4855><s_c_2392>
  14:50 [视频-点赞/长播] <|video_begin|><s_a_2431><s_b_6018><s_c_5988>
  15:03 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8168><s_b_3417><s_c_1638>
  15:31 [视频-收藏/长播] <|video_begin|><s_a_7923><s_b_7098><s_c_3476>
  16:17 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_7098><s_c_853>
【2026-02-02】
  00:30 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_2069><s_c_3835>
  00:37 [广告-点击] <|ad_begin|><s_a_2859><s_b_1656><s_c_4101>
  07:22 [视频-关注/长播] <|video_begin|><s_a_1698><s_b_5841><s_c_2163>
  07:36 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
  07:36 [广告-点击] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
  11:06 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_755><s_c_7836>
  18:13 [视频-点赞/长播] <|video_begin|><s_a_4092><s_b_6358><s_c_5236>
  18:16 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_4803><s_c_8112>
  23:36 [视频-评论/长播] <|video_begin|><s_a_5476><s_b_8022><s_c_190>
【2026-02-03】
  02:35 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_1002><s_c_1423>
  06:00 [视频-点赞/长播] <|video_begin|><s_a_7931><s_b_6045><s_c_1741>
  09:49 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_4953><s_c_5004>
  10:03 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_1119><s_c_2530>
  10:30 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_1399><s_c_8136>
  10:30 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_2963><s_c_2543>
  15:42 [视频-长播] <|video_begin|><s_a_578><s_b_2737><s_c_5563>
  15:42 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3648>
  16:19 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
  16:19 [广告-点击] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
  20:39 [视频-长播] <|video_begin|><s_a_6704><s_b_329><s_c_2159>
  20:39 [视频-长播] <|video_begin|><s_a_2419><s_b_4794><s_c_2961>
  20:39 [视频-长播] <|video_begin|><s_a_3801><s_b_3235><s_c_1764>
  20:39 [视频-长播] <|video_begin|><s_a_2366><s_b_2965><s_c_5120>
  20:43 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_2357><s_c_8085>
  20:44 [视频-长播] <|video_begin|><s_a_2749><s_b_4169><s_c_2544>
  20:45 [视频-长播] <|video_begin|><s_a_7796><s_b_5237><s_c_1708>
  20:45 [视频-长播] <|video_begin|><s_a_7385><s_b_1822><s_c_853>
  20:45 [视频-长播] <|video_begin|><s_a_1233><s_b_4682><s_c_7365>
  20:45 [视频-点赞/长播] <|video_begin|><s_a_735><s_b_1557><s_c_1993>
  20:50 [视频-长播] <|video_begin|><s_a_1336><s_b_5597><s_c_3084>
  20:50 [视频-长播] <|video_begin|><s_a_8159><s_b_1277><s_c_2248>
  20:50 [视频-点赞/长播] <|video_begin|><s_a_7903><s_b_7096><s_c_1140>
  20:52 [视频-长播] <|video_begin|><s_a_6474><s_b_2555><s_c_8085>
  20:52 [视频-长播] <|video_begin|><s_a_4795><s_b_2357><s_c_1309>
  20:52 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_7267>
  20:56 [视频-长播] <|video_begin|><s_a_2364><s_b_1526><s_c_4952>
  20:56 [视频-长播] <|video_begin|><s_a_2578><s_b_108><s_c_5004>
  20:56 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_6042><s_c_2676>
  20:59 [视频-长播] <|video_begin|><s_a_3632><s_b_7571><s_c_2468>
  22:14 [视频-长播] <|video_begin|><s_a_2364><s_b_3832><s_c_722>
  22:32 [视频-长播] <|video_begin|><s_a_1096><s_b_6442><s_c_2242>
  22:35 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1350><s_c_6583>
  22:36 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_6676>
  22:36 [视频-点赞/长播] <|video_begin|><s_a_7293><s_b_4798><s_c_6254>
  23:16 [视频-长播] <|video_begin|><s_a_1793><s_b_7603><s_c_142>
  23:16 [视频-长播] <|video_begin|><s_a_4946><s_b_6726><s_c_5359>
  23:16 [视频-长播] <|video_begin|><s_a_1207><s_b_6358><s_c_1272>
  23:29 [视频-长播] <|video_begin|><s_a_3858><s_b_3417><s_c_1337>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_2961><s_b_8049><s_c_7378>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6058><s_c_2205>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_3026>
  12:22 [视频-长播] <|video_begin|><s_a_5907><s_b_6234><s_c_3477>
  14:21 [广告-点击] <|ad_begin|><s_a_3308><s_b_1330><s_c_1148>
  15:00 [视频-浏览] <|video_begin|><s_a_6510><s_b_4878><s_c_5839>
  15:28 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
  15:28 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
  16:14 [视频-点赞/长播] <|video_begin|><s_a_4367><s_b_2069><s_c_7502>
【2026-02-05】
  00:04 [视频-长播] <|video_begin|><s_a_2587><s_b_5511><s_c_4208>
  00:04 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_8008><s_c_6583>
  00:04 [视频-关注/点赞/长播] <|video_begin|><s_a_4092><s_b_4578><s_c_5988>
  00:06 [视频-长播] <|video_begin|><s_a_2051><s_b_6051><s_c_7106>
  00:06 [视频-长播] <|video_begin|><s_a_2220><s_b_3673><s_c_4605>
  00:06 [视频-收藏/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_5563>
  00:10 [视频-长播] <|video_begin|><s_a_3858><s_b_4050><s_c_544>
  00:10 [视频-长播] <|video_begin|><s_a_3632><s_b_7381><s_c_1662>
  00:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
  00:36 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
  03:14 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_2251><s_c_2963>
  04:01 [视频-长播] <|video_begin|><s_a_1336><s_b_7043><s_c_2460>
  04:01 [视频-长播] <|video_begin|><s_a_3632><s_b_7897><s_c_4654>
  04:01 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_607>
  04:01 [视频-长播] <|video_begin|><s_a_6704><s_b_4723><s_c_111>
  04:06 [视频-长播] <|video_begin|><s_a_890><s_b_7762><s_c_7448>
  04:55 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_7899>
  04:55 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_1946>
  04:55 [视频-长播] <|video_begin|><s_a_7984><s_b_4125><s_c_4932>
  05:02 [广告-点击] <|ad_begin|><s_a_6302><s_b_7894><s_c_532>
  05:30 [视频-长播] <|video_begin|><s_a_3689><s_b_2799><s_c_6124>
  07:08 [视频-长播] <|video_begin|><s_a_8159><s_b_5419><s_c_439>
  07:08 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_6582><s_c_6344>
  08:31 [视频-长播] <|video_begin|><s_a_3915><s_b_3803><s_c_7921>
  08:31 [视频-长播] <|video_begin|><s_a_2015><s_b_1292><s_c_439>
  08:31 [视频-长播] <|video_begin|><s_a_6846><s_b_4688><s_c_5231>
  08:31 [视频-长播] <|video_begin|><s_a_2364><s_b_6123><s_c_4681>
  08:56 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
  08:56 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
  14:45 [视频-长播] <|video_begin|><s_a_192><s_b_4746><s_c_6385>
  14:45 [视频-长播] <|video_begin|><s_a_4946><s_b_1002><s_c_47>
  14:45 [视频-长播] <|video_begin|><s_a_3801><s_b_5169><s_c_5128>
  14:50 [视频-长播] <|video_begin|><s_a_6704><s_b_3417><s_c_237>
  14:50 [视频-长播] <|video_begin|><s_a_7738><s_b_4352><s_c_5305>
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑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）： 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
核心逻辑要求（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B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，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销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 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请围绕以下主题提取行为逻辑链：
主题：从被动接收到主动探索：汽车后市场消费决策演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收到主动探索：汽车后市场消费决策演化",
    "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"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从被动接收到主动探索：汽车后市场消费决策演化","events":[{"date":"2026-01-21","action":"[视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1751><s_c_7321>","logic":"初始触发：通过收藏汽车实用技巧视频，表现出对提升驾驶体验和安全性的初步兴趣。"},{"date":"2026-01-30","action":"[视频-收藏/长播] <|video_begin|><s_a_7369><s_b_7554><s_c_2344>","logic":"兴趣聚焦：从泛化的汽车知识，收敛到对“行车记录仪”这一具体安防设备的功能性认知，并收藏了介绍视频。"},{"date":"2026-01-30","action":"[商品-点击] <|prod_begin|><s_a_4182><s_b_5974><s_c_5064>","logic":"决策深化与参数对比（维度一）：主动点击具体商品，关注点明确为“4K高清”、“前后双录”、“手机互联”，开始进入产品选型和参数对比阶段。"},{"date":"2026-01-30","action":"[商品-点击] <|prod_begin|><s_a_4182><s_b_2919><s_c_4225>","logic":"认知增量与需求升级（维度二）：在“4K高清”基础上，增加了“三镜头”、“车内录像”、“倒车影像”等新功能维度，体现了对产品功能覆盖面更全面的考量，完成了从“前后双录”到“三镜头全景”的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-12-24】
  --:-- [商品-点击] <|prod_begin|><s_a_6102><s_b_1966><s_c_7926>
【2025-01-15】
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_5272><s_c_5785>
【2025-04-28】
  --:-- [商品-点击] <|prod_begin|><s_a_1435><s_b_5426><s_c_2579>
  --:-- [商品-点击] <|prod_begin|><s_a_6254><s_b_5449><s_c_3970>
  --:-- [商品-点击] <|prod_begin|><s_a_7851><s_b_2504><s_c_577>
  --:-- [商品-点击] <|prod_begin|><s_a_4084><s_b_6435><s_c_5159>
  --:-- [商品-点击] <|prod_begin|><s_a_7441><s_b_108><s_c_589>
【2025-05-26】
  --:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_6147><s_c_1421>
  --:-- [商品-点击] <|prod_begin|><s_a_2331><s_b_132><s_c_1884>
  --:-- [商品-点击] <|prod_begin|><s_a_2756><s_b_1926><s_c_1716>
【2025-08-31】
  --:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_799><s_c_765>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_1524><s_b_2448><s_c_3296>
【2026-01-24】
  05:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_757><s_b_5857><s_c_6601>
  10:49 [视频-关注/长播] <|video_begin|><s_a_629><s_b_5727><s_c_5217>
【2026-01-26】
  07:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_3887>
【2026-01-27】
  05:35 [视频-点赞] <|video_begin|><s_a_94><s_b_4855><s_c_4654>
  05:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_116><s_b_575><s_c_6919>
  06:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_5904><s_b_575><s_c_4252>
  09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_7751><s_b_3803><s_c_2530>
  10:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3510><s_b_5101><s_c_7899>
  10:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_5146><s_b_575><s_c_3637>
【2026-01-28】
  03:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_1106><s_b_1399><s_c_2568>
  03:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_1590><s_c_6266>
  03:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_3858><s_b_575><s_c_5194>
  08:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_5629><s_b_1399><s_c_141>
  08:20 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_6234><s_c_5358>
  08:27 [视频-关注/长播] <|video_begin|><s_a_791><s_b_1906><s_c_5563>
  09:20 [视频-关注] <|video_begin|><s_a_2158><s_b_7261><s_c_405>
  09:33 [视频-浏览] <|video_begin|><s_a_148><s_b_3691><s_c_6547>
  10:50 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
  10:51 [视频-关注/长播] <|video_begin|><s_a_1098><s_b_2560><s_c_3501>
  10:56 [视频-关注/长播] <|video_begin|><s_a_2713><s_b_5619><s_c_40>
  11:08 [视频-关注/长播] <|video_begin|><s_a_3510><s_b_5349><s_c_853>
  11:50 [视频-点赞] <|video_begin|><s_a_2344><s_b_3932><s_c_2452>
  12:16 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6727><s_c_1552>
【2026-01-29】
  09:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_2713><s_b_25><s_c_5402>
  11:25 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6123><s_c_1402>
  12:07 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7608><s_c_3363>
【2026-01-30】
  00:43 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_7081><s_c_5901>
  03:45 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_1322>
  06:19 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_978><s_c_6215>
  08:24 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_6962>
  08:46 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_6390>
  08:46 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_6390>
  10:01 [广告-深度转化] <|ad_begin|><s_a_294><s_b_1141><s_c_7264>
  10:01 [广告-点击] <|ad_begin|><s_a_294><s_b_1141><s_c_7264>
  12:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_2562><s_b_5101><s_c_7106>
  12:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_8164><s_b_1596><s_c_607>
  12:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_4999><s_b_3803><s_c_2530>
  12:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7180><s_c_5563>
  12:31 [广告-点击] <|ad_begin|><s_a_4039><s_b_7180><s_c_5563>
  13:02 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4646><s_b_946><s_c_4923>
  13:05 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_1822><s_c_4636>
  13:25 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1766><s_b_5693><s_c_4318>
  13:53 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_1141><s_c_594>
  13:53 [广告-点击] <|ad_begin|><s_a_6166><s_b_1141><s_c_594>
【2026-01-31】
  03:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_1178>
  03:00 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_1178>
  04:28 [广告-深度转化] <|ad_begin|><s_a_655><s_b_2854><s_c_3476>
  04:28 [广告-点击] <|ad_begin|><s_a_655><s_b_2854><s_c_3476>
  06:43 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2058><s_b_7077><s_c_2678>
  06:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_5629><s_b_5101><s_c_141>
  07:43 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6234><s_c_2370>
  07:43 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_2370>
  09:13 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7077><s_b_1940><s_c_5553>
  09:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_757><s_b_5763><s_c_2235>
  09:32 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7077><s_b_3447><s_c_2370>
  10:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7077><s_b_7756><s_c_3777>
  10:16 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7369><s_b_4462><s_c_3500>
  10:31 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5086><s_b_6421><s_c_2028>
  10:31 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5476><s_b_7756><s_c_917>
  10:40 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3510><s_b_6426><s_c_141>
  11:13 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6973><s_c_6616>
  11:13 [广告-点击] <|ad_begin|><s_a_655><s_b_6973><s_c_6616>
  11:15 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6321><s_b_3589><s_c_2262>
  11:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_3925><s_b_7756><s_c_2237>
  11:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_7751><s_b_6426><s_c_457>
  12:11 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_8168><s_b_3297><s_c_81>
  12:11 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_8168><s_b_5237><s_c_3987>
  12:11 [视频-收藏/点赞/长播] <|video_begin|><s_a_5144><s_b_5384><s_c_66>
  12:12 [广告-深度转化] <|ad_begin|><s_a_655><s_b_2854><s_c_6879>
  12:12 [广告-点击] <|ad_begin|><s_a_655><s_b_2854><s_c_6879>
  12:25 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_6234><s_c_3261>
  12:25 [广告-点击] <|ad_begin|><s_a_6166><s_b_6234><s_c_3261>
  13:05 [广告-点击] <|ad_begin|><s_a_5687><s_b_6234><s_c_3036>
【2026-02-01】
  00:17 [广告-深度转化] <|ad_begin|><s_a_6602><s_b_6234><s_c_5061>
  00:17 [广告-点击] <|ad_begin|><s_a_6602><s_b_6234><s_c_5061>
  00:53 [广告-深度转化] <|ad_begin|><s_a_6783><s_b_7318><s_c_5828>
  00:53 [广告-点击] <|ad_begin|><s_a_6783><s_b_7318><s_c_5828>
  01:36 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_3834>
  01:36 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_3834>
  02:10 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
  02:10 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
  02:18 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_6718>
  02:18 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_6718>
  05:24 [广告-点击] <|ad_begin|><s_a_6783><s_b_7318><s_c_5828>
  05:45 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
  05:45 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
  05:56 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2221><s_c_6067>
  05:56 [广告-点击] <|ad_begin|><s_a_3738><s_b_2221><s_c_6067>
  06:21 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1766><s_b_351><s_c_4790>
  06:21 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7751><s_b_3803><s_c_5231>
  06:21 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7888><s_c_3501>
  06:21 [广告-点击] <|ad_begin|><s_a_8127><s_b_7888><s_c_3501>
  07:12 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_7076>
  07:12 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_7076>
  08:10 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_7333><s_c_3363>
  08:10 [广告-点击] <|ad_begin|><s_a_1935><s_b_7333><s_c_3363>
  08:13 [广告-深度转化] <|ad_begin|><s_a_655><s_b_5171><s_c_2814>
  08:13 [广告-点击] <|ad_begin|><s_a_655><s_b_5171><s_c_2814>
  10:11 [广告-深度转化] <|ad_begin|><s_a_655><s_b_3952><s_c_1339>
  10:11 [广告-点击] <|ad_begin|><s_a_655><s_b_3952><s_c_1339>
  11:02 [广告-深度转化] <|ad_begin|><s_a_655><s_b_800><s_c_6557>
  11:02 [广告-点击] <|ad_begin|><s_a_655><s_b_800><s_c_6557>
  11:06 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_1141><s_c_2315>
  11:06 [广告-点击] <|ad_begin|><s_a_5555><s_b_1141><s_c_2315>
  11:35 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_6248>
  11:35 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_6248>
  12:12 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7184><s_c_5563>
  12:12 [广告-点击] <|ad_begin|><s_a_8127><s_b_7184><s_c_5563>
  13:13 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_1669>
  13:13 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_1669>
  13:17 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1335><s_b_6358><s_c_607>
  14:49 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_6718>
  15:01 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_827>
  15:01 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_827>
【2026-02-02】
  04:24 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7218><s_c_1439>
  04:24 [广告-点击] <|ad_begin|><s_a_655><s_b_7218><s_c_1439>
  05:29 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7218><s_c_6879>
  05:29 [广告-点击] <|ad_begin|><s_a_655><s_b_7218><s_c_6879>
  05:33 [广告-点击] <|ad_begin|><s_a_8127><s_b_7888><s_c_3501>
  07:41 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_1322>
  07:56 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_1339>
  07:56 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1339>
  09:06 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_853>
  09:06 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_853>
  09:32 [广告-深度转化] <|ad_begin|><s_a_655><s_b_3348><s_c_4373>
  09:32 [广告-点击] <|ad_begin|><s_a_655><s_b_3348><s_c_4373>
  09:43 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_1596><s_c_882>
  09:46 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_594><s_c_1859>
  10:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_1108><s_b_2560><s_c_814>
  10:29 [视频-长播] <|video_begin|><s_a_16><s_b_5101><s_c_2568>
  11:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_2756>
  11:00 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_2756>
  11:03 [视频-长播] <|video_begin|><s_a_2578><s_b_1596><s_c_47>
  11:09 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7608><s_c_2460>
  11:09 [广告-点击] <|ad_begin|><s_a_8127><s_b_7608><s_c_2460>
  11:15 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2854><s_c_77>
  11:15 [广告-点击] <|ad_begin|><s_a_3738><s_b_2854><s_c_77>
  11:21 [视频-长播] <|video_begin|><s_a_3510><s_b_6690><s_c_141>
  11:21 [视频-长播] <|video_begin|><s_a_2139><s_b_4497><s_c_5563>
  11:21 [视频-长播] <|video_begin|><s_a_1336><s_b_176><s_c_2568>
  11:21 [视频-长播] <|video_begin|><s_a_629><s_b_3065><s_c_5240>
  11:21 [视频-长播] <|video_begin|><s_a_1336><s_b_884><s_c_1206>
  11:21 [视频-长播] <|video_begin|><s_a_8127><s_b_7381><s_c_4352>
  11:27 [视频-长播] <|video_begin|><s_a_7385><s_b_1596><s_c_2369>
  11:33 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4312><s_b_7340><s_c_5563>
  11:34 [视频-长播] <|video_begin|><s_a_1299><s_b_3803><s_c_5162>
  11:34 [视频-长播] <|video_begin|><s_a_2768><s_b_6442><s_c_7106>
  11:40 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6321><s_b_4076><s_c_6559>
  11:48 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3958>
  11:48 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3958>
  12:04 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_3775>
  12:05 [视频-长播] <|video_begin|><s_a_4312><s_b_6525><s_c_1719>
  12:05 [视频-长播] <|video_begin|><s_a_5062><s_b_7344><s_c_7657>
【2026-02-03】
  00:16 [视频-长播] <|video_begin|><s_a_174><s_b_6234><s_c_6355>
  01:49 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_6616>
  03:34 [广告-深度转化] <|ad_begin|><s_a_6602><s_b_6234><s_c_1118>
  03:34 [广告-点击] <|ad_begin|><s_a_6602><s_b_6234><s_c_1118>
  03:47 [广告-点击] <|ad_begin|><s_a_2899><s_b_581><s_c_6227>
  04:43 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_3845><s_c_4182>
  04:43 [广告-点击] <|ad_begin|><s_a_8127><s_b_3845><s_c_4182>
  04:59 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_6879>
  04:59 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_6879>
  05:44 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_3885><s_c_47>
  05:44 [广告-点击] <|ad_begin|><s_a_8127><s_b_3885><s_c_47>
  08:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
  08:30 [视频-收藏/长播] <|video_begin|><s_a_5629><s_b_3803><s_c_5061>
  08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_401>
  08:49 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6435><s_c_5256>
  08:49 [广告-点击] <|ad_begin|><s_a_3738><s_b_6435><s_c_5256>
  10:08 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_5932>
  10:08 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_5932>
  10:53 [广告-深度转化] <|ad_begin|><s_a_174><s_b_2799><s_c_3096>
  10:53 [广告-点击] <|ad_begin|><s_a_174><s_b_2799><s_c_3096>
  11:33 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_4150><s_c_4373>
  11:33 [广告-点击] <|ad_begin|><s_a_6166><s_b_4150><s_c_4373>
【2026-02-04】
  01:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6234><s_c_3634>
  01:01 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_3634>
  01:38 [视频-长播] <|video_begin|><s_a_5146><s_b_4291><s_c_2530>
  01:48 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_2027><s_c_6547>
  01:53 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3001><s_b_575><s_c_8085>
  01:53 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5903><s_b_575><s_c_237>
  01:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_814>
  02:11 [视频-长播] <|video_begin|><s_a_2015><s_b_404><s_c_6047>
  02:17 [视频-关注/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>
  02:21 [视频-关注/点赞/长播] <|video_begin|><s_a_16><s_b_876><s_c_2584>
  02:21 [视频-关注/点赞/长播] <|video_begin|><s_a_2562><s_b_6000><s_c_7297>
  02:30 [视频-关注/点赞/长播] <|video_begin|><s_a_2058><s_b_7200><s_c_1026>
  02:35 [视频-关注/点赞/长播] <|video_begin|><s_a_189><s_b_7288><s_c_2530>
  02:35 [视频-关注/点赞/长播] <|video_begin|><s_a_599><s_b_4723><s_c_5563>
  02:35 [视频-关注/点赞/长播] <|video_begin|><s_a_6604><s_b_6234><s_c_1178>
  03:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5991><s_b_7261><s_c_1858>
  03:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4646><s_b_5419><s_c_6416>
  03:30 [视频-收藏/点赞/长播] <|video_begin|><s_a_7411><s_b_575><s_c_7566>
  03:30 [视频-关注/点赞/长播] <|video_begin|><s_a_629><s_b_370><s_c_3116>
  03:34 [视频-关注/点赞/长播] <|video_begin|><s_a_599><s_b_4325><s_c_7979>
  03:56 [视频-长播] <|video_begin|><s_a_1336><s_b_57><s_c_4375>
  03:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_599><s_b_1645><s_c_499>
  03:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1527><s_b_7288><s_c_2568>
  03:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_5727><s_c_607>
  04:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3001><s_b_6234><s_c_5901>
  04:06 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2704>
  05:20 [视频-长播] <|video_begin|><s_a_6329><s_b_5101><s_c_92>
  05:20 [视频-关注/点赞/长播] <|video_begin|><s_a_7308><s_b_2854><s_c_2077>
  05:33 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_5673>
  05:33 [视频-关注/点赞/长播] <|video_begin|><s_a_5907><s_b_7180><s_c_47>
  05:40 [视频-关注/点赞/长播] <|video_begin|><s_a_6705><s_b_575><s_c_1009>
  05:44 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_6779><s_c_7106>
  05:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_8003>
  05:47 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_1399><s_c_5654>
  05:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_4667><s_b_2427><s_c_5673>
  05:47 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_6045><s_c_7548>
  05:49 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_7246><s_c_6583>
  05:53 [视频-关注/点赞/长播] <|video_begin|><s_a_7308><s_b_581><s_c_2192>
  05:57 [视频-关注/点赞/长播] <|video_begin|><s_a_7879><s_b_575><s_c_7106>
  06:02 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_6879>
  06:02 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_6879>
  07:47 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_57><s_c_5563>
  07:47 [广告-点击] <|ad_begin|><s_a_2899><s_b_57><s_c_5563>
  07:53 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_2427>
  07:53 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_2427>
  08:53 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
  08:53 [广告-点击] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
  09:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_3942><s_c_2678>
  09:04 [视频-关注/点赞/长播] <|video_begin|><s_a_1836><s_b_3447><s_c_3948>
  09:07 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6140><s_b_6972><s_c_3054>
  09:11 [视频-收藏/点赞/长播] <|video_begin|><s_a_5144><s_b_2560><s_c_809>
  09:11 [视频-关注/点赞/长播] <|video_begin|><s_a_7879><s_b_594><s_c_6857>
  09:14 [视频-长播] <|video_begin|><s_a_3001><s_b_6972><s_c_1009>
  09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1253><s_b_915><s_c_2028>
  09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6140><s_b_6972><s_c_8003>
  09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2051><s_b_3942><s_c_309>
  09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_595><s_b_3803><s_c_3530>
  09:24 [视频-长播] <|video_begin|><s_a_1108><s_b_575><s_c_3530>
  09:24 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_4252><s_c_6278>
  09:24 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7411><s_b_575><s_c_7566>
  09:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_581><s_c_8003>
  09:35 [视频-关注/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_401>
  09:40 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_7665><s_c_1306>
  09:40 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_1411><s_c_2820>
  09:58 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_7065>
  09:58 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_7065>
  10:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_599><s_b_1399><s_c_7899>
  10:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_5673>
  10:03 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3036>
  10:03 [视频-关注/点赞/长播] <|video_begin|><s_a_1883><s_b_8058><s_c_6601>
  10:09 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_4357>
  10:09 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_4357>
  10:22 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_1206><s_c_7395>
  10:22 [广告-点击] <|ad_begin|><s_a_8127><s_b_1206><s_c_7395>
  11:37 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4646><s_b_7975><s_c_7609>
  11:37 [视频-关注/点赞/长播] <|video_begin|><s_a_1883><s_b_1595><s_c_3726>
  11:37 [视频-关注/点赞/长播] <|video_begin|><s_a_5584><s_b_575><s_c_7462>
  11:37 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_1645><s_c_2194>
  12:41 [视频-关注/点赞/长播] <|video_begin|><s_a_5019><s_b_1290><s_c_3036>
  12:45 [视频-长播] <|video_begin|><s_a_7308><s_b_575><s_c_5673>
  13:50 [视频-关注/点赞/长播] <|video_begin|><s_a_6843><s_b_96><s_c_5209>
【2026-02-05】
  02:06 [视频-点赞/长播] <|video_begin|><s_a_7661><s_b_575><s_c_5673>
  02:06 [视频-点赞/长播] <|video_begin|><s_a_7610><s_b_6244><s_c_5673>
  02:11 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5101><s_c_141>
  02:11 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1747><s_c_495>
  02:11 [视频-关注/点赞/长播] <|video_begin|><s_a_5912><s_b_6234><s_c_2554>
  02:11 [视频-关注/点赞/长播] <|video_begin|><s_a_4487><s_b_1583><s_c_4822>
  02:16 [视频-点赞/长播] <|video_begin|><s_a_1140><s_b_3803><s_c_6768>
  02:16 [视频-点赞/长播] <|video_begin|><s_a_1594><s_b_2485><s_c_2468>
  02:16 [视频-点赞/长播] <|video_begin|><s_a_7610><s_b_3614><s_c_5673>
  02:31 [视频-长播] <|video_begin|><s_a_7308><s_b_575><s_c_360>
  02:31 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_607>
  02:31 [视频-点赞/长播] <|video_begin|><s_a_5629><s_b_1399><s_c_141>
  02:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_116><s_b_575><s_c_5673>
  02:37 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_876><s_c_3036>
  02:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_2450><s_b_3803><s_c_141>
  02:37 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_6234><s_c_3955>
  03:04 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_7608><s_c_2262>
  03:04 [广告-点击] <|ad_begin|><s_a_6166><s_b_7608><s_c_2262>
  06:24 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_575><s_c_2319>
  06:27 [视频-长播] <|video_begin|><s_a_3510><s_b_1413><s_c_6268>
  06:27 [视频-关注/点赞/长播] <|video_begin|><s_a_3534><s_b_3589><s_c_4994>
  06:30 [广告-点击] <|ad_begin|><s_a_2899><s_b_2854><s_c_3054>
  06:34 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7888><s_c_416>
  06:34 [广告-点击] <|ad_begin|><s_a_8127><s_b_7888><s_c_416>
  06:38 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_3447><s_c_4341>
  06:38 [视频-长播] <|video_begin|><s_a_1106><s_b_7608><s_c_7548>
  06:43 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_876><s_c_7099>
  06:47 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_562><s_b_3614><s_c_6771>
  06:48 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6551><s_c_853>
  06:48 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_8179><s_c_4341>
  06:48 [视频-点赞/长播] <|video_begin|><s_a_599><s_b_1399><s_c_2568>
  06:48 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_3006><s_c_2530>
  06:57 [视频-点赞/长播] <|video_begin|><s_a_148><s_b_1645><s_c_1511>
  07:00 [视频-关注/点赞/长播] <|video_begin|><s_a_5181><s_b_1799><s_c_1708>
  07:03 [视频-长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
  07:03 [视频-点赞/长播] <|video_begin|><s_a_1836><s_b_6234><s_c_888>
  07:03 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_876><s_c_7899>
  07:03 [视频-点赞/长播] <|video_begin|><s_a_2335><s_b_6436><s_c_6222>
  07:03 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5101><s_c_92>
  07:09 [视频-长播] <|video_begin|><s_a_7879><s_b_7180><s_c_5654>
  07:09 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_3235><s_c_47>
  07:23 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_7665><s_c_6416>
  07:23 [视频-关注/点赞/长播] <|video_begin|><s_a_1106><s_b_6234><s_c_4649>
  07:28 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_800><s_c_6857>
  07:28 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1140><s_b_736><s_c_4636>
  07:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7756><s_c_607>
  07:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4460><s_c_2568>
  07:31 [视频-关注/点赞/长播] <|video_begin|><s_a_1883><s_b_1595><s_c_4631>
  07:35 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_3447><s_c_5187>
  07:38 [视频-关注/点赞/长播] <|video_begin|><s_a_7879><s_b_800><s_c_851>
  07:45 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_6669>
  07:45 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_4552><s_c_4923>
  07:45 [视频-点赞/长播] <|video_begin|><s_a_8168><s_b_727><s_c_2460>
  07:45 [视频-关注/点赞/长播] <|video_begin|><s_a_3689><s_b_6946><s_c_339>
  07:51 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_6234><s_c_3011>
  07:55 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2194>
  07:55 [视频-关注/长播] <|video_begin|><s_a_4919><s_b_5511><s_c_607>
  07:57 [视频-长播] <|video_begin|><s_a_3935><s_b_6025><s_c_853>
  07:57 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_1952><s_c_7124>
  07:57 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_2889><s_c_853>
  07:57 [视频-关注/点赞/长播] <|video_begin|><s_a_71><s_b_96><s_c_5921>
  08:00 [视频-长播] <|video_begin|><s_a_7830><s_b_5754><s_c_958>
  08:00 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_5840><s_c_2853>
  08:00 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1822><s_c_5231>
  08:00 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_5511><s_c_1368>
  08:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_581><s_c_5651>
  08:01 [广告-点击] <|ad_begin|><s_a_655><s_b_581><s_c_5651>
  08:11 [视频-点赞/长播] <|video_begin|><s_a_4999><s_b_7776><s_c_5237>
  08:11 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_4688><s_c_3034>
  08:11 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_6358><s_c_3261>
  08:14 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6196><s_c_1935>
  08:14 [广告-点击] <|ad_begin|><s_a_5673><s_b_6196><s_c_1935>
  09:40 [视频-长播] <|video_begin|><s_a_4487><s_b_575><s_c_4319>
  09:40 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_7608><s_c_2438>
  09:40 [视频-点赞/长播] <|video_begin|><s_a_2450><s_b_5101><s_c_8033>
  09:40 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_6946><s_c_6559>
  09:40 [视频-关注/点赞/长播] <|video_begin|><s_a_532><s_b_6234><s_c_6940>
  09:50 [视频-点赞/长播] <|video_begin|><s_a_4016><s_b_7317><s_c_4027>
  10:13 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3236>
  10:13 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3236>
  10:16 [视频-长播] <|video_begin|><s_a_6140><s_b_6234><s_c_3447>
  10:16 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_3261>
  10:16 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_3447><s_c_7616>
  10:20 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_5823>
  10:20 [视频-点赞/长播] <|video_begin|><s_a_4999><s_b_3518><s_c_853>
  10:24 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3689><s_b_4879><s_c_1591>
  10:24 [视频-关注/点赞/长播] <|video_begin|><s_a_3689><s_b_3447><s_c_4479>
  10:31 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_1659>
  10:31 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1659>
  10:39 [视频-长播] <|video_begin|><s_a_4178><s_b_3815><s_c_1285>
  10:39 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6589>
  10:41 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6051><s_c_6879>
  10:41 [广告-点击] <|ad_begin|><s_a_655><s_b_6051><s_c_6879>
  10:42 [视频-长播] <|video_begin|><s_a_7979><s_b_1230><s_c_641>
  10:42 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_3261>
  10:45 [视频-长播] <|video_begin|><s_a_2801><s_b_4381><s_c_3093>
  10:45 [视频-长播] <|video_begin|><s_a_268><s_b_6946><s_c_7616>
  10:45 [视频-长播] <|video_begin|><s_a_495><s_b_6477><s_c_4315>
  10:51 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_1709>
  10:51 [视频-长播] <|video_begin|><s_a_3689><s_b_7391><s_c_7466>
  10:55 [视频-长播] <|video_begin|><s_a_3689><s_b_6946><s_c_6559>
  11:10 [视频-长播] <|video_begin|><s_a_1335><s_b_6426><s_c_5083>
  11:10 [视频-点赞/长播] <|video_begin|><s_a_2801><s_b_6477><s_c_7466>
  11:10 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7151><s_b_6477><s_c_5654>
  11:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_946><s_c_1004>
  11:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_946><s_c_1004>
  11:27 [视频-长播] <|video_begin|><s_a_4751><s_b_4812><s_c_535>
  11:27 [视频-点赞/长播] <|video_begin|><s_a_2135><s_b_7762><s_c_4543>
  11:27 [视频-关注/长播] <|video_begin|><s_a_3430><s_b_3552><s_c_1767>
  11:34 [视频-长播] <|video_begin|><s_a_5023><s_b_1013><s_c_3003>
  11:34 [视频-关注/点赞/长播] <|video_begin|><s_a_3689><s_b_4404><s_c_3093>
  11:35 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_3714><s_c_1428>
  11:37 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1929><s_c_1935>
  11:37 [广告-点击] <|ad_begin|><s_a_2111><s_b_1929><s_c_1935>
  11:45 [视频-长播] <|video_begin|><s_a_3689><s_b_6946><s_c_6559>
  11:45 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_4879><s_c_3309>
  11:45 [视频-关注/点赞/长播] <|video_begin|><s_a_5695><s_b_5008><s_c_6067>
  11:45 [视频-关注/点赞/长播] <|video_begin|><s_a_5695><s_b_978><s_c_7003>
  11:56 [视频-关注/点赞/长播] <|video_begin|><s_a_2801><s_b_6946><s_c_3093>
  11:56 [视频-关注/点赞/长播] <|video_begin|><s_a_7971><s_b_5653><s_c_3830>
  12:01 [视频-点赞/长播] <|video_begin|><s_a_3431><s_b_800><s_c_853>
  12:01 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_3598><s_c_2403>
  12:38 [视频-点赞/长播] <|video_begin|><s_a_3431><s_b_7180><s_c_2038>
  12:38 [视频-点赞/长播] <|video_begin|><s_a_1224><s_b_6946><s_c_3775>
  12:38 [视频-关注/长播] <|video_begin|><s_a_7979><s_b_3337><s_c_641>
  12:50 [视频-长播] <|video_begin|><s_a_1948><s_b_4305><s_c_6585>
  12:50 [视频-长播] <|video_begin|><s_a_2135><s_b_1813><s_c_7629>
  12:50 [视频-点赞/长播] <|video_begin|><s_a_7738><s_b_1410><s_c_5957>
  12:50 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_946><s_c_47>
  12:50 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_763><s_c_47>
  12:50 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5227><s_b_2780><s_c_4654>
  12:52 [视频-点赞/长播] <|video_begin|><s_a_7979><s_b_5040><s_c_1948>
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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、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）：
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 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 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：从娱乐八卦消费到健康焦虑驱动的知识探索

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从娱乐八卦消费到健康焦虑驱动的知识探索",
    "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"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从娱乐八卦消费到健康焦虑驱动的知识探索","events":[{"date":"2026-02-05","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3689><s_b_4879><s_c_1591>","logic":"背景行为：密集消费关于特定明星（赵丽颖/冯绍峰）的情感、婚姻及家庭生活的娱乐性内容。"},{"date":"2026-02-05","action":"[视频-关注/点赞/长播] <|video_begin|><s_a_5695><s_b_978><s_c_7003>","logic":"兴趣转折与问题触发：从娱乐八卦的被动消费，突然转变为对“心脏不好”这一具体健康问题的主动知识获取。这是一个明显的从消遣到实用、从他人故事到自身关切的认知跃迁。"},{"date":"2026-02-05","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_3714><s_c_1428>","logic":"认知拓展与深化：在心脏健康的基础上，进一步关注到“肝病患者”的饮食禁忌。这表明用户的健康焦虑并非单一问题，而是在一个触发点后，开始系统性地关注不同器官的健康保养知识，体现了兴趣的深化和关联拓展。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-08-16】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
【2025-09-03】
  --:-- [商品-购买] <|prod_begin|><s_a_7493><s_b_6690><s_c_3650>
【2025-09-08】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_2539><s_c_937>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_8049><s_c_3676>
【2025-09-17】
  --:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_7517><s_c_1995>
  --:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_3480><s_c_7377>
【2025-09-18】
  --:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_5886><s_c_3674>
  --:-- [商品-点击] <|prod_begin|><s_a_3139><s_b_4916><s_c_3884>
  --:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_6197><s_c_4481>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_6462><s_c_574>
【2025-09-19】
  --:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_1120><s_c_919>
  --:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_1312><s_c_8120>
【2025-09-25】
  --:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_3480><s_c_526>
  --:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_4126>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_6462><s_c_574>
  --:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_7517><s_c_3498>
  --:-- [商品-点击] <|prod_begin|><s_a_2643><s_b_1799><s_c_1012>
【2025-09-26】
  --:-- [商品-点击] <|prod_begin|><s_a_4390><s_b_4516><s_c_309>
  --:-- [商品-点击] <|prod_begin|><s_a_7938><s_b_6351><s_c_7994>
  --:-- [商品-点击] <|prod_begin|><s_a_4988><s_b_7090><s_c_16>
  --:-- [商品-点击] <|prod_begin|><s_a_3132><s_b_741><s_c_2144>
  --:-- [商品-点击] <|prod_begin|><s_a_5978><s_b_2787><s_c_2527>
【2025-09-30】
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5726><s_c_16>
【2025-10-05】
  --:-- [商品-点击] <|prod_begin|><s_a_7023><s_b_6466><s_c_4302>
【2025-10-09】
  --:-- [商品-点击] <|prod_begin|><s_a_485><s_b_2615><s_c_4857>
【2025-10-10】
  --:-- [商品-点击] <|prod_begin|><s_a_5982><s_b_6545><s_c_1014>
  --:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_5713>
【2025-10-11】
  --:-- [商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>
【2025-10-12】
  --:-- [商品-点击] <|prod_begin|><s_a_5682><s_b_2347><s_c_1056>
【2025-10-13】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7603><s_c_7877>
【2025-10-14】
  --:-- [商品-点击] <|prod_begin|><s_a_2049><s_b_2119><s_c_2413>
【2025-10-16】
  --:-- [商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>
【2025-10-19】
  --:-- [商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_398>
【2025-10-20】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5315><s_b_4037><s_c_5658>
【2025-10-28】
  --:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_6110><s_c_2785>
【2025-10-29】
  --:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
【2025-11-05】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4265><s_b_1434><s_c_616>
【2025-11-08】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_6266>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_4485><s_c_5563>
【2025-11-09】
  --:-- [商品-点击] <|prod_begin|><s_a_1808><s_b_6860><s_c_1278>
【2025-11-10】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_1957>
【2025-11-16】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_6393>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_1555><s_c_7267>
【2025-11-17】
  --:-- [商品-点击] <|prod_begin|><s_a_2700><s_b_6905><s_c_4038>
【2025-11-20】
  --:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
【2025-11-21】
  --:-- [商品-点击] <|prod_begin|><s_a_2421><s_b_5363><s_c_4079>
  --:-- [商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_603>
  --:-- [商品-点击] <|prod_begin|><s_a_3><s_b_6197><s_c_2856>
【2025-12-17】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5824><s_b_5727><s_c_6202>
【2025-12-28】
  14:54 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_47>
  15:43 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
【2025-12-29】
  01:44 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_7180><s_c_5673>
  02:59 [广告-深度转化] <|ad_begin|><s_a_923><s_b_1230><s_c_3363>
  09:27 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_372>
  12:16 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_1141><s_c_5732>
  15:17 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7214><s_c_146>
【2025-12-30】
  01:40 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_4092>
  02:39 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_5543><s_c_8180>
  05:21 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1339>
【2025-12-31】
  18:18 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2509>
  18:41 [广告-深度转化] <|ad_begin|><s_a_4002><s_b_6244><s_c_4654>
  18:42 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_1761>
【2026-01-01】
  16:56 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_5631><s_c_2535>
【2026-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1910><s_c_7840>
  14:28 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7333><s_c_5563>
  16:32 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6006><s_c_6792>
  18:06 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_1614>
【2026-01-03】
  04:13 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_882>
  17:35 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_5061>
【2026-01-04】
  04:41 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_3475>
  17:22 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_4932>
【2026-01-05】
  13:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_672><s_c_4636>
  18:17 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6006><s_c_853>
【2026-01-06】
  13:12 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5906>
  15:53 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_7395>
  16:11 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2854><s_c_4636>
【2026-01-07】
  13:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2438>
  15:52 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_3422><s_c_2530>
【2026-01-08】
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_4916><s_c_1891>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_1910><s_c_7377>
  --:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_1801><s_c_410>
  --:-- [商品-点击] <|prod_begin|><s_a_3139><s_b_4069><s_c_1787>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_7687><s_c_2834>
  --:-- [商品-点击] <|prod_begin|><s_a_53><s_b_5631><s_c_1353>
  04:41 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_5511><s_c_3913>
  04:41 [广告-点击] <|ad_begin|><s_a_5185><s_b_5511><s_c_3913>
  04:54 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
  04:54 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
  08:58 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7342><s_c_5851>
  08:58 [广告-点击] <|ad_begin|><s_a_7879><s_b_7342><s_c_5851>
  10:00 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6156>
  11:43 [广告-点击] <|ad_begin|><s_a_4815><s_b_5329><s_c_7072>
  14:24 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6275>
  15:11 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_56><s_c_5964>
  15:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_56><s_c_5964>
【2026-01-09】
  06:09 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
  15:20 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4967>
  15:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1642><s_c_4967>
  16:58 [广告-深度转化] <|ad_begin|><s_a_5991><s_b_581><s_c_4147>
  16:58 [广告-点击] <|ad_begin|><s_a_5991><s_b_581><s_c_4147>
【2026-01-10】
  05:07 [广告-深度转化] <|ad_begin|><s_a_5818><s_b_6234><s_c_8113>
  05:07 [广告-点击] <|ad_begin|><s_a_5818><s_b_6234><s_c_8113>
  05:46 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
  05:46 [广告-点击] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
  07:19 [广告-深度转化] <|ad_begin|><s_a_99><s_b_1277><s_c_1935>
  07:19 [广告-点击] <|ad_begin|><s_a_99><s_b_1277><s_c_1935>
  13:36 [广告-深度转化] <|ad_begin|><s_a_335><s_b_1534><s_c_3998>
  13:36 [广告-点击] <|ad_begin|><s_a_335><s_b_1534><s_c_3998>
  14:28 [广告-点击] <|ad_begin|><s_a_5687><s_b_3930><s_c_534>
  14:32 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_7952><s_c_1223>
  14:32 [广告-点击] <|ad_begin|><s_a_1596><s_b_7952><s_c_1223>
  15:18 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_5717>
  15:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_4324><s_c_5717>
【2026-01-11】
  06:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3727><s_c_3555>
  06:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_3727><s_c_3555>
  06:08 [广告-点击] <|ad_begin|><s_a_805><s_b_2308><s_c_3540>
  06:14 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_3447><s_c_6390>
  06:14 [广告-点击] <|ad_begin|><s_a_1210><s_b_3447><s_c_6390>
  06:23 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7608><s_c_4180>
  06:23 [广告-点击] <|ad_begin|><s_a_7034><s_b_7608><s_c_4180>
  06:38 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_1179>
  06:56 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_6085><s_c_4511>
  06:56 [广告-点击] <|ad_begin|><s_a_5932><s_b_6085><s_c_4511>
  10:42 [广告-点击] <|ad_begin|><s_a_5687><s_b_3302><s_c_7677>
  14:40 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_5892><s_c_6419>
  14:40 [广告-点击] <|ad_begin|><s_a_7038><s_b_5892><s_c_6419>
  14:40 [广告-点击] <|ad_begin|><s_a_3113><s_b_168><s_c_6451>
  14:42 [广告-点击] <|ad_begin|><s_a_3766><s_b_473><s_c_1322>
【2026-01-12】
  03:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
  03:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
  10:03 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_8077>
  12:17 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_4926>
  12:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1337><s_c_2454>
  12:21 [广告-点击] <|ad_begin|><s_a_5687><s_b_1337><s_c_2454>
  14:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5833><s_c_5657>
  14:07 [广告-点击] <|ad_begin|><s_a_5115><s_b_5833><s_c_5657>
  14:49 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_4340><s_c_2803>
  14:49 [广告-点击] <|ad_begin|><s_a_7034><s_b_4340><s_c_2803>
  14:53 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4369><s_c_3454>
  14:53 [广告-点击] <|ad_begin|><s_a_1596><s_b_4369><s_c_3454>
  14:55 [广告-点击] <|ad_begin|><s_a_7034><s_b_3043><s_c_3775>
  15:37 [广告-点击] <|ad_begin|><s_a_7879><s_b_7498><s_c_4851>
  16:05 [广告-点击] <|ad_begin|><s_a_7314><s_b_6006><s_c_6388>
  16:59 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_1141><s_c_3026>
  16:59 [广告-点击] <|ad_begin|><s_a_3528><s_b_1141><s_c_3026>
【2026-01-13】
  02:44 [广告-点击] <|ad_begin|><s_a_3578><s_b_6006><s_c_4783>
  02:52 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_1141><s_c_3026>
  02:52 [广告-点击] <|ad_begin|><s_a_6275><s_b_1141><s_c_3026>
  03:33 [广告-点击] <|ad_begin|><s_a_5632><s_b_2789><s_c_6725>
【2026-01-15】
  16:18 [广告-点击] <|ad_begin|><s_a_655><s_b_7608><s_c_5563>
【2026-01-16】
  02:38 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_8113>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
  02:59 [广告-点击] <|ad_begin|><s_a_5295><s_b_3932><s_c_5518>
【2026-01-18】
  02:16 [广告-点击] <|ad_begin|><s_a_6958><s_b_7180><s_c_2756>
  08:01 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6779><s_c_7945>
  08:01 [广告-点击] <|ad_begin|><s_a_5115><s_b_6779><s_c_7945>
【2026-01-19】
  02:06 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_7218><s_c_7308>
  02:06 [广告-点击] <|ad_begin|><s_a_4818><s_b_7218><s_c_7308>
  02:22 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3932><s_c_339>
  02:22 [广告-点击] <|ad_begin|><s_a_1584><s_b_3932><s_c_339>
  02:37 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1119>
  02:37 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1119>
  04:08 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4134><s_c_2932>
  04:08 [广告-点击] <|ad_begin|><s_a_2817><s_b_4134><s_c_2932>
  10:11 [广告-深度转化] <|ad_begin|><s_a_1195><s_b_7181><s_c_4511>
  10:11 [广告-点击] <|ad_begin|><s_a_1195><s_b_7181><s_c_4511>
  15:18 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_370><s_c_1005>
  15:18 [广告-点击] <|ad_begin|><s_a_1981><s_b_370><s_c_1005>
  15:36 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_7342><s_c_736>
  15:36 [广告-点击] <|ad_begin|><s_a_2508><s_b_7342><s_c_736>
  16:09 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
  16:09 [广告-点击] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
【2026-01-20】
  01:31 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1310><s_c_4487>
  01:31 [广告-点击] <|ad_begin|><s_a_2817><s_b_1310><s_c_4487>
  08:10 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_985><s_c_7601>
  08:10 [广告-点击] <|ad_begin|><s_a_7034><s_b_985><s_c_7601>
【2026-01-21】
  01:25 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
  01:25 [广告-点击] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
  02:38 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4951><s_c_3998>
  02:38 [广告-点击] <|ad_begin|><s_a_1596><s_b_4951><s_c_3998>
  --:-- [商品-点击] <|prod_begin|><s_a_7555><s_b_2103><s_c_1020>
  02:55 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_4754><s_c_5641>
  02:55 [广告-点击] <|ad_begin|><s_a_1210><s_b_4754><s_c_5641>
  03:07 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_7295><s_c_294>
  03:07 [广告-点击] <|ad_begin|><s_a_4745><s_b_7295><s_c_294>
【2026-01-22】
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_362><s_c_963>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_362><s_c_2233>
  06:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_4151><s_b_1434><s_c_4117>
  11:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_1089><s_c_3675>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_3132><s_b_362><s_c_7732>
  03:37 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_1664>
  04:05 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2514>
  10:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_5580><s_b_2299><s_c_967>
  15:22 [视频-收藏/长播] <|video_begin|><s_a_5698><s_b_4798><s_c_5187>
  15:50 [视频-关注/长播] <|video_begin|><s_a_4025><s_b_5972><s_c_2800>
  16:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_3079><s_b_4010><s_c_2190>
【2026-01-24】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6261><s_c_5452>
  06:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7903><s_b_4939><s_c_2083>
  09:43 [视频-收藏/长播] <|video_begin|><s_a_5831><s_b_1434><s_c_195>
  17:58 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7888><s_c_8112>
【2026-01-25】
  06:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_2524><s_b_5238><s_c_5967>
【2026-01-26】
  02:44 [视频-评论/点赞/长播] <|video_begin|><s_a_1658><s_b_438><s_c_3882>
  02:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_1269><s_b_2556><s_c_7272>
  02:58 [视频-评论/点赞/长播] <|video_begin|><s_a_283><s_b_1656><s_c_237>
  02:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_2252><s_b_612><s_c_6737>
  03:00 [视频-收藏/长播] <|video_begin|><s_a_5591><s_b_2865><s_c_8129>
  03:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_6018><s_b_1434><s_c_448>
  03:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_431><s_b_4410><s_c_18>
  03:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_8129>
【2026-01-27】
  03:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_982><s_b_7455><s_c_1306>
  03:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_1535><s_b_1282><s_c_5839>
  03:32 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_7888><s_c_99>
  03:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_5990><s_b_6123><s_c_5600>
  05:58 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_3321><s_c_99>
  06:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_581><s_c_2398>
  06:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_581><s_c_2398>
【2026-01-28】
  06:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_790><s_b_5511><s_c_1993>
  07:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_4033><s_c_2530>
  09:43 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1339>
  09:43 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1339>
【2026-01-29】
  07:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1943><s_b_631><s_c_1368>
  07:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_3675><s_b_4893><s_c_2123>
  17:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_6477><s_c_4543>
  18:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_7888><s_c_3221>
【2026-01-30】
  03:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_7952><s_c_5236>
  03:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_7333><s_c_1935>
  06:01 [广告-点击] <|ad_begin|><s_a_5910><s_b_6973><s_c_3454>
【2026-01-31】
  09:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_829><s_b_7888><s_c_2595>
【2026-02-01】
  02:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_4531><s_b_7675><s_c_4939>
  06:22 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_5678><s_c_4514>
  06:22 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_1188><s_c_2791>
  09:11 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_6966><s_c_1148>
  09:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_6901><s_c_3454>
  09:24 [视频-点赞/长播] <|video_begin|><s_a_2146><s_b_4550><s_c_1127>
  09:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_6846><s_b_5238><s_c_5881>
  11:37 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_5961><s_c_3380>
  14:24 [视频-点赞/长播] <|video_begin|><s_a_1344><s_b_6798><s_c_1455>
  15:24 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_5680><s_c_6286>
  15:29 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_6042><s_c_4939>
  16:27 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_659><s_c_121>
  16:31 [视频-点赞/长播] <|video_begin|><s_a_7776><s_b_8012><s_c_2153>
  16:31 [视频-点赞/长播] <|video_begin|><s_a_3484><s_b_3560><s_c_3810>
  16:31 [视频-点赞/长播] <|video_begin|><s_a_2366><s_b_2502><s_c_7951>
  17:27 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6033><s_c_7780>
【2026-02-02】
  01:58 [视频-浏览] <|video_begin|><s_a_2419><s_b_7952><s_c_7951>
  02:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_7668><s_b_7888><s_c_4243>
  02:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_829><s_b_765><s_c_1148>
  02:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_5841><s_c_6275>
  04:57 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_3898><s_c_2643>
  07:27 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_3714><s_c_2123>
  07:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_4060><s_b_1337><s_c_1979>
  08:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_7668><s_b_3268><s_c_6008>
  08:56 [视频-点赞/长播] <|video_begin|><s_a_521><s_b_6726><s_c_4699>
  09:00 [视频-点赞/长播] <|video_begin|><s_a_2654><s_b_1749><s_c_2298>
  10:34 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_8129>
  10:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_5979><s_b_1749><s_c_7990>
  10:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_6168><s_b_4640><s_c_2791>
  11:56 [视频-点赞/长播] <|video_begin|><s_a_570><s_b_5511><s_c_2820>
  11:56 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_3380><s_c_448>
  12:32 [视频-收藏/点赞/长播] <|video_begin|><s_a_4016><s_b_6234><s_c_7096>
  17:35 [视频-点赞/长播] <|video_begin|><s_a_1246><s_b_6234><s_c_5667>
  18:08 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_7272><s_c_5956>
【2026-02-03】
  01:44 [视频-评论/长播] <|video_begin|><s_a_570><s_b_6123><s_c_237>
  03:50 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_6726><s_c_1008>
  03:50 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_754><s_c_2912>
  04:55 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_2999><s_c_2584>
  04:55 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_4127><s_c_1321>
  05:01 [广告-点击] <|ad_begin|><s_a_1909><s_b_6006><s_c_6881>
  08:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_3879><s_b_1434><s_c_2357>
  10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4016><s_b_7272><s_c_1005>
  10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4025><s_b_4798><s_c_179>
  10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4780><s_b_4000><s_c_3622>
  11:18 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_697><s_c_1537>
  11:18 [视频-点赞/长播] <|video_begin|><s_a_4025><s_b_3898><s_c_1774>
  11:18 [视频-点赞] <|video_begin|><s_a_6086><s_b_3189><s_c_5541>
  14:43 [视频-收藏/长播] <|video_begin|><s_a_4531><s_b_6726><s_c_6380>
  15:05 [视频-点赞/长播] <|video_begin|><s_a_6383><s_b_5961><s_c_2190>
  18:10 [视频-收藏/点赞/长播] <|video_begin|><s_a_1269><s_b_7272><s_c_510>
【2026-02-04】
  03:57 [视频-点赞/长播] <|video_begin|><s_a_8037><s_b_6973><s_c_4657>
  05:06 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_4537><s_c_3766>
  05:21 [视频-点赞/长播] <|video_begin|><s_a_1605><s_b_3321><s_c_6292>
  05:21 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_3602><s_c_354>
  05:37 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_765><s_c_2514>
  05:37 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_2007><s_c_6341>
  06:13 [视频-点赞/长播] <|video_begin|><s_a_790><s_b_5084><s_c_1423>
  06:33 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_7175><s_c_1352>
  11:46 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_1749><s_c_4783>
  12:05 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4978>
  17:25 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1179>
  17:25 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1179>
【2026-02-05】
  01:40 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_6068><s_c_2493>
  01:40 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_529><s_c_7096>
  01:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_570><s_b_529><s_c_714>
  02:45 [视频-评论/点赞/长播] <|video_begin|><s_a_1943><s_b_4640><s_c_4636>
  03:21 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_4798><s_c_4543>
  03:21 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1300><s_c_2123>
  03:24 [视频-长播] <|video_begin|><s_a_6524><s_b_5534><s_c_497>
  03:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_5751><s_b_7554><s_c_4236>
  04:05 [视频-长播] <|video_begin|><s_a_2015><s_b_4733><s_c_5061>
  04:05 [视频-长播] <|video_begin|><s_a_4032><s_b_7175><s_c_2123>
  04:12 [视频-点赞/长播] <|video_begin|><s_a_5990><s_b_3044><s_c_448>
  04:12 [视频-点赞/长播] <|video_begin|><s_a_6075><s_b_5196><s_c_2190>
  04:19 [视频-点赞/长播] <|video_begin|><s_a_1597><s_b_6117><s_c_2300>
  04:19 [视频-点赞/长播] <|video_begin|><s_a_1246><s_b_1749><s_c_5169>
  04:19 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_5737>
  04:22 [视频-长播] <|video_begin|><s_a_5134><s_b_6458><s_c_6725>
  04:28 [视频-长播] <|video_begin|><s_a_3677><s_b_7888><s_c_448>
  04:36 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_7440><s_c_1542>
  05:00 [视频-长播] <|video_begin|><s_a_2213><s_b_5081><s_c_6286>
  05:00 [视频-长播] <|video_begin|><s_a_784><s_b_6407><s_c_3288>
  05:00 [视频-长播] <|video_begin|><s_a_2015><s_b_6782><s_c_2123>
  05:38 [视频-长播] <|video_begin|><s_a_4032><s_b_6761><s_c_953>
  05:46 [视频-长播] <|video_begin|><s_a_772><s_b_7857><s_c_457>
  05:51 [视频-长播] <|video_begin|><s_a_772><s_b_4477><s_c_4189>
  05:55 [视频-长播] <|video_begin|><s_a_772><s_b_3702><s_c_419>
  05:58 [视频-长播] <|video_begin|><s_a_5988><s_b_5631><s_c_2480>
  05:58 [视频-长播] <|video_begin|><s_a_772><s_b_1749><s_c_301>
  06:00 [视频-长播] <|video_begin|><s_a_772><s_b_6550><s_c_5135>
  06:03 [视频-长播] <|video_begin|><s_a_5054><s_b_697><s_c_5881>
  06:04 [视频-收藏/长播] <|video_begin|><s_a_772><s_b_4475><s_c_5768>
  06:05 [视频-长播] <|video_begin|><s_a_1981><s_b_7390><s_c_4537>
  06:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5580><s_b_4010><s_c_1296>
  06:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_6168><s_b_2632><s_c_5898>
  06:06 [视频-长播] <|video_begin|><s_a_5054><s_b_971><s_c_806>
  06:06 [视频-长播] <|video_begin|><s_a_4337><s_b_4878><s_c_851>
  06:06 [视频-长播] <|video_begin|><s_a_772><s_b_4600><s_c_5036>
  06:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_1318><s_b_2902><s_c_6798>
  06:14 [视频-点赞/长播] <|video_begin|><s_a_1318><s_b_1528><s_c_1148>
  06:30 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_1982>
  06:30 [视频-长播] <|video_begin|><s_a_7466><s_b_2008><s_c_8165>
  06:33 [视频-点赞/长播] <|video_begin|><s_a_4012><s_b_650><s_c_3805>
  06:35 [视频-长播] <|video_begin|><s_a_1344><s_b_7181><s_c_6300>
  06:35 [视频-长播] <|video_begin|><s_a_4088><s_b_6436><s_c_677>
  06:45 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_6423><s_c_3429>
  06:45 [视频-长播] <|video_begin|><s_a_5134><s_b_4410><s_c_1317>
  06:46 [视频-长播] <|video_begin|><s_a_3766><s_b_7437><s_c_5100>
  06:49 [视频-长播] <|video_begin|><s_a_5988><s_b_1013><s_c_5921>
  06:49 [视频-长播] <|video_begin|><s_a_2213><s_b_4541><s_c_4831>
  07:12 [视频-长播] <|video_begin|><s_a_2213><s_b_4041><s_c_2261>
  07:15 [视频-长播] <|video_begin|><s_a_5629><s_b_5711><s_c_543>
  07:15 [视频-长播] <|video_begin|><s_a_2213><s_b_414><s_c_7137>
  07:16 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_7099>
  07:16 [视频-长播] <|video_begin|><s_a_6548><s_b_5646><s_c_3365>
  08:20 [视频-长播] <|video_begin|><s_a_1726><s_b_4916><s_c_954>
  08:20 [视频-长播] <|video_begin|><s_a_2366><s_b_5511><s_c_7741>
  08:35 [视频-长播] <|video_begin|><s_a_2015><s_b_4135><s_c_2897>
  08:35 [视频-长播] <|video_begin|><s_a_7866><s_b_1749><s_c_5967>
  08:49 [视频-长播] <|video_begin|><s_a_3958><s_b_4000><s_c_5252>
  09:35 [视频-长播] <|video_begin|><s_a_7696><s_b_6358><s_c_3016>
  09:35 [视频-长播] <|video_begin|><s_a_4032><s_b_6379><s_c_1111>
  09:35 [视频-长播] <|video_begin|><s_a_2828><s_b_6973><s_c_646>
  09:46 [视频-长播] <|video_begin|><s_a_2015><s_b_5893><s_c_1935>
  10:03 [视频-长播] <|video_begin|><s_a_4032><s_b_5511><s_c_5486>
  10:03 [视频-长播] <|video_begin|><s_a_2015><s_b_6779><s_c_1935>
  10:03 [视频-长播] <|video_begin|><s_a_2213><s_b_5511><s_c_6680>
  10:33 [视频-长播] <|video_begin|><s_a_2988><s_b_6436><s_c_6377>
  11:07 [视频-长播] <|video_begin|><s_a_2015><s_b_6295><s_c_6075>
  12:36 [视频-长播] <|video_begin|><s_a_3510><s_b_7946><s_c_6227>
  13:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_4822><s_b_1286><s_c_51>
  13:56 [视频-长播] <|video_begin|><s_a_2015><s_b_5680><s_c_47>
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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、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）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B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，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
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 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从被动种草到主动探索的美妆工具认知升级

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动种草到主动探索的美妆工具认知升级",
    "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": "从被动种草到主动探索的美妆工具认知升级", "events": [{"date": "2025-09-26", "action": "[商品-点击] <|prod_begin|><s_a_5978><s_b_2787><s_c_2527>", "logic": "初始触发：用户被动点击了一个包含多种底妆工具的“新手套装”，初步接触到“粉底刷”和“粉扑”等概念。"}, {"date": "2025-10-11", "action": "[商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>", "logic": "认知深化与聚焦：用户从宽泛的套装概念中，开始主动关注并点击特定形态（月牙、弧形、扁头）的单一工具“粉底刷”，表明其兴趣点已从“一套工具”收敛至“某个特定工具”。"}, {"date": "2025-10-19", "action": "[商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_398>", "logic": "决策收敛与闭环：在对单一“月牙粉底刷”进行两次（10-11, 10-16）独立的点击了解后，用户最终选择了一个明确包含“月牙粉底刷”的“三件套”。这表明用户已确认该工具的核心价值，并开始寻求包含此核心工具的、更具性价比的组合方案，完成了从工具认知到购买决策的演化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3898><s_c_3026>
【2025-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_1036>
【2025-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_875>
【2025-04-05】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4843><s_b_2113><s_c_3970>
【2025-04-08】
  --:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
【2025-04-11】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3059><s_c_6278>
【2025-04-14】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_7615>
【2025-04-25】
  --:-- [直播-关注] <|living_begin|><s_a_2955><s_b_2828><s_c_4839>
【2025-04-26】
  --:-- [直播-关注] <|living_begin|><s_a_1302><s_b_1227><s_c_6416>
【2025-04-28】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
【2025-05-20】
  --:-- [直播-关注] <|living_begin|><s_a_7665><s_b_1410><s_c_59>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-05-21】
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_7342><s_c_7951>
【2025-05-22】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_6234><s_c_1306>
【2025-06-01】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_3589>
【2025-06-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_7616>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
【2025-06-09】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_7272><s_c_548>
【2025-06-12】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6278>
【2025-06-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_6278>
【2025-06-21】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3079>
【2025-06-27】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4467>
【2025-06-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_5230>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_3026>
【2025-07-03】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
【2025-07-06】
  --:-- [直播-打赏] <|living_begin|><s_a_7403><s_b_7342><s_c_2298>
【2025-07-11】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
【2025-07-15】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_7052><s_c_6202>
【2025-07-17】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4467>
【2025-07-18】
  --:-- [直播-关注] <|living_begin|><s_a_2435><s_b_7677><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_436><s_b_3044><s_c_7893>
【2025-07-19】
  --:-- [直播-关注] <|living_begin|><s_a_7151><s_b_451><s_c_7616>
【2025-07-28】
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_581><s_c_4344>
  --:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_697><s_c_7241>
【2025-07-29】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_8090>
【2025-07-30】
  --:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_451><s_c_7951>
【2025-08-02】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4755><s_b_5727><s_c_7701>
【2025-08-04】
  --:-- [直播-关注] <|living_begin|><s_a_4918><s_b_5437><s_c_4519>
【2025-08-06】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
【2025-08-10】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_6185>
【2025-08-13】
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
【2025-08-18】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
【2025-08-23】
  --:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_451><s_c_2403>
【2025-09-08】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_2403>
【2025-09-10】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6461><s_c_5563>
【2025-10-17】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2403>
【2025-10-27】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_7319>
【2025-11-02】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_3973>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_4010><s_c_5709>
【2025-11-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6039><s_c_330>
【2025-11-12】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7975><s_c_1140>
【2025-11-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6051><s_c_6278>
【2025-11-24】
  --:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_989><s_c_619>
【2025-11-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_2498><s_c_5879>
  --:-- [商品-购买] <|prod_begin|><s_a_5827><s_b_3206><s_c_6753>
【2025-11-26】
  --:-- [商品-购买] <|prod_begin|><s_a_5723><s_b_2752><s_c_4692>
【2025-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_1392><s_b_4380><s_c_4688>
【2025-11-30】
  --:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_2188><s_c_2199>
【2025-12-01】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5574><s_b_5270><s_c_1613>
【2025-12-05】
  --:-- [商品-购买] <|prod_begin|><s_a_3155><s_b_2381><s_c_5091>
  --:-- [商品-购买] <|prod_begin|><s_a_7102><s_b_2657><s_c_802>
  --:-- [商品-购买] <|prod_begin|><s_a_4119><s_b_1316><s_c_7061>
  --:-- [商品-购买] <|prod_begin|><s_a_5723><s_b_5449><s_c_2983>
【2025-12-07】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4241><s_c_2028>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
【2025-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_4119><s_b_1316><s_c_7061>
【2025-12-10】
  --:-- [商品-购买] <|prod_begin|><s_a_5271><s_b_3538><s_c_891>
【2025-12-11】
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_7994><s_c_2273>
  --:-- [商品-购买] <|prod_begin|><s_a_191><s_b_7078><s_c_6423>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_4278><s_b_5121><s_c_1062>
  --:-- [商品-购买] <|prod_begin|><s_a_6453><s_b_6642><s_c_3842>
  --:-- [商品-购买] <|prod_begin|><s_a_7492><s_b_7779><s_c_4927>
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4332><s_c_4817>
【2025-12-13】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2327><s_c_7799>
【2025-12-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1229><s_b_765><s_c_661>
  --:-- [商品-购买] <|prod_begin|><s_a_5867><s_b_8151><s_c_2647>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1715><s_c_5059>
【2025-12-23】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_1957>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
  --:-- [商品-购买] <|prod_begin|><s_a_4633><s_b_5637><s_c_1832>
【2025-12-26】
  --:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_697><s_c_677>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_7619><s_c_2696>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_4921>
【2026-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_4356><s_c_1678>
【2026-01-06】
  --:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_3967><s_c_2006>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2327><s_c_7799>
【2026-01-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_4538><s_c_7348>
  --:-- [商品-购买] <|prod_begin|><s_a_4719><s_b_692><s_c_1099>
【2026-01-10】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_966><s_c_7395>
【2026-01-11】
  --:-- [商品-购买] <|prod_begin|><s_a_502><s_b_7756><s_c_7691>
  --:-- [商品-购买] <|prod_begin|><s_a_852><s_b_6861><s_c_6827>
  --:-- [商品-购买] <|prod_begin|><s_a_7188><s_b_5577><s_c_3928>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3302><s_c_7517>
【2026-01-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_177><s_c_646>
【2026-01-13】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_177><s_c_646>
【2026-01-15】
  --:-- [商品-购买] <|prod_begin|><s_a_7102><s_b_2657><s_c_802>
【2026-01-16】
  --:-- [直播-打赏] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
【2026-01-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_7408><s_c_4298>
  --:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_2188><s_c_2199>
  --:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_4613><s_c_511>
【2026-01-21】
  --:-- [商品-购买] <|prod_begin|><s_a_3087><s_b_4771><s_c_912>
  20:11 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_5445><s_c_5568>
【2026-01-22】
  22:35 [视频-点赞/长播] <|video_begin|><s_a_2828><s_b_8179><s_c_5779>
【2026-01-23】
  14:44 [视频-关注/长播] <|video_begin|><s_a_738><s_b_6582><s_c_5563>
  22:15 [视频-转发/点赞/长播] <|video_begin|><s_a_7561><s_b_6165><s_c_5062>
【2026-01-24】
  --:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_4902><s_c_1763>
  --:-- [商品-点击] <|prod_begin|><s_a_5401><s_b_7877><s_c_956>
  --:-- [商品-购买] <|prod_begin|><s_a_2639><s_b_931><s_c_7935>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_7781>
  14:51 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_168><s_c_8140>
  --:-- [商品-点击] <|prod_begin|><s_a_750><s_b_5373><s_c_2860>
  --:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_4430><s_c_5404>
  --:-- [商品-点击] <|prod_begin|><s_a_2339><s_b_4430><s_c_3889>
  --:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_5449><s_c_3889>
  --:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_5748><s_c_2012>
  --:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_7178><s_c_3084>
  --:-- [商品-点击] <|prod_begin|><s_a_4892><s_b_6860><s_c_4748>
  --:-- [商品-点击] <|prod_begin|><s_a_67><s_b_6860><s_c_2860>
  --:-- [商品-点击] <|prod_begin|><s_a_7521><s_b_6860><s_c_6303>
  --:-- [商品-点击] <|prod_begin|><s_a_3868><s_b_1624><s_c_5267>
  --:-- [商品-点击] <|prod_begin|><s_a_6765><s_b_6860><s_c_3175>
  --:-- [商品-点击] <|prod_begin|><s_a_4150><s_b_3942><s_c_5688>
  --:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_2382><s_c_3255>
  --:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_4386><s_c_4150>
  --:-- [商品-点击] <|prod_begin|><s_a_4150><s_b_3015><s_c_1395>
  --:-- [商品-点击] <|prod_begin|><s_a_4150><s_b_1798><s_c_6737>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_2382><s_c_358>
  --:-- [商品-点击] <|prod_begin|><s_a_6916><s_b_6489><s_c_5449>
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_5816><s_c_3889>
  --:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_6860><s_c_2838>
  --:-- [商品-购买] <|prod_begin|><s_a_4150><s_b_3942><s_c_5688>
  --:-- [商品-购买] <|prod_begin|><s_a_6916><s_b_6489><s_c_5449>
  23:40 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_4932><s_c_5563>
【2026-01-26】
  --:-- [直播-关注] <|living_begin|><s_a_2071><s_b_697><s_c_7657>
  --:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_7292><s_c_1877>
  --:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_586><s_c_5226>
  --:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_2382><s_c_58>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_1700><s_c_1082>
  --:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_3916><s_c_3749>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_3444><s_c_86>
  --:-- [商品-点击] <|prod_begin|><s_a_941><s_b_2474><s_c_3889>
【2026-02-01】
  16:47 [视频-收藏/长播] <|video_begin|><s_a_5058><s_b_4010><s_c_2608>
  17:08 [视频-收藏/长播] <|video_begin|><s_a_2051><s_b_4746><s_c_1741>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3634>
  14:00 [视频-收藏/长播] <|video_begin|><s_a_4193><s_b_1212><s_c_5839>
  21:00 [视频-收藏/长播] <|video_begin|><s_a_4808><s_b_5419><s_c_6390>
  21:10 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_1642><s_c_4605>
  23:11 [视频-收藏/长播] <|video_begin|><s_a_5146><s_b_4944><s_c_7951>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_456><s_c_843>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_4230><s_c_3022>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_2060><s_c_5044>
  --:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_2060><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_2060><s_c_3239>
  --:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_5206><s_c_6011>
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_2060><s_c_7978>
【2026-02-04】
  15:36 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_8091>
  15:36 [视频-长播] <|video_begin|><s_a_6321><s_b_6436><s_c_2530>
  15:40 [视频-长播] <|video_begin|><s_a_2125><s_b_1292><s_c_2568>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1966><s_c_4948>
  --:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_7874><s_c_1877>
  --:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_3559><s_c_1877>
  --:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_7874><s_c_1877>
  22:45 [视频-长播] <|video_begin|><s_a_3689><s_b_3127><s_c_2678>
  22:45 [视频-长播] <|video_begin|><s_a_6140><s_b_5951><s_c_5563>
  22:49 [视频-长播] <|video_begin|><s_a_231><s_b_3193><s_c_5823>
  22:50 [视频-长播] <|video_begin|><s_a_4088><s_b_7218><s_c_1614>
  22:50 [视频-长播] <|video_begin|><s_a_456><s_b_3589><s_c_4693>
  22:50 [视频-长播] <|video_begin|><s_a_7830><s_b_4571><s_c_7899>
  22:50 [视频-长播] <|video_begin|><s_a_2942><s_b_7776><s_c_853>
  22:50 [视频-长播] <|video_begin|><s_a_4372><s_b_6442><s_c_2551>
  22:50 [视频-长播] <|video_begin|><s_a_7830><s_b_3059><s_c_5911>
  22:50 [视频-长播] <|video_begin|><s_a_2367><s_b_4571><s_c_5162>
  22:55 [视频-长播] <|video_begin|><s_a_7213><s_b_1751><s_c_853>
  22:55 [视频-长播] <|video_begin|><s_a_2015><s_b_6782><s_c_4208>
  22:55 [视频-长播] <|video_begin|><s_a_5023><s_b_1292><s_c_2568>
  23:00 [视频-长播] <|video_begin|><s_a_3632><s_b_1201><s_c_1935>
  23:00 [视频-长播] <|video_begin|><s_a_5134><s_b_6358><s_c_4631>
  23:00 [视频-长播] <|video_begin|><s_a_5134><s_b_6973><s_c_6154>
  23:02 [视频-长播] <|video_begin|><s_a_6987><s_b_4275><s_c_7181>
  23:02 [视频-长播] <|video_begin|><s_a_3510><s_b_2221><s_c_4631>
  23:02 [视频-长播] <|video_begin|><s_a_3689><s_b_1013><s_c_3309>
  23:02 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_2313>
  23:02 [视频-长播] <|video_begin|><s_a_2764><s_b_4087><s_c_5402>
  23:07 [视频-长播] <|video_begin|><s_a_3532><s_b_2963><s_c_6222>
  23:07 [视频-长播] <|video_begin|><s_a_457><s_b_5169><s_c_5921>
  23:07 [视频-长播] <|video_begin|><s_a_4088><s_b_6234><s_c_5965>
  23:17 [视频-长播] <|video_begin|><s_a_5023><s_b_1212><s_c_1232>
  23:17 [视频-长播] <|video_begin|><s_a_817><s_b_108><s_c_6368>
  23:17 [视频-长播] <|video_begin|><s_a_7931><s_b_6234><s_c_2341>
  23:17 [视频-长播] <|video_begin|><s_a_2672><s_b_1926><s_c_838>
  23:17 [视频-长播] <|video_begin|><s_a_5134><s_b_4932><s_c_439>
【2026-02-05】
  03:46 [视频-长播] <|video_begin|><s_a_7647><s_b_4246><s_c_3261>
  03:46 [视频-长播] <|video_begin|><s_a_6140><s_b_7910><s_c_1332>
  09:18 [视频-长播] <|video_begin|><s_a_4808><s_b_57><s_c_5553>
  09:18 [视频-长播] <|video_begin|><s_a_4707><s_b_6234><s_c_1877>
  09:20 [视频-长播] <|video_begin|><s_a_4808><s_b_1201><s_c_7911>
  09:23 [视频-长播] <|video_begin|><s_a_782><s_b_3636><s_c_1537>
  09:23 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_1267>
  09:59 [视频-长播] <|video_begin|><s_a_7556><s_b_5131><s_c_130>
  10:02 [视频-长播] <|video_begin|><s_a_5134><s_b_7342><s_c_5823>
  10:02 [视频-长播] <|video_begin|><s_a_4519><s_b_3166><s_c_701>
  10:08 [视频-长播] <|video_begin|><s_a_4113><s_b_184><s_c_1423>
  10:08 [视频-长播] <|video_begin|><s_a_5903><s_b_4125><s_c_2530>
  10:10 [视频-长播] <|video_begin|><s_a_2165><s_b_2485><s_c_5563>
  10:10 [视频-长播] <|video_begin|><s_a_6867><s_b_3338><s_c_3108>
  15:42 [视频-长播] <|video_begin|><s_a_6018><s_b_697><s_c_182>
  15:42 [视频-长播] <|video_begin|><s_a_3655><s_b_6234><s_c_1767>
  15:42 [视频-长播] <|video_begin|><s_a_3632><s_b_1201><s_c_503>
  15:48 [视频-长播] <|video_begin|><s_a_4808><s_b_713><s_c_143>
  --:-- [商品-点击] <|prod_begin|><s_a_941><s_b_3802><s_c_3889>
  --:-- [商品-购买] <|prod_begin|><s_a_7794><s_b_4430><s_c_5829>
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）： 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
核心提取逻辑 (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 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从被动接收到主动购买的节日装饰决策链

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收到主动购买的节日装饰决策链",
    "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"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain":{"name":"从被动接收到主动购买的节日装饰决策链","events":[{"date":"2026-01-23","action":"[视频-关注/长播] <|video_begin|><s_a_738><s_b_6582><s_c_5563>","logic":"初始触发：被动接收到关于“中国结挂件”和“节日装饰”的视觉信息，激发了潜在的节日装饰需求。"},{"date":"2026-01-24","action":"[商品-点击] <|prod_begin|><s_a_2639><s_b_4902><s_c_1763>","logic":"兴趣确认与筛选：从被动观看转为主动点击具体的商品，开始评估不同款式的“中国结挂件”，将模糊的兴趣聚焦到具体的商品形态上。"},{"date":"2026-01-24","action":"[商品-购买] <|prod_begin|><s_a_2639><s_b_931><s_c_7935>","logic":"决策闭环：在对多种挂件进行比较后，最终完成购买决策，实现了从被动信息接收到主动消费的完整转化。"}]}}<|im_end|>
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
label_ids:
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/home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:01:40,736 >> Model config Qwen3Config {
  "architectures": [
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  "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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  "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": {
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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
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<think>
</think>
{"logic_chain": {"name": "从被动种草到主动探索的美妆工具认知升级", "events": [{"date": "2025-09-26", "action": "[商品-点击] <|prod_begin|><s_a_5978><s_b_2787><s_c_2527>", "logic": "初始触发：用户被动点击了一个包含多种底妆工具的“新手套装”，初步接触到“粉底刷”和“粉扑”等概念。"}, {"date": "2025-10-11", "action": "[商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>", "logic": "认知深化与聚焦：用户从宽泛的套装概念中，开始主动关注并点击特定形态（月牙、弧形、扁头）的单一工具“粉底刷”，表明其兴趣点已从“一套工具”收敛至“某个特定工具”。"}, {"date": "2025-10-19", "action": "[商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_398>", "logic": "决策收敛与闭环：在对单一“月牙粉底刷”进行两次（10-11, 10-16）独立的点击了解后，用户最终选择了一个明确包含“月牙粉底刷”的“三件套”。这表明用户已确认该工具的核心价值，并开始寻求包含此核心工具的、更具性价比的组合方案，完成了从工具认知到购买决策的演化。"}]}}<|im_end|>
<think>
</think>
{"logic_chain":{"name":"从被动接收到主动购买的节日装饰决策链","events":[{"date":"2026-01-23","action":"[视频-关注/长播] <|video_begin|><s_a_738><s_b_6582><s_c_5563>","logic":"初始触发：被动接收到关于“中国结挂件”和“节日装饰”的视觉信息，激发了潜在的节日装饰需求。"},{"date":"2026-01-24","action":"[商品-点击] <|prod_begin|><s_a_2639><s_b_4902><s_c_1763>","logic":"兴趣确认与筛选：从被动观看转为主动点击具体的商品，开始评估不同款式的“中国结挂件”，将模糊的兴趣聚焦到具体的商品形态上。"},{"date":"2026-01-24","action":"[商品-购买] <|prod_begin|><s_a_2639><s_b_931><s_c_7935>","logic":"决策闭环：在对多种挂件进行比较后，最终完成购买决策，实现了从被动信息接收到主动消费的完整转化。"}]}}<|im_end|>

[INFO|2026-07-10 01:01:40] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-10 01:01:40] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-10 01:01:41,525 >> 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] 2026-07-10 01:01:41,525 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-10 01:01:41,575 >> 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]
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Loading weights: 100%|██████████| 311/311 [00:00<00:00, 2211.50it/s]
[INFO|configuration_utils.py:980] 2026-07-10 01:01:42,443 >> 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] 2026-07-10 01:01:42,444 >> 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] 2026-07-10 01:01:42,820 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-10 01:01:42] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-10 01:01:42] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-10 01:01:42] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-10 01:01:42] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-10 01:01:42] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-10 01:01:42,843 >> 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] 2026-07-10 01:01:42,961 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-10 01:01:42,961 >>   Num examples = 3,337
[INFO|trainer.py:1471] 2026-07-10 01:01:42,961 >>   Num Epochs = 3
[INFO|trainer.py:1472] 2026-07-10 01:01:42,961 >>   Num update steps per epoch = 835
[INFO|trainer.py:1473] 2026-07-10 01:01:42,961 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-10 01:01:42,961 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-10 01:01:42,961 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-10 01:01:42,961 >>   Total optimization steps = 2,505
[INFO|trainer.py:1479] 2026-07-10 01:01:42,962 >>   Number of trainable parameters = 801,433,600

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{'loss': '1.581', 'grad_norm': '2.531', 'learning_rate': '1.594e-06', 'epoch': '1.989'}
{'loss': '1.593', 'grad_norm': '2.328', 'learning_rate': '1.577e-06', 'epoch': '1.995'}
{'loss': '1.551', 'grad_norm': '8.938', 'learning_rate': '1.56e-06', 'epoch': '2'}

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 73%|███████▎  | 1840/2505 [4:15:00<1:33:36,  8.45s/it]
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 74%|███████▎  | 1846/2505 [4:15:50<1:31:13,  8.31s/it]
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 74%|███████▍  | 1848/2505 [4:16:06<1:29:06,  8.14s/it]
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 74%|███████▍  | 1850/2505 [4:16:22<1:28:51,  8.14s/it]
                                                       

 74%|███████▍  | 1850/2505 [4:16:22<1:28:51,  8.14s/it]
 74%|███████▍  | 1851/2505 [4:16:30<1:28:22,  8.11s/it]
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 74%|███████▍  | 1855/2505 [4:17:01<1:24:49,  7.83s/it]
                                                       

 74%|███████▍  | 1855/2505 [4:17:01<1:24:49,  7.83s/it]
 74%|███████▍  | 1856/2505 [4:17:09<1:26:17,  7.98s/it]
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 74%|███████▍  | 1860/2505 [4:17:41<1:25:15,  7.93s/it]
                                                       

 74%|███████▍  | 1860/2505 [4:17:41<1:25:15,  7.93s/it]
 74%|███████▍  | 1861/2505 [4:17:49<1:27:24,  8.14s/it]
 74%|███████▍  | 1862/2505 [4:17:58<1:27:22,  8.15s/it]
 74%|███████▍  | 1863/2505 [4:18:07<1:30:10,  8.43s/it]
 74%|███████▍  | 1864/2505 [4:18:15<1:29:55,  8.42s/it]
 74%|███████▍  | 1865/2505 [4:18:23<1:29:13,  8.36s/it]
                                                       

 74%|███████▍  | 1865/2505 [4:18:23<1:29:13,  8.36s/it]
 74%|███████▍  | 1866/2505 [4:18:32<1:29:25,  8.40s/it]
 75%|███████▍  | 1867/2505 [4:18:40<1:27:36,  8.24s/it]
 75%|███████▍  | 1868/2505 [4:18:47<1:26:00,  8.10s/it]
 75%|███████▍  | 1869/2505 [4:18:56<1:26:41,  8.18s/it]
 75%|███████▍  | 1870/2505 [4:19:04<1:26:04,  8.13s/it]
                                                       

 75%|███████▍  | 1870/2505 [4:19:04<1:26:04,  8.13s/it]
 75%|███████▍  | 1871/2505 [4:19:13<1:28:30,  8.38s/it]
 75%|███████▍  | 1872/2505 [4:19:21<1:28:34,  8.40s/it]
 75%|███████▍  | 1873/2505 [4:19:30<1:28:48,  8.43s/it]
 75%|███████▍  | 1874/2505 [4:19:38<1:29:34,  8.52s/it]
 75%|███████▍  | 1875/2505 [4:19:46<1:26:36,  8.25s/it]
                                                       

 75%|███████▍  | 1875/2505 [4:19:46<1:26:36,  8.25s/it]
 75%|███████▍  | 1876/2505 [4:19:55<1:27:30,  8.35s/it]
 75%|███████▍  | 1877/2505 [4:20:03<1:26:50,  8.30s/it]
 75%|███████▍  | 1878/2505 [4:20:11<1:26:58,  8.32s/it]
 75%|███████▌  | 1879/2505 [4:20:20<1:27:35,  8.40s/it]
 75%|███████▌  | 1880/2505 [4:20:28<1:26:14,  8.28s/it]
                                                       

 75%|███████▌  | 1880/2505 [4:20:28<1:26:14,  8.28s/it]
 75%|███████▌  | 1881/2505 [4:20:36<1:26:55,  8.36s/it]
 75%|███████▌  | 1882/2505 [4:20:45<1:28:35,  8.53s/it]
 75%|███████▌  | 1883/2505 [4:20:53<1:26:18,  8.33s/it]
 75%|███████▌  | 1884/2505 [4:21:02<1:27:44,  8.48s/it]
 75%|███████▌  | 1885/2505 [4:21:10<1:27:15,  8.44s/it]
                                                       

 75%|███████▌  | 1885/2505 [4:21:10<1:27:15,  8.44s/it]
 75%|███████▌  | 1886/2505 [4:21:19<1:27:06,  8.44s/it]
 75%|███████▌  | 1887/2505 [4:21:27<1:25:13,  8.27s/it]
 75%|███████▌  | 1888/2505 [4:21:34<1:22:53,  8.06s/it]
 75%|███████▌  | 1889/2505 [4:21:43<1:25:03,  8.29s/it]
 75%|███████▌  | 1890/2505 [4:21:51<1:25:17,  8.32s/it]
                                                       

 75%|███████▌  | 1890/2505 [4:21:51<1:25:17,  8.32s/it]
 75%|███████▌  | 1891/2505 [4:22:00<1:24:58,  8.30s/it]
 76%|███████▌  | 1892/2505 [4:22:09<1:26:27,  8.46s/it]
 76%|███████▌  | 1893/2505 [4:22:16<1:24:42,  8.30s/it]
 76%|███████▌  | 1894/2505 [4:22:24<1:21:25,  8.00s/it]
 76%|███████▌  | 1895/2505 [4:22:32<1:21:52,  8.05s/it]
                                                       

 76%|███████▌  | 1895/2505 [4:22:32<1:21:52,  8.05s/it]
 76%|███████▌  | 1896/2505 [4:22:40<1:21:55,  8.07s/it]
 76%|███████▌  | 1897/2505 [4:22:48<1:20:38,  7.96s/it]
 76%|███████▌  | 1898/2505 [4:22:56<1:22:53,  8.19s/it]
 76%|███████▌  | 1899/2505 [4:23:04<1:21:28,  8.07s/it]
 76%|███████▌  | 1900/2505 [4:23:12<1:20:28,  7.98s/it]
                                                       

 76%|███████▌  | 1900/2505 [4:23:12<1:20:28,  7.98s/it]
 76%|███████▌  | 1901/2505 [4:23:20<1:21:01,  8.05s/it]
 76%|███████▌  | 1902/2505 [4:23:28<1:21:13,  8.08s/it]
 76%|███████▌  | 1903/2505 [4:23:37<1:22:06,  8.18s/it]
 76%|███████▌  | 1904/2505 [4:23:45<1:22:29,  8.24s/it]
 76%|███████▌  | 1905/2505 [4:23:53<1:21:52,  8.19s/it]
                                                       

 76%|███████▌  | 1905/2505 [4:23:53<1:21:52,  8.19s/it]
 76%|███████▌  | 1906/2505 [4:24:01<1:21:40,  8.18s/it]
 76%|███████▌  | 1907/2505 [4:24:10<1:22:34,  8.28s/it]
 76%|███████▌  | 1908/2505 [4:24:19<1:23:26,  8.39s/it]
 76%|███████▌  | 1909/2505 [4:24:27<1:23:38,  8.42s/it]
 76%|███████▌  | 1910/2505 [4:24:35<1:23:28,  8.42s/it]
                                                       

 76%|███████▌  | 1910/2505 [4:24:35<1:23:28,  8.42s/it]
 76%|███████▋  | 1911/2505 [4:24:44<1:24:32,  8.54s/it]
 76%|███████▋  | 1912/2505 [4:24:53<1:24:16,  8.53s/it]
 76%|███████▋  | 1913/2505 [4:25:00<1:20:44,  8.18s/it]
 76%|███████▋  | 1914/2505 [4:25:08<1:19:25,  8.06s/it]
 76%|███████▋  | 1915/2505 [4:25:17<1:21:17,  8.27s/it]
                                                       

 76%|███████▋  | 1915/2505 [4:25:17<1:21:17,  8.27s/it]
 76%|███████▋  | 1916/2505 [4:25:25<1:22:08,  8.37s/it]
 77%|███████▋  | 1917/2505 [4:25:34<1:22:56,  8.46s/it]
 77%|███████▋  | 1918/2505 [4:25:42<1:20:20,  8.21s/it]
 77%|███████▋  | 1919/2505 [4:25:50<1:21:08,  8.31s/it]
 77%|███████▋  | 1920/2505 [4:25:59<1:21:22,  8.35s/it]
                                                       

 77%|███████▋  | 1920/2505 [4:25:59<1:21:22,  8.35s/it]
 77%|███████▋  | 1921/2505 [4:26:08<1:23:58,  8.63s/it]
 77%|███████▋  | 1922/2505 [4:26:16<1:22:27,  8.49s/it]
 77%|███████▋  | 1923/2505 [4:26:24<1:21:43,  8.42s/it]
 77%|███████▋  | 1924/2505 [4:26:33<1:22:36,  8.53s/it]
 77%|███████▋  | 1925/2505 [4:26:41<1:20:06,  8.29s/it]
                                                       

 77%|███████▋  | 1925/2505 [4:26:41<1:20:06,  8.29s/it]
 77%|███████▋  | 1926/2505 [4:26:49<1:19:36,  8.25s/it]
 77%|███████▋  | 1927/2505 [4:26:57<1:18:53,  8.19s/it]
 77%|███████▋  | 1928/2505 [4:27:06<1:21:03,  8.43s/it]
 77%|███████▋  | 1929/2505 [4:27:15<1:21:25,  8.48s/it]
 77%|███████▋  | 1930/2505 [4:27:23<1:20:00,  8.35s/it]
                                                       

 77%|███████▋  | 1930/2505 [4:27:23<1:20:00,  8.35s/it]
 77%|███████▋  | 1931/2505 [4:27:31<1:19:13,  8.28s/it]
 77%|███████▋  | 1932/2505 [4:27:39<1:18:58,  8.27s/it]
 77%|███████▋  | 1933/2505 [4:27:46<1:15:00,  7.87s/it]
 77%|███████▋  | 1934/2505 [4:27:54<1:15:57,  7.98s/it]
 77%|███████▋  | 1935/2505 [4:28:03<1:19:01,  8.32s/it]
                                                       

 77%|███████▋  | 1935/2505 [4:28:03<1:19:01,  8.32s/it]
 77%|███████▋  | 1936/2505 [4:28:12<1:19:29,  8.38s/it]
 77%|███████▋  | 1937/2505 [4:28:20<1:18:09,  8.26s/it]
 77%|███████▋  | 1938/2505 [4:28:29<1:19:49,  8.45s/it]
 77%|███████▋  | 1939/2505 [4:28:37<1:18:10,  8.29s/it]
 77%|███████▋  | 1940/2505 [4:28:46<1:20:09,  8.51s/it]
                                                       

 77%|███████▋  | 1940/2505 [4:28:46<1:20:09,  8.51s/it]
 77%|███████▋  | 1941/2505 [4:28:54<1:19:33,  8.46s/it]
 78%|███████▊  | 1942/2505 [4:29:02<1:19:18,  8.45s/it]
 78%|███████▊  | 1943/2505 [4:29:11<1:19:04,  8.44s/it]
 78%|███████▊  | 1944/2505 [4:29:19<1:17:29,  8.29s/it]
 78%|███████▊  | 1945/2505 [4:29:27<1:17:45,  8.33s/it]
                                                       

 78%|███████▊  | 1945/2505 [4:29:27<1:17:45,  8.33s/it]
 78%|███████▊  | 1946/2505 [4:29:36<1:18:56,  8.47s/it]
 78%|███████▊  | 1947/2505 [4:29:44<1:17:57,  8.38s/it]
 78%|███████▊  | 1948/2505 [4:29:53<1:18:51,  8.49s/it]
 78%|███████▊  | 1949/2505 [4:30:02<1:20:04,  8.64s/it]
 78%|███████▊  | 1950/2505 [4:30:10<1:19:33,  8.60s/it]
                                                       

 78%|███████▊  | 1950/2505 [4:30:10<1:19:33,  8.60s/it]
 78%|███████▊  | 1951/2505 [4:30:19<1:18:20,  8.48s/it]
 78%|███████▊  | 1952/2505 [4:30:28<1:20:18,  8.71s/it]
 78%|███████▊  | 1953/2505 [4:30:36<1:19:17,  8.62s/it]
 78%|███████▊  | 1954/2505 [4:30:44<1:15:28,  8.22s/it]
 78%|███████▊  | 1955/2505 [4:30:52<1:16:54,  8.39s/it]
                                                       

 78%|███████▊  | 1955/2505 [4:30:52<1:16:54,  8.39s/it]
 78%|███████▊  | 1956/2505 [4:31:00<1:16:02,  8.31s/it]
 78%|███████▊  | 1957/2505 [4:31:09<1:17:14,  8.46s/it]
 78%|███████▊  | 1958/2505 [4:31:18<1:17:55,  8.55s/it]
 78%|███████▊  | 1959/2505 [4:31:26<1:15:37,  8.31s/it]
 78%|███████▊  | 1960/2505 [4:31:34<1:16:14,  8.39s/it]
                                                       

 78%|███████▊  | 1960/2505 [4:31:34<1:16:14,  8.39s/it]
 78%|███████▊  | 1961/2505 [4:31:42<1:14:27,  8.21s/it]
 78%|███████▊  | 1962/2505 [4:31:51<1:15:13,  8.31s/it]
 78%|███████▊  | 1963/2505 [4:31:58<1:13:30,  8.14s/it]
 78%|███████▊  | 1964/2505 [4:32:07<1:15:02,  8.32s/it]
 78%|███████▊  | 1965/2505 [4:32:16<1:15:49,  8.42s/it]
                                                       

 78%|███████▊  | 1965/2505 [4:32:16<1:15:49,  8.42s/it]
 78%|███████▊  | 1966/2505 [4:32:24<1:15:05,  8.36s/it]
 79%|███████▊  | 1967/2505 [4:32:33<1:16:53,  8.58s/it]
 79%|███████▊  | 1968/2505 [4:32:42<1:16:44,  8.58s/it]
 79%|███████▊  | 1969/2505 [4:32:50<1:15:02,  8.40s/it]
 79%|███████▊  | 1970/2505 [4:32:58<1:13:32,  8.25s/it]
                                                       

 79%|███████▊  | 1970/2505 [4:32:58<1:13:32,  8.25s/it]
 79%|███████▊  | 1971/2505 [4:33:06<1:13:30,  8.26s/it]
 79%|███████▊  | 1972/2505 [4:33:14<1:14:19,  8.37s/it]
 79%|███████▉  | 1973/2505 [4:33:23<1:15:47,  8.55s/it]
 79%|███████▉  | 1974/2505 [4:33:32<1:14:35,  8.43s/it]
 79%|███████▉  | 1975/2505 [4:33:39<1:12:10,  8.17s/it]
                                                       

 79%|███████▉  | 1975/2505 [4:33:39<1:12:10,  8.17s/it]
 79%|███████▉  | 1976/2505 [4:33:49<1:15:09,  8.52s/it]
 79%|███████▉  | 1977/2505 [4:33:57<1:15:02,  8.53s/it]
 79%|███████▉  | 1978/2505 [4:34:05<1:13:11,  8.33s/it]
 79%|███████▉  | 1979/2505 [4:34:14<1:13:43,  8.41s/it]
 79%|███████▉  | 1980/2505 [4:34:22<1:13:42,  8.42s/it]
                                                       

 79%|███████▉  | 1980/2505 [4:34:22<1:13:42,  8.42s/it]
 79%|███████▉  | 1981/2505 [4:34:30<1:12:41,  8.32s/it]
 79%|███████▉  | 1982/2505 [4:34:38<1:11:55,  8.25s/it]
 79%|███████▉  | 1983/2505 [4:34:47<1:13:44,  8.48s/it]
 79%|███████▉  | 1984/2505 [4:34:55<1:12:10,  8.31s/it]
 79%|███████▉  | 1985/2505 [4:35:04<1:12:25,  8.36s/it]
                                                       

 79%|███████▉  | 1985/2505 [4:35:04<1:12:25,  8.36s/it]
 79%|███████▉  | 1986/2505 [4:35:12<1:12:20,  8.36s/it]
 79%|███████▉  | 1987/2505 [4:35:21<1:13:41,  8.54s/it]
 79%|███████▉  | 1988/2505 [4:35:29<1:12:37,  8.43s/it]
 79%|███████▉  | 1989/2505 [4:35:37<1:11:59,  8.37s/it]
 79%|███████▉  | 1990/2505 [4:35:46<1:12:21,  8.43s/it]
                                                       

 79%|███████▉  | 1990/2505 [4:35:46<1:12:21,  8.43s/it]
 79%|███████▉  | 1991/2505 [4:35:54<1:11:53,  8.39s/it]
 80%|███████▉  | 1992/2505 [4:36:02<1:10:26,  8.24s/it]
 80%|███████▉  | 1993/2505 [4:36:10<1:09:02,  8.09s/it]
 80%|███████▉  | 1994/2505 [4:36:18<1:08:58,  8.10s/it]
 80%|███████▉  | 1995/2505 [4:36:26<1:09:45,  8.21s/it]
                                                       

 80%|███████▉  | 1995/2505 [4:36:26<1:09:45,  8.21s/it]
 80%|███████▉  | 1996/2505 [4:36:35<1:11:24,  8.42s/it]
 80%|███████▉  | 1997/2505 [4:36:43<1:09:38,  8.22s/it]
 80%|███████▉  | 1998/2505 [4:36:51<1:07:37,  8.00s/it]
 80%|███████▉  | 1999/2505 [4:36:59<1:07:31,  8.01s/it]
 80%|███████▉  | 2000/2505 [4:37:06<1:07:00,  7.96s/it]
                                                       

 80%|███████▉  | 2000/2505 [4:37:06<1:07:00,  7.96s/it]
 80%|███████▉  | 2001/2505 [4:37:14<1:06:47,  7.95s/it]
 80%|███████▉  | 2002/2505 [4:37:22<1:06:30,  7.93s/it]
 80%|███████▉  | 2003/2505 [4:37:31<1:08:30,  8.19s/it]
 80%|████████  | 2004/2505 [4:37:39<1:08:38,  8.22s/it]
 80%|████████  | 2005/2505 [4:37:48<1:09:33,  8.35s/it]
                                                       

 80%|████████  | 2005/2505 [4:37:48<1:09:33,  8.35s/it]
 80%|████████  | 2006/2505 [4:37:55<1:06:18,  7.97s/it]
 80%|████████  | 2007/2505 [4:38:03<1:06:24,  8.00s/it]
 80%|████████  | 2008/2505 [4:38:11<1:05:55,  7.96s/it]
 80%|████████  | 2009/2505 [4:38:20<1:08:47,  8.32s/it]
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Training completed. Do not forget to share your model on huggingface.co/models =)



                                                     

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[INFO|trainer.py:3815] 2026-07-10 06:48:39,475 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3
[INFO|configuration_utils.py:533] 2026-07-10 06:48:39,476 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/config.json
[INFO|configuration_utils.py:816] 2026-07-10 06:48:39,476 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/generation_config.json

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{'loss': '1.498', 'grad_norm': '13.56', 'learning_rate': '2.458e-12', 'epoch': '3'}
{'train_runtime': '2.082e+04', 'train_samples_per_second': '0.481', 'train_steps_per_second': '0.12', 'train_loss': '1.637', 'epoch': '3'}

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.18it/s]
[INFO|modeling_utils.py:3471] 2026-07-10 06:48:40,330 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-10 06:48:40,441 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-10 06:48:40,462 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/tokenizer_config.json
***** train metrics *****
  epoch                    =          3.0
  total_flos               = 1125824970GF
  train_loss               =       1.6375
  train_runtime            =   5:46:56.51
  train_samples_per_second =        0.481
  train_steps_per_second   =         0.12
Figure saved at: /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/training_loss.png
[WARNING|2026-07-10 06:48:40] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-10 06:48:40] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-10 06:48:40,564 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}