[2026-07-15 04:50:17] stage 1/1: /home/ll/llm4rec/experiments/configs/v41_v29_baseline_general_replay_lr4e7_ep10.yaml
/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|2026-07-15 04:50:20] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:769] 2026-07-15 04:50:20,525 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:50:20,529 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "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": 151643,
  "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": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-15 04:50:21,227 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:50:21,228 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "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": 151643,
  "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": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-15 04:50:21,228 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:50:21,228 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "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": 151643,
  "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": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|2026-07-15 04:50:21] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v41_baseline_general.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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training example:
input_ids:
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156041, 165912, 174446, 198, 100780, 88802, 5122, 112735, 23031, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 81217, 20074, 68805, 32108, 101057, 101294, 3837, 100345, 70589, 20002, 108221, 100022, 3837, 101092, 89012, 22382, 100220, 118797, 47606, 101070, 100520, 41299, 33071, 57218, 108314, 72064, 9370, 108221, 101070, 104913, 63314, 8997, 108221, 101070, 31905, 9909, 101358, 68805, 109756, 111641, 7552, 5122, 74866, 112, 75650, 12, 100020, 5373, 101981, 12, 104181, 75437, 100541, 5373, 45943, 12, 72651, 5373, 45943, 12, 103946, 5373, 78973, 12, 78973, 5373, 87140, 12, 102679, 5373, 87140, 12, 45861, 75650, 5373, 101927, 12, 72651, 5373, 101927, 12, 102217, 101548, 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, 220, 57218, 108221, 362, 88940, 227, 100360, 101199, 102700, 99424, 102122, 33108, 100220, 21515, 29732, 16872, 90395, 102094, 99226, 99193, 104378, 99622, 46306, 100145, 8997, 17, 13, 100565, 113597, 100520, 41299, 5122, 108221, 425, 54851, 99519, 220, 108221, 362, 220, 102710, 111018, 57191, 16628, 100354, 3837, 100631, 362, 54851, 425, 43589, 100609, 62112, 8997, 18, 13, 100354, 102217, 103340, 5122, 18493, 102486, 100220, 21515, 29732, 16872, 3837, 108221, 425, 43589, 100354, 50511, 99260, 108221, 362, 72669, 20929, 100398, 33108, 107193, 3837, 77288, 16530, 102298, 104183, 105444, 9370, 103946, 5373, 72651, 5373, 78973, 49567, 101070, 3837, 23031, 101153, 92374, 43815, 105444, 8997, 14880, 101092, 107976, 100220, 107439, 101070, 104913, 63314, 28311, 100220, 5122, 45181, 107285, 99722, 27369, 99953, 100366, 101966, 105789, 104520, 9370, 116973, 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, 99722, 27369, 99953, 100366, 101966, 105789, 104520, 9370, 116973, 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, 4913, 24225, 30583, 22317, 606, 3252, 45181, 107285, 99722, 27369, 99953, 100366, 101966, 105789, 104520, 9370, 116973, 2198, 12389, 66582, 1028, 3252, 17, 15, 17, 20, 12, 16, 17, 12, 17, 19, 2198, 1311, 3252, 58, 101927, 12, 102217, 101548, 60, 220, 176251, 153020, 160839, 170752, 2198, 24225, 3252, 113188, 111916, 5122, 107285, 29077, 104381, 101888, 2073, 116930, 854, 33108, 2073, 106481, 100370, 105257, 97907, 100461, 99722, 101290, 101927, 3837, 104970, 34187, 32664, 101960, 99722, 104215, 108762, 1773, 36509, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 15, 20, 2198, 1311, 3252, 58, 45943, 12, 72651, 60, 220, 176247, 158973, 161556, 170388, 2198, 24225, 3252, 101070, 101548, 57218, 86119, 104536, 5122, 45181, 107285, 9370, 5373, 99845, 100461, 9370, 116930, 101290, 3837, 101548, 100782, 27733, 72651, 101092, 2073, 120202, 14, 121486, 854, 100147, 100398, 102010, 86119, 104310, 1773, 43288, 102406, 20002, 103936, 100708, 36667, 45181, 107346, 9370, 2073, 99722, 854, 118609, 26939, 105149, 9370, 5373, 85106, 100638, 9370, 116067, 17447, 3837, 105236, 45181, 107285, 29077, 104381, 101966, 105789, 110061, 100560, 100287, 1773, 9207, 60, 3417, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-01-03】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5627><s_c_5244>
【2025-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_5892><s_c_4631>
【2025-02-15】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_3524>
【2025-03-14】
  --:-- [直播-关注] <|living_begin|><s_a_2073><s_b_1557><s_c_5244>
【2025-04-22】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1053><s_c_3503>
【2025-04-23】
  --:-- [商品-购买] <|prod_begin|><s_a_820><s_b_1632><s_c_297>
【2025-04-25】
  --:-- [商品-购买] <|prod_begin|><s_a_3331><s_b_5106><s_c_2973>
【2025-05-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3058><s_b_3790><s_c_2403>
【2025-05-23】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_7869><s_c_5650>
【2025-05-25】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4464><s_c_1570>
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_8002><s_c_3890>
【2025-05-27】
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
【2025-06-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4680><s_b_1808><s_c_5491>
  --:-- [商品-购买] <|prod_begin|><s_a_8191><s_b_5487><s_c_2175>
  --:-- [商品-购买] <|prod_begin|><s_a_1193><s_b_5934><s_c_7783>
【2025-06-14】
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_2919><s_c_7188>
  --:-- [商品-购买] <|prod_begin|><s_a_631><s_b_1834><s_c_81>
【2025-06-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7541><s_b_7043><s_c_1045>
【2025-06-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_3970>
【2025-07-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6609>
【2025-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7765><s_b_5509><s_c_2332>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_2204><s_b_4768><s_c_3253>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_2808><s_c_1322>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2064><s_c_7536>
  --:-- [商品-购买] <|prod_begin|><s_a_4968><s_b_2087><s_c_6291>
【2025-08-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_677>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_4980>
【2025-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_2919><s_c_6993>
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
【2025-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6695><s_b_6652><s_c_4929>
  --:-- [商品-购买] <|prod_begin|><s_a_6972><s_b_4106><s_c_5153>
【2025-09-15】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3280><s_c_2793>
【2025-09-16】
  --:-- [直播-打赏] <|living_begin|><s_a_933><s_b_3898><s_c_2556>
【2025-09-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_8142>
【2025-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_1777><s_c_6256>
  --:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_6180>
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_5719><s_c_3345>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_990><s_b_989><s_c_2639>
【2025-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_990><s_b_63><s_c_7804>
【2025-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_3257>
【2025-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1992><s_b_5549><s_c_6631>
  --:-- [商品-购买] <|prod_begin|><s_a_1798><s_b_2085><s_c_3434>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>
【2025-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_2390><s_c_131>
【2025-11-05】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5244>
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_5340><s_c_2589>
【2025-11-07】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6545><s_c_6653>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1838><s_c_1125>
【2025-11-08】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7047><s_c_3676>
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_2069><s_c_6202>
【2025-11-17】
  --:-- [直播-关注] <|living_begin|><s_a_4566><s_b_7342><s_c_6202>
【2025-11-19】
  --:-- [商品-点击] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
  --:-- [商品-购买] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5956>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5237><s_c_4518>
【2025-11-22】
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_6256>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
  --:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_3894><s_c_366>
  --:-- [商品-点击] <|prod_begin|><s_a_5888><s_b_664><s_c_2998>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_2114><s_c_3568>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_7218><s_c_4920>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_7971><s_c_574>
  --:-- [商品-点击] <|prod_begin|><s_a_820><s_b_5398><s_c_4368>
  --:-- [商品-点击] <|prod_begin|><s_a_1604><s_b_6641><s_c_1291>
  --:-- [商品-点击] <|prod_begin|><s_a_996><s_b_3645><s_c_7703>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-23】
  --:-- [商品-点击] <|prod_begin|><s_a_4368><s_b_2958><s_c_3335>
  --:-- [商品-点击] <|prod_begin|><s_a_5578><s_b_5487><s_c_7405>
  --:-- [商品-点击] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
  --:-- [商品-点击] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_1808><s_c_297>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_132><s_c_1561>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
  --:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-25】
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
【2025-11-28】
  --:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
【2025-11-30】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_4459>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1275><s_b_4410><s_c_6278>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_5563>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_602>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_4722>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7548>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_6240>
【2025-12-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-12-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3442>
【2025-12-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_7047><s_c_2309>
【2025-12-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_7342><s_c_3026>
【2025-12-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
【2025-12-20】
  --:-- [直播-打赏] <|living_begin|><s_a_1957><s_b_6039><s_c_909>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_451><s_c_5244>
【2025-12-22】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_6234><s_c_1306>
  --:-- [商品-点击] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
  --:-- [商品-购买] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
【2025-12-28】
  --:-- [商品-点击] <|prod_begin|><s_a_6695><s_b_2390><s_c_5215>
【2025-12-31】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4323><s_c_6202>
【2026-01-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_7342><s_c_4771>
【2026-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6202>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2026-01-04】
  06:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_6857>
  09:08 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
  18:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_558><s_c_5563>
【2026-01-05】
  03:43 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_1659>
  04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1335>
  05:08 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  13:13 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7638>
  15:30 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_7548>
  17:25 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_4636>
  17:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1178>
【2026-01-06】
  04:53 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6782><s_c_6240>
  23:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
【2026-01-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4208>
  10:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5687>
  17:25 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1246>
  17:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_5776>
【2026-01-08】
  03:27 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_2919><s_c_7188>
  16:22 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4595>
  16:32 [广告-点击] <|ad_begin|><s_a_2692><s_b_5511><s_c_1170>
  16:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
  16:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
  19:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
  19:38 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_7052><s_c_2784>
  02:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
  02:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
  09:06 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
  09:06 [广告-点击] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
  --:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_7727><s_c_7742>
【2026-01-10】
  03:02 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
  03:02 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
  03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3775>
  05:07 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_3026>
  05:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  05:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  08:07 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
  08:07 [广告-点击] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
  08:15 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
  08:15 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
  08:31 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
  08:31 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
  09:01 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
  09:01 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
  16:06 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
  16:06 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
  17:42 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
  17:42 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
  17:52 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2194>
  18:04 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  18:04 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
【2026-01-11】
  04:38 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
  04:38 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
【2026-01-12】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_2803>
  06:35 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
  06:35 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
  15:36 [广告-点击] <|ad_begin|><s_a_1474><s_b_5511><s_c_4724>
【2026-01-13】
  03:09 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  03:09 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  04:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
  04:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
  08:28 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  08:28 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  09:54 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
  09:54 [广告-点击] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
  11:11 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  11:11 [广告-点击] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  13:18 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
  13:18 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
【2026-01-14】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_5673>
  04:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
  04:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
  10:23 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
  10:23 [广告-点击] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
  17:10 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
  17:10 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
  20:10 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
  20:10 [广告-点击] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
【2026-01-16】
  03:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
  03:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>
【2026-01-18】
  03:11 [广告-点击] <|ad_begin|><s_a_1708><s_b_2485><s_c_3958>
  04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
  04:23 [广告-点击] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
  18:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
  18:31 [广告-点击] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
【2026-01-19】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
  --:-- [商品-点击] <|prod_begin|><s_a_4228><s_b_1392><s_c_724>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_1561><s_b_4358><s_c_2653>
  --:-- [直播-关注] <|living_begin|><s_a_511><s_b_1277><s_c_5563>
  04:13 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_6390>
  18:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
  18:02 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
【2026-01-21】
  03:26 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
  03:26 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
  03:41 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  03:41 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  05:41 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
  05:47 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
  05:47 [广告-点击] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
  09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
  09:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
  09:29 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
  09:29 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
  09:43 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
  09:43 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
  17:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
  17:29 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
【2026-01-22】
  11:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_6358><s_c_7552>
  --:-- [商品-点击] <|prod_begin|><s_a_8051><s_b_6384><s_c_3345>
  --:-- [商品-点击] <|prod_begin|><s_a_731><s_b_2095><s_c_1247>
  14:08 [视频-点赞/长播] <|video_begin|><s_a_4505><s_b_3586><s_c_2401>
  18:03 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3402>
  18:10 [视频-点赞/长播] <|video_begin|><s_a_7715><s_b_4120><s_c_6341>
【2026-01-23】
  04:00 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1916><s_c_728>
  07:08 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
  07:08 [广告-点击] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7047><s_c_3026>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6848><s_c_4318>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_1707>
  11:35 [广告-深度转化] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
  11:35 [广告-点击] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
  14:48 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
  15:48 [视频-点赞/长播] <|video_begin|><s_a_1585><s_b_5237><s_c_6390>
【2026-01-24】
  03:05 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
  03:05 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_338><s_c_5353>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  --:-- [商品-购买] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  15:16 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7342><s_c_6940>
  15:16 [视频-点赞/长播] <|video_begin|><s_a_1651><s_b_697><s_c_7037>
【2026-01-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_6757>
  06:42 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_6737>
  09:07 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_480>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
  15:37 [视频-浏览] <|video_begin|><s_a_6904><s_b_7870><s_c_6805>
  17:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
  17:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
  21:19 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6185>
【2026-01-26】
  07:11 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_3878>
  10:08 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
  10:08 [广告-点击] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
  15:55 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_1025><s_c_6805>
  18:08 [视频-点赞/长播] <|video_begin|><s_a_1607><s_b_8008><s_c_3589>
  18:10 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_8179><s_c_7548>
  18:14 [视频-评论/点赞/长播] <|video_begin|><s_a_7771><s_b_7756><s_c_6185>
  19:26 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  19:26 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_3395>
  03:35 [视频-浏览] <|video_begin|><s_a_3396><s_b_915><s_c_7635>
  09:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
  15:10 [视频-点赞/长播] <|video_begin|><s_a_2853><s_b_4059><s_c_237>
  15:10 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_7877><s_c_1457>
  16:20 [视频-点赞/长播] <|video_begin|><s_a_8187><s_b_850><s_c_7172>
【2026-01-28】
  03:29 [视频-浏览] <|video_begin|><s_a_116><s_b_7493><s_c_1009>
  03:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
  03:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
  04:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
  04:05 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
  07:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
  07:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_5916>
  14:19 [视频-点赞/长播] <|video_begin|><s_a_6132><s_b_3068><s_c_3352>
【2026-01-29】
  03:06 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_6123><s_c_4636>
  03:24 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_5647><s_c_1128>
  10:36 [视频-关注/长播] <|video_begin|><s_a_3667><s_b_4087><s_c_1476>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_2828><s_b_759><s_c_7127>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3006><s_c_2049>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
  13:23 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_6358><s_c_5988>
  15:52 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_6519><s_c_4726>
  17:53 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_7>
  20:59 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
  21:13 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4949><s_c_7970>
  22:48 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
  23:03 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_325><s_c_8057>
  23:17 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_7571><s_c_2224>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
  04:00 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7047><s_c_2925>
  04:11 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_434><s_c_5988>
  04:26 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7879>
  10:51 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_7756><s_c_5890>
  10:55 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3898><s_c_4345>
  --:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_6652><s_c_6073>
  17:48 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_4949><s_c_2551>
  17:58 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
  17:58 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
【2026-01-31】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_6039><s_c_1662>
  03:37 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_6057>
  03:52 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  03:52 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  12:35 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6848><s_c_7548>
  12:35 [视频-点赞/长播] <|video_begin|><s_a_5470><s_b_6358><s_c_516>
  18:20 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
  18:20 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
  18:39 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_3348><s_c_1471>
  18:50 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
  18:50 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
  19:31 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_5511><s_c_607>
  19:40 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_4746><s_c_6848>
【2026-02-01】
  06:11 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
  06:11 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
  15:14 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
  15:14 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
  15:44 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3775>
  16:27 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7554><s_c_4699>
  16:27 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_5237><s_c_1039>
  18:07 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7756><s_c_943>
  18:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  18:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  21:04 [广告-点击] <|ad_begin|><s_a_786><s_b_2854><s_c_3003>
【2026-02-02】
  18:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_8179><s_c_1707>
  19:11 [视频-点赞/长播] <|video_begin|><s_a_7159><s_b_7109><s_c_4467>
【2026-02-03】
  02:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
  02:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
  03:17 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_8134><s_c_5673>
  03:20 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_5647><s_c_40>
  08:46 [视频-长播] <|video_begin|><s_a_7830><s_b_423><s_c_6154>
  08:46 [视频-长播] <|video_begin|><s_a_5843><s_b_6091><s_c_499>
  09:27 [视频-长播] <|video_begin|><s_a_148><s_b_6973><s_c_967>
  12:34 [视频-长播] <|video_begin|><s_a_532><s_b_6848><s_c_6767>
  13:31 [视频-长播] <|video_begin|><s_a_7830><s_b_6358><s_c_6973>
  13:31 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_7951>
  13:31 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_294>
  13:36 [视频-长播] <|video_begin|><s_a_5910><s_b_8024><s_c_4277>
  13:36 [视频-长播] <|video_begin|><s_a_2080><s_b_5511><s_c_6848>
  13:36 [视频-长播] <|video_begin|><s_a_1640><s_b_2906><s_c_2530>
  13:39 [视频-长播] <|video_begin|><s_a_1469><s_b_6844><s_c_7605>
  13:39 [视频-长播] <|video_begin|><s_a_3510><s_b_4746><s_c_3670>
  14:58 [视频-长播] <|video_begin|><s_a_1106><s_b_1994><s_c_4512>
  14:58 [视频-长播] <|video_begin|><s_a_5144><s_b_7047><s_c_2661>
  15:12 [视频-点赞/长播] <|video_begin|><s_a_7133><s_b_3059><s_c_2807>
【2026-02-04】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7047><s_c_2298>
  01:56 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_6833>
  04:09 [视频-长播] <|video_begin|><s_a_1335><s_b_4350><s_c_7588>
  10:50 [视频-长播] <|video_begin|><s_a_2828><s_b_2221><s_c_5654>
  10:50 [视频-长播] <|video_begin|><s_a_1640><s_b_8049><s_c_7106>
  20:36 [视频-长播] <|video_begin|><s_a_3528><s_b_6234><s_c_5851>
  20:38 [视频-长播] <|video_begin|><s_a_5673><s_b_6435><s_c_4548>
  20:38 [视频-长播] <|video_begin|><s_a_3510><s_b_4509><s_c_7566>
  22:20 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_4932>
  22:28 [视频-长播] <|video_begin|><s_a_457><s_b_6848><s_c_7243>
  22:29 [视频-长播] <|video_begin|><s_a_2134><s_b_6435><s_c_3534>
  22:29 [视频-长播] <|video_begin|><s_a_2562><s_b_6848><s_c_2530>
  22:29 [视频-长播] <|video_begin|><s_a_7879><s_b_7348><s_c_8042>
  22:38 [视频-长播] <|video_begin|><s_a_3532><s_b_6782><s_c_3184>
  22:45 [视频-长播] <|video_begin|><s_a_3091><s_b_7505><s_c_2407>
  23:03 [视频-长播] <|video_begin|><s_a_4024><s_b_7608><s_c_1935>
  23:09 [视频-长播] <|video_begin|><s_a_2194><s_b_7549><s_c_5874>
  23:09 [视频-长播] <|video_begin|><s_a_5863><s_b_2246><s_c_2758>
  23:09 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_7741>
  23:17 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_5452>
  23:22 [视频-长播] <|video_begin|><s_a_1207><s_b_5419><s_c_853>
  23:22 [视频-长播] <|video_begin|><s_a_575><s_b_5200><s_c_6222>
  23:28 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_5749>
  23:28 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_1451>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_7124>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_3777>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_7261><s_c_1148>
【2026-02-05】
  04:48 [视频-长播] <|video_begin|><s_a_1274><s_b_5511><s_c_2057>
  05:02 [视频-长播] <|video_begin|><s_a_3430><s_b_4508><s_c_8091>
  11:21 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7756><s_c_2123>
  13:00 [视频-长播] <|video_begin|><s_a_4036><s_b_697><s_c_7970>
  13:00 [视频-长播] <|video_begin|><s_a_3510><s_b_5647><s_c_7378>
  14:23 [视频-长播] <|video_begin|><s_a_16><s_b_5119><s_c_4932>
  14:24 [视频-长播] <|video_begin|><s_a_732><s_b_697><s_c_7548>
  14:24 [视频-长播] <|video_begin|><s_a_410><s_b_5241><s_c_1377>
  14:24 [视频-长播] <|video_begin|><s_a_7738><s_b_4275><s_c_6978>
  14:25 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_6531>
  15:48 [视频-长播] <|video_begin|><s_a_5144><s_b_5336><s_c_5713>
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进逻辑和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
核心判定逻辑（递进性准则）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
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 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 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
请面向以下主题提取行为逻辑链：
主题：从泛化个人形象提升到具体化社交工具探索

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化个人形象提升到具体化社交工具探索",
    "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
<think>
</think>
{"logic_chain":{"name":"从泛化个人形象提升到具体化社交工具探索","events":[{"date":"2025-06-14","action":"[商品-购买] <|prod_begin|><s_a_5888><s_b_2919><s_c_7188>","logic":"初始触发：开始关注带有“香氛”属性的个人护理产品，初步探索通过气味提升个人形象。"},{"date":"2025-09-01","action":"[商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>","logic":"需求强化：复购同类产品，但商品描述从“深层清洁”升级为“洗出伪体香”、“激发魅力”，表明用户对气味社交功能的认知加深，并追求更强的效果。"},{"date":"2025-09-04","action":"[商品-购买] <|prod_begin|><s_a_1052><s_b_2919><s_c_6993>","logic":"认知跃迁与行为升级：意识到沐浴露的留香效果有限，首次转向更专业、持久的香氛产品——香水。从被动、短暂的“洗护留香”升级为主动、专业的“穿戴香气”，完成了从基础个护到专业社交工具的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2026-01-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7877><s_c_3355>
【2026-01-06】
  12:13 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_566><s_c_6171>
【2026-01-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_134><s_b_4344><s_c_1850>
【2026-01-08】
  04:26 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_1039>
  04:26 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_3659>
  09:12 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_4288><s_c_5679>
  12:21 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
  12:21 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1740><s_c_6357>
  12:36 [广告-深度转化] <|ad_begin|><s_a_3047><s_b_7391><s_c_6101>
  13:22 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_5563>
  13:37 [广告-深度转化] <|ad_begin|><s_a_4207><s_b_5538><s_c_1440>
  13:40 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_3280><s_c_2530>
  15:05 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_2538><s_c_7719>
【2026-01-09】
  02:07 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_2427><s_c_4101>
  02:36 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6358><s_c_1659>
  14:34 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_3411>
【2026-01-10】
  03:52 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_6234><s_c_607>
  07:07 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_25><s_c_4388>
  10:52 [广告-深度转化] <|ad_begin|><s_a_5485><s_b_6234><s_c_932>
【2026-01-11】
  --:-- [直播-首次打赏] <|living_begin|><s_a_8143><s_b_3044><s_c_1255>
  08:29 [广告-深度转化] <|ad_begin|><s_a_7149><s_b_7894><s_c_5823>
【2026-01-12】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5727><s_c_2403>
  05:24 [广告-深度转化] <|ad_begin|><s_a_4207><s_b_2976><s_c_5673>
  06:48 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_315><s_c_5673>
  11:47 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_5823>
【2026-01-13】
  05:29 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_57><s_c_5216>
  12:36 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_586><s_c_1218>
【2026-01-14】
  09:12 [广告-深度转化] <|ad_begin|><s_a_99><s_b_2560><s_c_1>
【2026-01-15】
  03:02 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6058><s_c_6341>
  04:02 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_6915>
  05:26 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_4487>
  08:46 [广告-深度转化] <|ad_begin|><s_a_4797><s_b_2799><s_c_5609>
  14:12 [广告-深度转化] <|ad_begin|><s_a_4797><s_b_1395><s_c_1786>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_1395>
  11:17 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5339><s_c_7353>
【2026-01-17】
  01:55 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_665><s_c_7586>
  07:54 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_7551><s_c_2253>
【2026-01-18】
  01:39 [广告-深度转化] <|ad_begin|><s_a_2830><s_b_4545><s_c_6737>
  02:11 [广告-深度转化] <|ad_begin|><s_a_4396><s_b_7344><s_c_1044>
  02:26 [广告-深度转化] <|ad_begin|><s_a_7615><s_b_5437><s_c_2253>
  06:41 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_1740><s_c_7320>
  12:51 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_5727><s_c_4423>
【2026-01-19】
  00:22 [广告-深度转化] <|ad_begin|><s_a_7751><s_b_2918><s_c_5100>
  01:07 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4990><s_c_3447>
  08:43 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
  09:00 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_4944><s_c_3758>
  09:39 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_8109>
  11:29 [广告-深度转化] <|ad_begin|><s_a_7381><s_b_7180><s_c_1369>
  11:45 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_3314><s_c_4657>
  12:08 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_414><s_c_2753>
  12:11 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_4033><s_c_7718>
  13:17 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_2194>
  14:20 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_4208>
  14:44 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_3913>
【2026-01-20】
  00:32 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1806><s_c_4541>
  --:-- [商品-点击] <|prod_begin|><s_a_6611><s_b_3158><s_c_4058>
  --:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_2769><s_c_7066>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_4538><s_c_3887>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_341><s_c_2340>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_5462><s_c_780>
  --:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_7795><s_c_5267>
  --:-- [商品-点击] <|prod_begin|><s_a_4170><s_b_2701><s_c_1131>
  08:46 [广告-深度转化] <|ad_begin|><s_a_250><s_b_827><s_c_3034>
  08:47 [广告-深度转化] <|ad_begin|><s_a_4178><s_b_3193><s_c_4208>
  10:24 [广告-深度转化] <|ad_begin|><s_a_6246><s_b_978><s_c_1136>
  11:31 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_2865><s_c_3993>
【2026-01-21】
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8188><s_c_5104>
  11:27 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_438><s_c_7935>
  13:26 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_581><s_c_801>
  13:42 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_3659>
【2026-01-22】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6426><s_c_3237>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_724><s_c_2224>
  --:-- [商品-点击] <|prod_begin|><s_a_4613><s_b_3076><s_c_5318>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_4048><s_c_6920>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_2188><s_c_7367>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_2312><s_c_593>
  02:29 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_6047><s_c_6173>
  05:18 [视频-点赞/长播] <|video_begin|><s_a_148><s_b_3832><s_c_4209>
  05:43 [视频-点赞/长播] <|video_begin|><s_a_7642><s_b_5176><s_c_3534>
  22:30 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_5169><s_c_5988>
【2026-01-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_375><s_b_7975><s_c_2513>
【2026-01-24】
  07:38 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7870><s_c_2820>
  11:15 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_5349><s_c_853>
【2026-01-25】
  09:39 [视频-收藏/长播] <|video_begin|><s_a_1527><s_b_5577><s_c_47>
【2026-01-26】
  08:30 [广告-点击] <|ad_begin|><s_a_7374><s_b_396><s_c_3777>
  12:40 [广告-点击] <|ad_begin|><s_a_7342><s_b_7894><s_c_3098>
  13:53 [广告-点击] <|ad_begin|><s_a_2782><s_b_6379><s_c_4506>
  23:37 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4033><s_c_4479>
【2026-01-27】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_4794>
  --:-- [商品-点击] <|prod_begin|><s_a_7349><s_b_1297><s_c_133>
  10:43 [广告-点击] <|ad_begin|><s_a_6246><s_b_1822><s_c_1148>
  10:44 [广告-点击] <|ad_begin|><s_a_7331><s_b_586><s_c_1218>
  11:31 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_3589><s_c_4007>
  11:31 [广告-点击] <|ad_begin|><s_a_2257><s_b_3589><s_c_4007>
  12:35 [广告-点击] <|ad_begin|><s_a_7381><s_b_4033><s_c_1129>
  12:44 [广告-点击] <|ad_begin|><s_a_1210><s_b_7551><s_c_6390>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_7384><s_b_5638><s_c_7726>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5925><s_c_6215>
  01:59 [视频-点赞/长播] <|video_begin|><s_a_6846><s_b_5200><s_c_242>
  08:35 [广告-点击] <|ad_begin|><s_a_7112><s_b_5616><s_c_2530>
  08:36 [视频-点赞/长播] <|video_begin|><s_a_3782><s_b_1839><s_c_5679>
  08:36 [广告-点击] <|ad_begin|><s_a_1041><s_b_2828><s_c_5531>
  08:56 [视频-点赞/长播] <|video_begin|><s_a_6996><s_b_3447><s_c_141>
  12:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5831><s_b_697><s_c_5518>
  12:55 [视频-关注/点赞/长播] <|video_begin|><s_a_6275><s_b_1277><s_c_47>
  13:19 [广告-点击] <|ad_begin|><s_a_7240><s_b_5119><s_c_4543>
  13:49 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_1822><s_c_47>
  14:04 [广告-点击] <|ad_begin|><s_a_2879><s_b_5952><s_c_3010>
  14:05 [广告-深度转化] <|ad_begin|><s_a_2796><s_b_6038><s_c_2799>
  14:05 [广告-点击] <|ad_begin|><s_a_2796><s_b_6038><s_c_2799>
【2026-01-29】
  00:14 [视频-关注/长播] <|video_begin|><s_a_1957><s_b_3280><s_c_1852>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5658><s_c_878>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_4211><s_c_1609>
  04:09 [视频-关注/长播] <|video_begin|><s_a_1640><s_b_3952><s_c_3014>
  04:09 [视频-点赞/长播] <|video_begin|><s_a_7738><s_b_124><s_c_7926>
  06:04 [广告-点击] <|ad_begin|><s_a_4746><s_b_7571><s_c_6940>
  07:27 [广告-点击] <|ad_begin|><s_a_7342><s_b_3472><s_c_4978>
  07:30 [视频-点赞/长播] <|video_begin|><s_a_1207><s_b_757><s_c_628>
  07:34 [广告-点击] <|ad_begin|><s_a_1726><s_b_6058><s_c_3676>
  09:31 [广告-点击] <|ad_begin|><s_a_6246><s_b_4990><s_c_497>
  09:37 [广告-点击] <|ad_begin|><s_a_1041><s_b_4491><s_c_6057>
  09:43 [广告-点击] <|ad_begin|><s_a_7342><s_b_7894><s_c_3098>
  10:58 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_4340><s_c_8140>
  10:58 [广告-点击] <|ad_begin|><s_a_2257><s_b_4340><s_c_8140>
  11:13 [广告-点击] <|ad_begin|><s_a_7342><s_b_5760><s_c_5563>
  11:37 [广告-点击] <|ad_begin|><s_a_7342><s_b_2061><s_c_5673>
  11:54 [广告-点击] <|ad_begin|><s_a_7342><s_b_6358><s_c_5104>
  11:58 [广告-点击] <|ad_begin|><s_a_6140><s_b_5167><s_c_8003>
【2026-01-30】
  00:42 [视频-关注/长播] <|video_begin|><s_a_4144><s_b_633><s_c_7374>
  --:-- [商品-点击] <|prod_begin|><s_a_5292><s_b_4330><s_c_3236>
  --:-- [商品-点击] <|prod_begin|><s_a_6058><s_b_1104><s_c_6618>
  --:-- [商品-点击] <|prod_begin|><s_a_3816><s_b_4866><s_c_2529>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_444><s_c_5194>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_5462><s_c_4822>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_341><s_c_2340>
  01:59 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
  03:29 [广告-点击] <|ad_begin|><s_a_7604><s_b_2500><s_c_5563>
  03:44 [广告-点击] <|ad_begin|><s_a_2015><s_b_3932><s_c_3913>
  11:40 [广告-点击] <|ad_begin|><s_a_6246><s_b_2485><s_c_5563>
  14:45 [广告-点击] <|ad_begin|><s_a_7381><s_b_7261><s_c_711>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5864><s_c_6294>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_7897>
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_108><s_c_4341>
  --:-- [直播-关注] <|living_begin|><s_a_680><s_b_7096><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_7342><s_c_1148>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_6266>
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_7342><s_c_1708>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_5839>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7894><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_6058><s_c_3501>
  --:-- [商品-点击] <|prod_begin|><s_a_7349><s_b_1297><s_c_133>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_6780><s_c_3237>
  01:31 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_3714><s_c_59>
  05:59 [广告-深度转化] <|ad_begin|><s_a_7479><s_b_315><s_c_6977>
  05:59 [广告-点击] <|ad_begin|><s_a_7479><s_b_315><s_c_6977>
  06:41 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_5061><s_c_2530>
  06:41 [广告-点击] <|ad_begin|><s_a_7112><s_b_5061><s_c_2530>
  07:35 [广告-点击] <|ad_begin|><s_a_7479><s_b_620><s_c_7671>
  07:45 [视频-关注/长播] <|video_begin|><s_a_2772><s_b_3044><s_c_954>
  08:02 [视频-关注/长播] <|video_begin|><s_a_194><s_b_1806><s_c_6112>
  08:14 [广告-点击] <|ad_begin|><s_a_1255><s_b_3932><s_c_846>
  09:27 [视频-关注/长播] <|video_begin|><s_a_4032><s_b_4324><s_c_4724>
  09:30 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_1368>
  09:44 [视频-关注/长播] <|video_begin|><s_a_4032><s_b_5511><s_c_7076>
  09:52 [视频-收藏/长播] <|video_begin|><s_a_6321><s_b_4246><s_c_7671>
  10:08 [视频-关注/长播] <|video_begin|><s_a_4032><s_b_7952><s_c_907>
  10:09 [视频-关注/长播] <|video_begin|><s_a_6136><s_b_5634><s_c_2168>
  10:36 [视频-关注/长播] <|video_begin|><s_a_2402><s_b_7894><s_c_6310>
  11:34 [广告-点击] <|ad_begin|><s_a_5229><s_b_620><s_c_3495>
  11:58 [广告-点击] <|ad_begin|><s_a_7112><s_b_2865><s_c_3993>
  12:19 [广告-点击] <|ad_begin|><s_a_7847><s_b_5399><s_c_1269>
  12:46 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_8157><s_c_6561>
  12:46 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_6708><s_c_5673>
  12:46 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_7608><s_c_47>
  14:11 [广告-点击] <|ad_begin|><s_a_7381><s_b_4746><s_c_4636>
【2026-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6891><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6358><s_c_8160>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_2793>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_602>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_439>
  --:-- [直播-关注] <|living_begin|><s_a_993><s_b_1870><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7894><s_c_909>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_2071><s_b_697><s_c_439>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3898><s_c_4454>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_481><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_1399>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5384><s_c_4208>
  --:-- [直播-关注] <|living_begin|><s_a_4515><s_b_697><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_451><s_c_2224>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_3402>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_606>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5727><s_c_5843>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1707>
  00:31 [视频-关注/长播] <|video_begin|><s_a_194><s_b_6913><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_7225><s_c_5104>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_3340><s_c_2224>
  03:24 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_3447><s_c_141>
  11:11 [视频-关注/长播] <|video_begin|><s_a_3388><s_b_6973><s_c_6380>
  11:13 [广告-点击] <|ad_begin|><s_a_7112><s_b_3589><s_c_7945>
  11:31 [广告-点击] <|ad_begin|><s_a_4340><s_b_2828><s_c_2341>
  11:40 [广告-点击] <|ad_begin|><s_a_7847><s_b_2799><s_c_7119>
  13:10 [视频-关注/点赞/长播] <|video_begin|><s_a_7771><s_b_7603><s_c_2513>
  13:22 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_1119><s_c_6173>
  13:22 [广告-点击] <|ad_begin|><s_a_7112><s_b_1119><s_c_6173>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_5452>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4039>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6058><s_c_5452>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1337><s_c_5673>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_1362><s_b_2302><s_c_2403>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3634>
  04:43 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_6170><s_c_6268>
  04:43 [视频-点赞/长播] <|video_begin|><s_a_3738><s_b_558><s_c_47>
  05:16 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_3348><s_c_6390>
  05:46 [广告-深度转化] <|ad_begin|><s_a_2859><s_b_4491><s_c_4288>
  05:46 [广告-点击] <|ad_begin|><s_a_2859><s_b_4491><s_c_4288>
  09:30 [广告-点击] <|ad_begin|><s_a_1726><s_b_4305><s_c_6785>
  10:04 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7175><s_c_5273>
  10:04 [广告-点击] <|ad_begin|><s_a_5115><s_b_7175><s_c_5273>
  10:28 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_7549><s_c_47>
  14:00 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_3952><s_c_1708>
  14:00 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_558><s_c_358>
  14:42 [视频-关注/长播] <|video_begin|><s_a_1326><s_b_1431><s_c_2513>
【2026-02-03】
  00:51 [视频-关注/长播] <|video_begin|><s_a_661><s_b_5841><s_c_2454>
  01:11 [视频-关注/长播] <|video_begin|><s_a_661><s_b_6891><s_c_3116>
  04:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_6379><s_c_7297>
  05:36 [视频-点赞/长播] <|video_begin|><s_a_7077><s_b_3420><s_c_2468>
  06:02 [广告-点击] <|ad_begin|><s_a_88><s_b_7342><s_c_3116>
  06:11 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_7571><s_c_4636>
  09:14 [视频-转发/长播] <|video_begin|><s_a_4036><s_b_1366><s_c_6863>
  09:45 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_3036>
  09:45 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_3036>
  09:46 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_5428><s_c_6629>
  09:48 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_3193><s_c_1148>
  09:48 [视频-关注/长播] <|video_begin|><s_a_661><s_b_4213><s_c_6570>
  09:56 [视频-关注/长播] <|video_begin|><s_a_6345><s_b_4213><s_c_6601>
  10:00 [视频-关注/长播] <|video_begin|><s_a_661><s_b_423><s_c_8143>
  10:47 [视频-关注/长播] <|video_begin|><s_a_661><s_b_6426><s_c_141>
  12:17 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_3589><s_c_7945>
  12:17 [广告-点击] <|ad_begin|><s_a_7112><s_b_3589><s_c_7945>
  12:19 [广告-点击] <|ad_begin|><s_a_1041><s_b_2865><s_c_959>
  14:17 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5511><s_c_1596>
  14:17 [广告-点击] <|ad_begin|><s_a_5115><s_b_5511><s_c_1596>
  14:32 [广告-点击] <|ad_begin|><s_a_7112><s_b_3447><s_c_1935>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1527><s_c_2403>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_4701><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_5659><s_b_2828><s_c_4518>
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_697><s_c_5956>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8188><s_c_5104>
  --:-- [商品-点击] <|prod_begin|><s_a_5033><s_b_5426><s_c_8024>
  04:59 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_6234><s_c_7598>
  05:14 [广告-点击] <|ad_begin|><s_a_790><s_b_6525><s_c_6962>
  06:00 [视频-关注/长播] <|video_begin|><s_a_7668><s_b_7129><s_c_5054>
  07:04 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_7454><s_c_457>
  07:15 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_581><s_c_5642>
  10:46 [广告-点击] <|ad_begin|><s_a_7342><s_b_3448><s_c_5673>
  10:57 [广告-点击] <|ad_begin|><s_a_7112><s_b_7458><s_c_2530>
  11:03 [广告-点击] <|ad_begin|><s_a_7342><s_b_1099><s_c_2530>
  11:25 [广告-点击] <|ad_begin|><s_a_7112><s_b_5061><s_c_2530>
  11:26 [广告-点击] <|ad_begin|><s_a_7112><s_b_7458><s_c_2530>
  11:35 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_3044><s_c_607>
  11:35 [视频-点赞/长播] <|video_begin|><s_a_7077><s_b_4262><s_c_2205>
  13:09 [视频-关注/长播] <|video_begin|><s_a_2476><s_b_5727><s_c_1108>
  13:40 [广告-点击] <|ad_begin|><s_a_2470><s_b_3158><s_c_1583>
  13:44 [广告-点击] <|ad_begin|><s_a_7112><s_b_1258><s_c_1935>
  13:45 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8179><s_c_5667>
  13:45 [广告-点击] <|ad_begin|><s_a_5115><s_b_8179><s_c_5667>
  23:59 [视频-关注/长播] <|video_begin|><s_a_6773><s_b_6582><s_c_953>
【2026-02-05】
  00:07 [视频-关注/长播] <|video_begin|><s_a_1217><s_b_6913><s_c_5506>
  00:10 [广告-点击] <|ad_begin|><s_a_6246><s_b_7894><s_c_7003>
  00:10 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_414><s_c_2525>
  00:11 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_745><s_c_3567>
  00:11 [视频-点赞/长播] <|video_begin|><s_a_1233><s_b_5241><s_c_4360>
  00:27 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_2176><s_c_991>
  00:30 [视频-关注/长播] <|video_begin|><s_a_1957><s_b_3280><s_c_1707>
  00:35 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_6708><s_c_5815>
  00:35 [视频-关注/长播] <|video_begin|><s_a_7771><s_b_1656><s_c_1874>
  00:42 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_3952><s_c_237>
  00:48 [视频-关注/长播] <|video_begin|><s_a_6408><s_b_7894><s_c_7312>
  00:50 [视频-关注/长播] <|video_begin|><s_a_194><s_b_6537><s_c_5839>
  00:50 [视频-关注/长播] <|video_begin|><s_a_2168><s_b_3518><s_c_4977>
  --:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_4956><s_c_7674>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_5462><s_c_4822>
  01:49 [视频-关注/长播] <|video_begin|><s_a_3532><s_b_6358><s_c_1767>
  01:55 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_7888><s_c_5673>
  02:03 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_5454><s_c_3116>
  02:10 [广告-点击] <|ad_begin|><s_a_1726><s_b_5124><s_c_7945>
  02:23 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_4033><s_c_7945>
  02:23 [广告-点击] <|ad_begin|><s_a_7112><s_b_4033><s_c_7945>
  02:36 [广告-点击] <|ad_begin|><s_a_6246><s_b_935><s_c_3014>
  03:58 [广告-点击] <|ad_begin|><s_a_1041><s_b_6047><s_c_5609>
  06:10 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_4000><s_c_4518>
  06:20 [视频-关注/长播] <|video_begin|><s_a_790><s_b_6358><s_c_1888>
  06:25 [视频-关注/长播] <|video_begin|><s_a_194><s_b_6051><s_c_6368>
  06:25 [视频-关注/长播] <|video_begin|><s_a_5154><s_b_4252><s_c_2530>
  06:41 [视频-长播] <|video_begin|><s_a_1207><s_b_7936><s_c_5563>
  06:41 [视频-长播] <|video_begin|><s_a_7771><s_b_6379><s_c_495>
  06:41 [视频-长播] <|video_begin|><s_a_5808><s_b_4885><s_c_2513>
  06:41 [视频-长播] <|video_begin|><s_a_6388><s_b_3952><s_c_5091>
  06:43 [视频-长播] <|video_begin|><s_a_1766><s_b_5127><s_c_5563>
  06:43 [视频-长播] <|video_begin|><s_a_6219><s_b_6519><s_c_1146>
  06:43 [视频-长播] <|video_begin|><s_a_16><s_b_5200><s_c_6416>
  06:43 [视频-长播] <|video_begin|><s_a_3346><s_b_3447><s_c_1708>
  06:43 [视频-长播] <|video_begin|><s_a_6329><s_b_4733><s_c_47>
  06:45 [视频-长播] <|video_begin|><s_a_3115><s_b_251><s_c_4636>
  06:45 [视频-长播] <|video_begin|><s_a_6388><s_b_6400><s_c_6286>
  06:45 [视频-长播] <|video_begin|><s_a_6321><s_b_6519><s_c_3987>
  06:49 [广告-点击] <|ad_begin|><s_a_4745><s_b_6435><s_c_1118>
  11:07 [视频-长播] <|video_begin|><s_a_7542><s_b_4508><s_c_1098>
  11:07 [视频-长播] <|video_begin|><s_a_457><s_b_8008><s_c_3845>
  11:07 [视频-长播] <|video_begin|><s_a_6329><s_b_3828><s_c_7979>
  11:43 [视频-长播] <|video_begin|><s_a_7774><s_b_3006><s_c_6614>
  11:52 [广告-点击] <|ad_begin|><s_a_3739><s_b_620><s_c_401>
  13:40 [视频-长播] <|video_begin|><s_a_6955><s_b_1292><s_c_1806>
  13:40 [视频-长播] <|video_begin|><s_a_2015><s_b_1751><s_c_851>
  13:40 [视频-长播] <|video_begin|><s_a_1326><s_b_7483><s_c_2298>
  13:41 [视频-关注/长播] <|video_begin|><s_a_1326><s_b_620><s_c_6583>
  13:41 [视频-长播] <|video_begin|><s_a_2627><s_b_4879><s_c_6306>
  13:41 [视频-长播] <|video_begin|><s_a_1336><s_b_7762><s_c_7718>
  13:41 [视频-长播] <|video_begin|><s_a_960><s_b_6442><s_c_7598>
  13:41 [视频-长播] <|video_begin|><s_a_1957><s_b_5821><s_c_5518>
  13:41 [广告-点击] <|ad_begin|><s_a_6246><s_b_2485><s_c_6919>
  13:45 [广告-点击] <|ad_begin|><s_a_6246><s_b_1740><s_c_4887>
  13:54 [视频-长播] <|video_begin|><s_a_1766><s_b_1801><s_c_5563>
  13:54 [视频-长播] <|video_begin|><s_a_7774><s_b_4496><s_c_3010>
  13:54 [视频-长播] <|video_begin|><s_a_1336><s_b_1595><s_c_7718>
  13:54 [视频-长播] <|video_begin|><s_a_8127><s_b_2799><s_c_4783>
  13:54 [视频-长播] <|video_begin|><s_a_6388><s_b_1875><s_c_396>
  13:58 [视频-长播] <|video_begin|><s_a_2015><s_b_6436><s_c_4200>
  13:58 [视频-长播] <|video_begin|><s_a_1527><s_b_1123><s_c_6385>
  13:58 [视频-长播] <|video_begin|><s_a_7039><s_b_3158><s_c_2319>
  13:59 [视频-长播] <|video_begin|><s_a_5907><s_b_5844><s_c_5737>
  13:59 [视频-长播] <|video_begin|><s_a_5146><s_b_5200><s_c_5359>
  13:59 [视频-长播] <|video_begin|><s_a_2015><s_b_4508><s_c_2494>
  14:00 [广告-点击] <|ad_begin|><s_a_7150><s_b_5641><s_c_1496>
  14:02 [广告-点击] <|ad_begin|><s_a_7331><s_b_2604><s_c_1138>
  14:03 [视频-长播] <|video_begin|><s_a_5408><s_b_4198><s_c_143>
  14:03 [视频-长播] <|video_begin|><s_a_5146><s_b_6047><s_c_8085>
  14:03 [视频-长播] <|video_begin|><s_a_4646><s_b_6358><s_c_2253>
  14:08 [视频-长播] <|video_begin|><s_a_7128><s_b_7888><s_c_1374>
  14:08 [视频-长播] <|video_begin|><s_a_2688><s_b_5200><s_c_7945>
  14:54 [视频-长播] <|video_begin|><s_a_532><s_b_1282><s_c_4647>
  14:54 [视频-长播] <|video_begin|><s_a_4646><s_b_3952><s_c_4887>
  15:03 [视频-关注/长播] <|video_begin|><s_a_194><s_b_2357><s_c_4344>
  15:04 [视频-长播] <|video_begin|><s_a_6140><s_b_1282><s_c_2252>
  15:04 [视频-长播] <|video_begin|><s_a_6166><s_b_4056><s_c_7320>
  15:05 [视频-长播] <|video_begin|><s_a_3455><s_b_7342><s_c_6379>
  15:05 [视频-长播] <|video_begin|><s_a_6140><s_b_59><s_c_8003>
  15:05 [视频-长播] <|video_begin|><s_a_7385><s_b_6006><s_c_47>
  15:05 [视频-长播] <|video_begin|><s_a_1303><s_b_6358><s_c_399>
  15:11 [视频-长播] <|video_begin|><s_a_7385><s_b_1806><s_c_853>
  15:17 [视频-长播] <|video_begin|><s_a_7130><s_b_2963><s_c_2568>
  15:17 [视频-长播] <|video_begin|><s_a_7385><s_b_2854><s_c_5669>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_7971><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_5487><s_c_5795>
  --:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>
  --:-- [商品-点击] <|prod_begin|><s_a_1737><s_b_6677><s_c_5628>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_1226><s_c_773>
  --:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_5685><s_c_7297>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_152><s_c_7101>
  --:-- [商品-点击] <|prod_begin|><s_a_4739><s_b_326><s_c_7706>
  --:-- [商品-购买] <|prod_begin|><s_a_5801><s_b_7971><s_c_7366>
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_5487><s_c_5795>
  --:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>
  --:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_5685><s_c_7297>
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心提取逻辑（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 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
2.兴趣因果递进：交互 B 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。
请根据以下主题提取行为逻辑链：
主题：从泛化工具认知到精准化电路检测工具的选购闭环

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化工具认知到精准化电路检测工具的选购闭环",
    "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"
      }
    ]
  }
}/think<|im_end|>
<|im_start|>assistant
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。

我接到的任务是，基于用户的交互历史，挖掘出一条从泛化工具认知到精准化电路检测工具选购的行为逻辑链。这意味着我需要从用户大量的行为数据中，找到一个清晰的、由浅入深的兴趣演变过程，最终导向一个具体的购买决策。

首先，我快速浏览了用户的整体行为时间线，发现其兴趣点非常广泛，涵盖了美女直播、情感内容、小说广告、休闲游戏以及各种生活日用品等。在如此庞杂的兴趣中，要找到一条关于“电路检测工具”的线索，我必须聚焦于那些与工具、维修、DIY相关的交互点。

在时间线的后期，我注意到了一些关键信号。在2月3日，用户转发并长时间观看了一个关于厨房装修的视频 <|video_begin|><s_a_4036><s_b_1366><s_c_6863>。这个视频内容非常具体，展示了专业技术人员使用电钻、螺丝刀等工具进行管道铺设。我认为，这很可能是用户对这类工具产生初步认知的起点。虽然他可能之前也见过这些工具，但这次“转发”和“长播”的强交互行为，表明他对这个场景下的专业操作产生了较高的兴趣，可能由此意识到了在家居维修中拥有合适工具的重要性。

有了这个起点，我继续向后追溯。在接下来的两天里，用户的兴趣似乎又回到了他更常关注的美女、社交和生活内容上。然而，到了2月5日，一个关键的视频 <|video_begin|><s_a_1766><s_b_1801><s_c_5563> 再次出现。这个视频专门介绍了“家用强扭力测电笔”，详细讲解了它如何检测电路、解决故障，甚至还提到了它兼具螺丝刀功能。我推断，这是用户兴趣的一次重要收敛和深化。从之前对“电钻”这类泛化电动工具的认知，他现在开始聚焦于“测电笔”这一更具体、更具诊断功能的专业工具。这次长播行为表明，他正在主动学习和了解这类工具的具体用途和价值。

这个发现让我非常兴奋，因为一条清晰的“认知-深化”路径已经浮现。接下来，我需要寻找将这种认知转化为实际购买行动的证据。我将目光锁定在2月6日，也就是观看测电笔介绍视频的第二天。果然，在这一天的商品交互记录中，我找到了决定性的闭环行为。用户不仅点击了多款测电笔商品，如 <|prod_begin|><s_a_6111><s_b_5458><s_c_7323> 和 <|prod_begin|><s_a_6716><s_b_5685><s_c_7297>，最终还明确地购买了其中一款具备“高亮感应”、“智能”、“测断点”等高级功能的新款测电笔 <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>。

这一系列的购买行为，完美地印证了我的推测。用户的需求已经从“了解”升级为“拥有”，并且他的选择非常精准，不再是泛泛地浏览，而是直接购买了功能更强、更智能化的产品。这表明前两天的视频内容已经成功地教育了用户，让他明确了自己的需求，从而做出了高效的购买决策。

综合来看，这条行为链条非常完整且逻辑递进关系清晰。它始于一个偶然的装修视频，触发了对专业工具的泛化认知；随后通过一个专门介绍视频，将兴趣深化并聚焦到测电笔这一细分品类上；最终在短时间内迅速转化为对一款功能明确的智能测电笔的购买行为，形成了一个从认知到决策的完整闭环。因此，我倾向于认为，这条路径精准地反映了用户在该主题下的兴趣演进和最终的消费转化。</think>
{"logic_chain": {"name": "从泛化工具认知到精准化电路检测工具的选购闭环", "events": [{"date": "2026-02-03", "action": "[视频-转发/长播] <|video_begin|><s_a_4036><s_b_1366><s_c_6863>", "logic": "问题触发：通过观看装修视频，接触到“电钻”等电工工具的使用场景，形成初步认知。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_1766><s_b_1801><s_c_5563>", "logic": "认知深化：兴趣从通用电动工具收敛至“测电笔”这一特定诊断工具，并开始了解其核心功能（检测电路、解决故障）。"}, {"date": "2026-02-06", "action": "[商品-购买] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>", "logic": "决策闭环：从了解基础功能转向购买具备“感应”、“智能”、“测断点”等高级功能的具体商品，体现了基于知识获取后的精准决策和消费转化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-04-06】
  --:-- [商品-购买] <|prod_begin|><s_a_6993><s_b_5636><s_c_2006>
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_288><s_c_7972>
  --:-- [商品-购买] <|prod_begin|><s_a_5540><s_b_1226><s_c_6871>
【2025-07-11】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6065><s_c_1112>
【2025-07-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_8137><s_c_2668>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7007><s_c_7007>
【2025-07-20】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_3019><s_c_4757>
【2025-08-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4953><s_c_4547>
【2025-08-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6950><s_b_1510><s_c_6065>
【2025-09-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1277><s_c_3676>
【2025-10-01】
  --:-- [直播-关注] <|living_begin|><s_a_4585><s_b_4408><s_c_2513>
  --:-- [直播-关注] <|living_begin|><s_a_3136><s_b_1410><s_c_4053>
  --:-- [直播-关注] <|living_begin|><s_a_680><s_b_765><s_c_4512>
【2025-10-02】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6561><s_c_6704>
【2025-10-04】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_2827>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2298>
【2025-10-06】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1395>
【2025-10-08】
  --:-- [商品-购买] <|prod_begin|><s_a_5022><s_b_4619><s_c_5387>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_5050><s_c_6235>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5588><s_c_6555>
  --:-- [商品-购买] <|prod_begin|><s_a_5284><s_b_4021><s_c_1060>
【2025-10-13】
  --:-- [商品-购买] <|prod_begin|><s_a_1213><s_b_1899><s_c_5559>
  --:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_2855><s_c_2022>
【2025-10-22】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6913><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_3753><s_b_3769><s_c_4688>
【2025-10-23】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_606>
【2025-11-01】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_8143>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3790><s_c_6202>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_4512>
【2025-11-10】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1801><s_c_6100>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_4356><s_c_7586>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_7483><s_c_105>
【2025-11-13】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1173><s_c_2475>
  --:-- [商品-购买] <|prod_begin|><s_a_3174><s_b_3206><s_c_4102>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7894><s_c_3229>
  --:-- [商品-购买] <|prod_begin|><s_a_1919><s_b_6819><s_c_7978>
  --:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_7537><s_c_2461>
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_746><s_c_5605>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_6202>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_616>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3676>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_5205>
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_1036>
  --:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_3496><s_c_7675>
【2025-11-30】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_2298>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5803><s_b_7952><s_c_6202>
  --:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_451><s_c_6404>
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6202>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_3026>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7295><s_c_6509>
【2025-12-07】
  --:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_4363><s_c_5734>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6318><s_c_812>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_3209><s_c_136>
  --:-- [商品-点击] <|prod_begin|><s_a_4037><s_b_1630><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_5653><s_b_6434><s_c_5312>
  --:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_4363><s_c_5734>
  --:-- [商品-购买] <|prod_begin|><s_a_5653><s_b_6434><s_c_5312>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_928><s_b_1410><s_c_1170>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_6202>
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_3280><s_c_6278>
【2025-12-12】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3278><s_c_7072>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5638><s_c_3818>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3278><s_c_7072>
【2025-12-14】
  --:-- [商品-点击] <|prod_begin|><s_a_7439><s_b_196><s_c_6316>
【2025-12-15】
  --:-- [商品-点击] <|prod_begin|><s_a_4124><s_b_3004><s_c_5558>
  --:-- [商品-购买] <|prod_begin|><s_a_4124><s_b_3004><s_c_5558>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_8056>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7216><s_c_4859>
  --:-- [商品-点击] <|prod_begin|><s_a_5474><s_b_1505><s_c_2526>
  --:-- [商品-点击] <|prod_begin|><s_a_5474><s_b_1505><s_c_6408>
  --:-- [商品-购买] <|prod_begin|><s_a_5474><s_b_1505><s_c_2526>
  --:-- [商品-购买] <|prod_begin|><s_a_5474><s_b_1505><s_c_6408>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3193><s_c_3363>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_2828><s_b_6761><s_c_6278>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4246><s_b_1410><s_c_2053>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_1767>
  --:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_3026>
【2025-12-18】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6039><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_642>
【2025-12-19】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_5627><s_c_535>
  --:-- [直播-关注] <|living_begin|><s_a_1275><s_b_1873><s_c_5673>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7900>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_1306>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3676>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5824><s_b_4037><s_c_5956>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_1658><s_b_451><s_c_4196>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_5106><s_c_7383>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_451><s_c_2838>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_1247><s_c_3589>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_3026>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_2803>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_209><s_b_7406><s_c_3038>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_3898><s_c_722>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7390><s_c_5452>
【2025-12-20】
  --:-- [商品-点击] <|prod_begin|><s_a_4037><s_b_1630><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_5540><s_b_2065><s_c_2199>
【2025-12-22】
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5726><s_c_944>
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_3335><s_c_6689>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_944>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
【2025-12-23】
  --:-- [商品-点击] <|prod_begin|><s_a_8130><s_b_2377><s_c_3899>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_655>
  --:-- [直播-打赏] <|living_begin|><s_a_680><s_b_7096><s_c_6609>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4579><s_b_4199><s_c_3038>
【2026-01-04】
  --:-- [直播-关注] <|living_begin|><s_a_4677><s_b_7096><s_c_2493>
  --:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_4784>
【2026-01-06】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4571><s_c_5117>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_697><s_c_5956>
【2026-01-11】
  --:-- [商品-点击] <|prod_begin|><s_a_2668><s_b_5394><s_c_3225>
  --:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_5426><s_c_5882>
  --:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_5394><s_c_3225>
  --:-- [商品-购买] <|prod_begin|><s_a_6950><s_b_5426><s_c_5882>
【2026-01-12】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_24><s_c_3887>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_24><s_c_3887>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6912><s_c_5000>
  --:-- [商品-点击] <|prod_begin|><s_a_2599><s_b_6544><s_c_2024>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_2550><s_c_7266>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_24><s_c_343>
  --:-- [商品-购买] <|prod_begin|><s_a_4688><s_b_483><s_c_102>
  --:-- [商品-购买] <|prod_begin|><s_a_954><s_b_7619><s_c_5449>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_24><s_c_343>
【2026-01-14】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_6202>
  --:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_2450><s_c_3510>
  --:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_2450><s_c_3620>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_6352><s_c_2024>
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_2450><s_c_3510>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5222>
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_1000>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_171><s_c_535>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6234><s_c_3676>
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6913><s_c_3601>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_5384><s_c_875>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1307><s_b_7768><s_c_677>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7390><s_c_2793>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_2251><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_2539><s_c_3567>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6635><s_c_5452>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2032>
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_759><s_c_2880>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6592><s_c_4771>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3453><s_c_2115>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_1785><s_b_8049><s_c_6415>
  --:-- [直播-打赏] <|living_begin|><s_a_7403><s_b_6285><s_c_714>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
  --:-- [直播-关注] <|living_begin|><s_a_7728><s_b_5659><s_c_5099>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_5273>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_677>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1307><s_b_7768><s_c_616>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4663><s_c_2940>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4663><s_c_2940>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_6202>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_154>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_3854><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7571><s_c_602>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6278>
  19:08 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_7925>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6318><s_c_3483>
  19:53 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3518><s_c_6227>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_7894><s_c_1423>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_2403>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3680><s_c_5237>
  --:-- [商品-点击] <|prod_begin|><s_a_2453><s_b_7090><s_c_2622>
  --:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_2450><s_c_3620>
  --:-- [商品-购买] <|prod_begin|><s_a_2453><s_b_7090><s_c_2622>
【2026-01-21】
  --:-- [商品-点击] <|prod_begin|><s_a_1958><s_b_2846><s_c_6783>
  --:-- [商品-购买] <|prod_begin|><s_a_1958><s_b_2846><s_c_6783>
【2026-01-22】
  03:37 [视频-点赞/长播] <|video_begin|><s_a_6166><s_b_481><s_c_2568>
  12:02 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5553>
  12:18 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_4043>
  12:45 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_404><s_c_5622>
  15:20 [视频-长播] <|video_begin|><s_a_1990><s_b_7144><s_c_4081>
  15:20 [视频-长播] <|video_begin|><s_a_4946><s_b_6435><s_c_8085>
  15:20 [视频-长播] <|video_begin|><s_a_4815><s_b_6234><s_c_291>
  16:28 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
  18:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6318><s_c_3483>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6318><s_c_3483>
  21:27 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6962>
  23:42 [视频-长播] <|video_begin|><s_a_923><s_b_2451><s_c_5823>
【2026-01-23】
  11:38 [视频-长播] <|video_begin|><s_a_3091><s_b_6234><s_c_1223>
  12:14 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_581><s_c_5749>
  12:32 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_1935>
  13:05 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4783>
  13:30 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2599>
  14:33 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_3302><s_c_7586>
  18:01 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7762><s_c_1935>
  21:04 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3363>
【2026-01-24】
  08:51 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2941><s_c_5563>
  08:59 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1335>
  11:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2370>
  12:00 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2941><s_c_5563>
  12:23 [视频-长播] <|video_begin|><s_a_6329><s_b_4410><s_c_1119>
  12:23 [视频-长播] <|video_begin|><s_a_7830><s_b_3044><s_c_7945>
  12:37 [视频-长播] <|video_begin|><s_a_7830><s_b_5102><s_c_2880>
  12:37 [视频-长播] <|video_begin|><s_a_7830><s_b_6261><s_c_5737>
  12:37 [视频-长播] <|video_begin|><s_a_923><s_b_1206><s_c_6108>
  12:41 [视频-长播] <|video_begin|><s_a_1990><s_b_6234><s_c_4209>
  12:52 [视频-长播] <|video_begin|><s_a_7830><s_b_1952><s_c_5899>
  16:33 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1583>
  17:14 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_3501>
  18:02 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6768>
  --:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_2450><s_c_6981>
  20:20 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_2941><s_c_1935>
【2026-01-25】
  02:13 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_1519><s_c_1614>
  02:14 [视频-长播] <|video_begin|><s_a_2983><s_b_2927><s_c_4839>
  02:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1141><s_c_7997>
  04:44 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2941><s_c_4860>
  05:08 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_7568>
  07:37 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_7588>
  12:19 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_1659>
  12:40 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_2221><s_c_2370>
  13:07 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7214><s_c_4595>
  14:49 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_1659>
  15:24 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6924><s_c_1935>
  18:04 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5563>
【2026-01-26】
  06:44 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2960>
  07:09 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_560>
  09:28 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_2221><s_c_5749>
  10:58 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_2696>
  21:05 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_5064>
  22:32 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6347>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7390><s_c_3026>
  04:25 [视频-长播] <|video_begin|><s_a_5903><s_b_2854><s_c_5064>
  04:25 [视频-长播] <|video_begin|><s_a_2350><s_b_7736><s_c_5737>
  04:28 [视频-长播] <|video_begin|><s_a_1474><s_b_6234><s_c_4798>
  04:28 [视频-长播] <|video_begin|><s_a_817><s_b_665><s_c_4798>
  06:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_1584>
  08:41 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_1141><s_c_141>
  09:34 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_2960><s_c_5061>
  12:37 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_6368>
  12:43 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_5776>
  13:28 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6047><s_c_2465>
  16:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6313>
  16:48 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_1141><s_c_3766>
  16:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3775>
【2026-01-28】
  03:39 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2482>
  04:27 [视频-长播] <|video_begin|><s_a_1594><s_b_1399><s_c_997>
  04:27 [视频-长播] <|video_begin|><s_a_7879><s_b_6045><s_c_7588>
  04:27 [视频-长播] <|video_begin|><s_a_7830><s_b_594><s_c_6973>
  04:27 [视频-长播] <|video_begin|><s_a_7879><s_b_7952><s_c_2568>
  04:31 [视频-长播] <|video_begin|><s_a_7879><s_b_5429><s_c_3501>
  04:31 [视频-长播] <|video_begin|><s_a_7611><s_b_6519><s_c_4932>
  06:48 [视频-长播] <|video_begin|><s_a_3510><s_b_1642><s_c_6973>
  06:48 [视频-长播] <|video_begin|><s_a_5863><s_b_5454><s_c_4636>
  06:48 [视频-长播] <|video_begin|><s_a_923><s_b_7762><s_c_5851>
  06:48 [视频-长播] <|video_begin|><s_a_16><s_b_3951><s_c_594>
  06:56 [视频-长播] <|video_begin|><s_a_469><s_b_3006><s_c_6994>
  11:58 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
  12:09 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
  13:02 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4783>
  13:37 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1148>
  15:27 [广告-深度转化] <|ad_begin|><s_a_795><s_b_7342><s_c_3221>
  16:28 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_5882>
  17:44 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2865><s_c_2460>
  18:50 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_2988>
  19:24 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_1253>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_4386><s_c_2343>
  --:-- [商品-购买] <|prod_begin|><s_a_5829><s_b_4386><s_c_2343>
  20:01 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3517>
  20:18 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_329>
  22:15 [广告-深度转化] <|ad_begin|><s_a_7479><s_b_7877><s_c_6047>
  22:57 [视频-长播] <|video_begin|><s_a_7830><s_b_6532><s_c_616>
  22:57 [视频-关注/长播] <|video_begin|><s_a_1274><s_b_1277><s_c_5563>
【2026-01-29】
  01:01 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_2246><s_c_5563>
  03:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_2370>
  12:28 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1935>
  13:06 [广告-点击] <|ad_begin|><s_a_3711><s_b_2497><s_c_3893>
  13:12 [广告-点击] <|ad_begin|><s_a_7374><s_b_1681><s_c_1708>
  13:19 [广告-点击] <|ad_begin|><s_a_1041><s_b_5842><s_c_2693>
  13:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1141><s_c_77>
  13:35 [广告-点击] <|ad_begin|><s_a_3091><s_b_1141><s_c_77>
  14:23 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_329>
  16:04 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_1322>
  16:04 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_2921>
  16:15 [广告-点击] <|ad_begin|><s_a_2470><s_b_1549><s_c_641>
  17:29 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2251><s_c_859>
  17:29 [广告-点击] <|ad_begin|><s_a_8127><s_b_2251><s_c_859>
  17:43 [广告-点击] <|ad_begin|><s_a_7479><s_b_59><s_c_5901>
  17:56 [广告-点击] <|ad_begin|><s_a_3625><s_b_3714><s_c_7984>
  18:01 [广告-点击] <|ad_begin|><s_a_506><s_b_5081><s_c_3726>
  18:25 [广告-点击] <|ad_begin|><s_a_7374><s_b_4033><s_c_2671>
  18:25 [广告-点击] <|ad_begin|><s_a_6073><s_b_7386><s_c_5903>
  18:32 [广告-点击] <|ad_begin|><s_a_6162><s_b_3465><s_c_3955>
  18:37 [视频-长播] <|video_begin|><s_a_1633><s_b_4000><s_c_7899>
  18:39 [视频-长播] <|video_begin|><s_a_7903><s_b_6423><s_c_5353>
  18:39 [视频-长播] <|video_begin|><s_a_3536><s_b_2293><s_c_1485>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_4386><s_c_2343>
  --:-- [商品-购买] <|prod_begin|><s_a_5829><s_b_4386><s_c_2343>
【2026-01-30】
  03:33 [广告-点击] <|ad_begin|><s_a_5229><s_b_59><s_c_6962>
  10:36 [广告-深度转化] <|ad_begin|><s_a_2799><s_b_8151><s_c_5416>
  10:36 [广告-点击] <|ad_begin|><s_a_2799><s_b_8151><s_c_5416>
  13:25 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
  15:06 [广告-点击] <|ad_begin|><s_a_2918><s_b_3589><s_c_401>
  15:17 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1707>
  15:19 [广告-点击] <|ad_begin|><s_a_7847><s_b_5074><s_c_4288>
  15:22 [广告-点击] <|ad_begin|><s_a_7088><s_b_2918><s_c_4207>
  15:23 [广告-点击] <|ad_begin|><s_a_2918><s_b_2792><s_c_4405>
  15:42 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_405>
  15:42 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_405>
  16:12 [视频-转发/长播] <|video_begin|><s_a_2027><s_b_7776><s_c_536>
  16:45 [广告-深度转化] <|ad_begin|><s_a_6162><s_b_4702><s_c_1914>
  16:45 [广告-点击] <|ad_begin|><s_a_6162><s_b_4702><s_c_1914>
  16:49 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_47>
  17:06 [广告-点击] <|ad_begin|><s_a_7374><s_b_1692><s_c_1109>
  17:11 [视频-长播] <|video_begin|><s_a_6417><s_b_7054><s_c_3346>
  17:11 [视频-长播] <|video_begin|><s_a_5673><s_b_6234><s_c_3798>
  17:14 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_4067>
  17:56 [广告-点击] <|ad_begin|><s_a_6126><s_b_2485><s_c_3984>
  17:58 [广告-点击] <|ad_begin|><s_a_5229><s_b_6532><s_c_7268>
  18:50 [广告-点击] <|ad_begin|><s_a_7479><s_b_59><s_c_2225>
  19:19 [视频-转发/长播] <|video_begin|><s_a_6329><s_b_7670><s_c_7925>
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_2450><s_c_6920>
  19:41 [视频-长播] <|video_begin|><s_a_6417><s_b_4173><s_c_3026>
【2026-01-31】
  04:46 [广告-点击] <|ad_begin|><s_a_7374><s_b_3065><s_c_5903>
  05:59 [视频-长播] <|video_begin|><s_a_4178><s_b_6532><s_c_7568>
  05:59 [视频-长播] <|video_begin|><s_a_2832><s_b_6779><s_c_2009>
  05:59 [视频-长播] <|video_begin|><s_a_148><s_b_1300><s_c_7172>
  13:55 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  14:03 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_6122>
  14:03 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_6122>
  14:30 [广告-点击] <|ad_begin|><s_a_7374><s_b_3065><s_c_5903>
【2026-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  04:07 [广告-点击] <|ad_begin|><s_a_2470><s_b_1654><s_c_7015>
  05:54 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_6597>
  05:54 [视频-长播] <|video_begin|><s_a_4039><s_b_6045><s_c_3026>
  06:49 [视频-长播] <|video_begin|><s_a_6417><s_b_6234><s_c_1118>
  07:33 [广告-点击] <|ad_begin|><s_a_2470><s_b_586><s_c_5776>
  07:59 [广告-点击] <|ad_begin|><s_a_2470><s_b_5093><s_c_640>
  08:02 [广告-点击] <|ad_begin|><s_a_212><s_b_7877><s_c_3984>
  08:06 [视频-长播] <|video_begin|><s_a_7830><s_b_6407><s_c_535>
  08:10 [视频-长播] <|video_begin|><s_a_817><s_b_6234><s_c_4209>
  09:59 [广告-点击] <|ad_begin|><s_a_5229><s_b_4949><s_c_2656>
  11:44 [广告-点击] <|ad_begin|><s_a_7479><s_b_59><s_c_5901>
  13:06 [广告-点击] <|ad_begin|><s_a_99><s_b_4753><s_c_2341>
  13:41 [广告-点击] <|ad_begin|><s_a_3082><s_b_2990><s_c_7726>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_4386><s_c_2343>
  --:-- [商品-购买] <|prod_begin|><s_a_3868><s_b_5487><s_c_3261>
【2026-02-02】
  02:01 [广告-点击] <|ad_begin|><s_a_1299><s_b_5061><s_c_3984>
  02:04 [广告-深度转化] <|ad_begin|><s_a_99><s_b_7919><s_c_3344>
  02:04 [广告-点击] <|ad_begin|><s_a_99><s_b_7919><s_c_3344>
  02:07 [广告-点击] <|ad_begin|><s_a_3099><s_b_1186><s_c_7261>
  02:09 [广告-点击] <|ad_begin|><s_a_6162><s_b_3465><s_c_3955>
  02:13 [广告-点击] <|ad_begin|><s_a_7331><s_b_8137><s_c_3770>
  02:19 [广告-点击] <|ad_begin|><s_a_7679><s_b_7498><s_c_3527>
  02:20 [广告-点击] <|ad_begin|><s_a_5229><s_b_6461><s_c_4209>
  02:23 [广告-点击] <|ad_begin|><s_a_3550><s_b_5061><s_c_7667>
  02:26 [广告-点击] <|ad_begin|><s_a_6162><s_b_3727><s_c_1355>
  02:29 [视频-长播] <|video_begin|><s_a_6166><s_b_2497><s_c_7899>
  02:50 [广告-点击] <|ad_begin|><s_a_2257><s_b_7175><s_c_3447>
  07:46 [视频-长播] <|video_begin|><s_a_2832><s_b_2221><s_c_5803>
  07:46 [视频-长播] <|video_begin|><s_a_2402><s_b_908><s_c_949>
  08:04 [视频-长播] <|video_begin|><s_a_2845><s_b_6045><s_c_1332>
  08:04 [视频-长播] <|video_begin|><s_a_6417><s_b_6234><s_c_3221>
  09:22 [广告-点击] <|ad_begin|><s_a_4746><s_b_7295><s_c_1708>
  15:13 [广告-点击] <|ad_begin|><s_a_1041><s_b_7214><s_c_1708>
  15:38 [广告-点击] <|ad_begin|><s_a_3604><s_b_2493><s_c_2018>
  15:40 [广告-点击] <|ad_begin|><s_a_7088><s_b_3898><s_c_416>
  15:44 [广告-点击] <|ad_begin|><s_a_4340><s_b_6726><s_c_4810>
  15:53 [广告-点击] <|ad_begin|><s_a_7342><s_b_581><s_c_3054>
  16:04 [广告-点击] <|ad_begin|><s_a_4517><s_b_57><s_c_5563>
  16:11 [广告-点击] <|ad_begin|><s_a_606><s_b_7919><s_c_523>
  16:14 [广告-点击] <|ad_begin|><s_a_5003><s_b_6205><s_c_3550>
  16:21 [广告-点击] <|ad_begin|><s_a_456><s_b_7633><s_c_907>
  16:22 [广告-点击] <|ad_begin|><s_a_2470><s_b_7214><s_c_4631>
  16:41 [广告-点击] <|ad_begin|><s_a_506><s_b_3399><s_c_4309>
  23:25 [广告-点击] <|ad_begin|><s_a_99><s_b_7919><s_c_3344>
【2026-02-03】
  15:26 [广告-点击] <|ad_begin|><s_a_2996><s_b_4293><s_c_7904>
【2026-02-04】
  09:15 [广告-点击] <|ad_begin|><s_a_7374><s_b_7608><s_c_5675>
  09:17 [广告-点击] <|ad_begin|><s_a_1512><s_b_6047><s_c_7667>
  15:27 [广告-点击] <|ad_begin|><s_a_7374><s_b_4899><s_c_25>
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
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：从泛化祈福到特定化、功能化的玄学消费演进

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化祈福到特定化、功能化的玄学消费演进",
    "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。/think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain":{"name":"从泛化祈福到特定化、功能化的玄学消费演进","events":[{"date":"2025-10-09","action":"[商品-购买] <|prod_begin|><s_a_345><s_b_5588><s_c_6555>","logic":"初始触发：购买泛化的、带有普适性祝福寓意（天官赐福）的玄学商品，作为兴趣起点。"},{"date":"2025-11-10","action":"[商品-购买] <|prod_begin|><s_a_345><s_b_4356><s_c_7586>","logic":"兴趣强化与时效性认知：从通用款转向具有明确年份（2026马年）指向的同类商品，并带有“老师推荐”标签，表明用户开始接受特定圈层的引导，认知从“随意买”向“跟着买”演进。"},{"date":"2025-12-15","action":"[商品-购买] <|prod_begin|><s_a_4124><s_b_3004><s_c_5558>","logic":"认知分化与深度探索：兴趣从汉地主流的“天官赐福”体系，首次转向具有明确地域和文化符号（布宫、藏粉）的藏传佛教体系，实现了文化圈层的跨越，是显著的认知增量。"},{"date":"2025-12-18","action":"[商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_642>","logic":"需求聚焦与功能收敛：在经历了泛化祈福和文化体系探索后，用户的兴趣收敛到具有明确“招财”功能的“五路貔貅”上。这标志着用户的需求从“保平安”的模糊概念，聚焦到了“求财”这一具体目标，完成了从发散到聚焦的认知闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-04-03】
  --:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_5007><s_c_1455>
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_2421><s_c_30>
【2025-04-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6568><s_b_6774><s_c_1247>
【2025-04-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-04-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_6110><s_c_3867>
【2025-04-17】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5845><s_c_3526>
【2025-05-13】
  --:-- [商品-购买] <|prod_begin|><s_a_3564><s_b_2187><s_c_6291>
【2025-05-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6678><s_b_5810><s_c_1906>
【2025-06-10】
  --:-- [商品-购买] <|prod_begin|><s_a_2432><s_b_5660><s_c_3805>
  --:-- [商品-购买] <|prod_begin|><s_a_8191><s_b_5756><s_c_4648>
  --:-- [商品-购买] <|prod_begin|><s_a_2230><s_b_5616><s_c_198>
【2025-06-12】
  --:-- [商品-购买] <|prod_begin|><s_a_3986><s_b_5509><s_c_7095>
【2025-06-20】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_6804><s_c_6673>
【2025-07-04】
  --:-- [商品-购买] <|prod_begin|><s_a_3061><s_b_7132><s_c_119>
【2025-07-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1504><s_c_55>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_4092><s_c_5237>
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_5576><s_c_2585>
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_1630><s_c_5882>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_4391><s_c_7072>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2198><s_c_343>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2198><s_c_343>
【2025-08-16】
  --:-- [商品-购买] <|prod_begin|><s_a_3564><s_b_5421><s_c_6291>
【2025-08-24】
  --:-- [商品-购买] <|prod_begin|><s_a_7858><s_b_7820><s_c_7229>
  --:-- [商品-购买] <|prod_begin|><s_a_3564><s_b_5421><s_c_6291>
【2025-08-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_3890>
【2025-08-29】
  --:-- [商品-购买] <|prod_begin|><s_a_550><s_b_8134><s_c_4765>
【2025-09-13】
  --:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_5658><s_c_5943>
【2025-09-22】
  --:-- [商品-购买] <|prod_begin|><s_a_2268><s_b_3392><s_c_2020>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_4228><s_b_3379><s_c_7723>
【2025-10-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1435><s_b_6972><s_c_4820>
【2025-11-22】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_94>
【2025-11-23】
  --:-- [商品-购买] <|prod_begin|><s_a_2230><s_b_3645><s_c_6920>
  --:-- [商品-购买] <|prod_begin|><s_a_2230><s_b_5549><s_c_2847>
【2025-11-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1959><s_c_3423>
【2025-11-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-11-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2230><s_b_6427><s_c_6383>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7344><s_c_4647>
【2025-12-01】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_6278>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_4147><s_b_5511><s_c_7951>
【2025-12-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5845><s_c_7518>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3691><s_c_2509>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_2293><s_c_7264>
【2025-12-10】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3614><s_c_7506>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7390><s_c_6278>
【2025-12-13】
  --:-- [直播-关注] <|living_begin|><s_a_2616><s_b_7344><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1277><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_4410><s_c_2513>
【2025-12-15】
  14:27 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6994>
  16:10 [广告-深度转化] <|ad_begin|><s_a_2299><s_b_6234><s_c_5749>
  16:28 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_978><s_c_2118>
  16:30 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6442><s_c_6357>
【2025-12-16】
  14:28 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7180><s_c_3777>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_2171>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_2221><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_5921>
  04:20 [广告-深度转化] <|ad_begin|><s_a_6474><s_b_7016><s_c_3530>
  14:10 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_3589><s_c_3501>
  17:12 [广告-深度转化] <|ad_begin|><s_a_4858><s_b_2029><s_c_6879>
【2025-12-18】
  --:-- [商品-点击] <|prod_begin|><s_a_2230><s_b_4659><s_c_1098>
  15:20 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6915>
  17:01 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1129>
  17:09 [广告-深度转化] <|ad_begin|><s_a_2299><s_b_4033><s_c_7676>
【2025-12-19】
  --:-- [商品-点击] <|prod_begin|><s_a_5355><s_b_6299><s_c_7992>
  --:-- [商品-购买] <|prod_begin|><s_a_5355><s_b_6299><s_c_7992>
  11:20 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_1206><s_c_7395>
  13:20 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_47>
  16:00 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_1616>
  18:38 [广告-深度转化] <|ad_begin|><s_a_2299><s_b_4087><s_c_3363>
【2025-12-20】
  02:01 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6436><s_c_5793>
  15:43 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
【2025-12-21】
  --:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_6026><s_c_1670>
  15:44 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6436><s_c_5563>
【2025-12-22】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1123><s_c_7951>
  08:31 [广告-深度转化] <|ad_begin|><s_a_2299><s_b_4033><s_c_7899>
  14:58 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_2988>
  15:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6072>
  16:23 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_2370>
【2025-12-23】
  --:-- [直播-关注] <|living_begin|><s_a_5933><s_b_6694><s_c_5432>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6477><s_c_7616>
  --:-- [商品-点击] <|prod_begin|><s_a_6406><s_b_4406><s_c_4247>
  --:-- [商品-点击] <|prod_begin|><s_a_6406><s_b_1799><s_c_2496>
  --:-- [商品-购买] <|prod_begin|><s_a_6406><s_b_4406><s_c_4247>
  --:-- [商品-购买] <|prod_begin|><s_a_6406><s_b_1799><s_c_2496>
  15:06 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_3193><s_c_3901>
  15:30 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7333><s_c_1935>
【2025-12-24】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_7951>
  04:21 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_978><s_c_2699>
  15:36 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_497>
【2025-12-25】
  --:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_5128><s_c_1138>
  13:16 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_4340><s_c_1317>
  15:23 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_5687>
  16:37 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_4340><s_c_8060>
【2025-12-26】
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_6234><s_c_7951>
  --:-- [商品-点击] <|prod_begin|><s_a_7635><s_b_852><s_c_2629>
  --:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_1996><s_c_1644>
【2025-12-28】
  03:13 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_3497><s_c_3047>
  --:-- [商品-点击] <|prod_begin|><s_a_6406><s_b_2558><s_c_3267>
  --:-- [商品-购买] <|prod_begin|><s_a_6406><s_b_2558><s_c_3267>
【2025-12-29】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6973><s_c_2912>
  --:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_2868><s_c_7978>
【2025-12-30】
  05:25 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_123><s_c_7322>
  09:24 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_3527>
  --:-- [商品-点击] <|prod_begin|><s_a_8145><s_b_3318><s_c_4692>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_3915><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_5685><s_c_7366>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3302><s_c_4393>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3915><s_c_1786>
  16:35 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1471><s_c_1005>
【2025-12-31】
  03:24 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_6234><s_c_1914>
  03:56 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7381><s_c_3294>
  06:00 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_77>
  --:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_6026><s_c_1670>
【2026-01-01】
  15:22 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_3616>
【2026-01-02】
  --:-- [商品-点击] <|prod_begin|><s_a_5152><s_b_3585><s_c_1469>
  17:27 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_2427>
【2026-01-03】
  04:09 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_6379><s_c_6115>
【2026-01-04】
  02:27 [广告-深度转化] <|ad_begin|><s_a_6548><s_b_3314><s_c_3536>
  14:49 [广告-深度转化] <|ad_begin|><s_a_8164><s_b_404><s_c_2568>
  15:55 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
【2026-01-05】
  --:-- [商品-点击] <|prod_begin|><s_a_7304><s_b_1695><s_c_2335>
  11:20 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3775>
  14:49 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5845><s_c_2112>
  13:55 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6767>
  15:51 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_665><s_c_5267>
【2026-01-07】
  10:33 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_2826><s_c_6047>
  --:-- [商品-点击] <|prod_begin|><s_a_7304><s_b_1695><s_c_2335>
  14:54 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_1230><s_c_7395>
【2026-01-08】
  10:11 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3973><s_c_2447>
  15:27 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_2122>
  15:38 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6067>
【2026-01-09】
  04:52 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_8058><s_c_47>
  16:13 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_3675>
【2026-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_6477><s_c_6266>
【2026-01-11】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_557>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_451><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6358><s_c_4336>
【2026-01-12】
  12:34 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_665><s_c_2568>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_4897><s_b_3448><s_c_1247>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_4663><s_c_7698>
  13:38 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_7608><s_c_2568>
【2026-01-14】
  04:28 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_978><s_c_2699>
  13:50 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4978>
  14:05 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_6434><s_c_4373>
  14:55 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2029><s_c_5256>
  17:56 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_1>
【2026-01-15】
  --:-- [商品-点击] <|prod_begin|><s_a_3222><s_b_2293><s_c_3412>
  --:-- [商品-点击] <|prod_begin|><s_a_3222><s_b_5588><s_c_6762>
  --:-- [商品-点击] <|prod_begin|><s_a_200><s_b_7687><s_c_4297>
  --:-- [商品-点击] <|prod_begin|><s_a_6406><s_b_1799><s_c_2496>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6351><s_c_3401>
  --:-- [商品-购买] <|prod_begin|><s_a_1066><s_b_2868><s_c_7978>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_4468>
  04:31 [广告-深度转化] <|ad_begin|><s_a_4845><s_b_7608><s_c_594>
  14:18 [广告-点击] <|ad_begin|><s_a_3091><s_b_3952><s_c_70>
  14:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_6519><s_c_2409>
  14:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>
  14:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>
  16:08 [广告-点击] <|ad_begin|><s_a_294><s_b_6234><s_c_1975>
【2026-01-17】
  09:20 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5331>
  09:20 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5331>
  14:00 [广告-点击] <|ad_begin|><s_a_2899><s_b_1595><s_c_7718>
  14:58 [广告-点击] <|ad_begin|><s_a_7879><s_b_4949><s_c_2374>
  15:46 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1368>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_713><s_c_1649>
  07:10 [广告-点击] <|ad_begin|><s_a_2859><s_b_1411><s_c_1941>
  --:-- [商品-点击] <|prod_begin|><s_a_3222><s_b_5588><s_c_6762>
  11:57 [广告-点击] <|ad_begin|><s_a_6921><s_b_581><s_c_4058>
  12:32 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3062>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_763><s_c_5563>
  03:57 [广告-点击] <|ad_begin|><s_a_2859><s_b_7608><s_c_8042>
  04:57 [广告-点击] <|ad_begin|><s_a_7008><s_b_4491><s_c_6583>
  14:54 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_77>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7216><s_c_814>
  13:22 [广告-点击] <|ad_begin|><s_a_174><s_b_2854><s_c_6879>
  16:05 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_4247>
【2026-01-21】
  09:58 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1084>
【2026-01-22】
  03:48 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  08:48 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_869>
  09:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_5349><s_c_3026>
  09:00 [广告-点击] <|ad_begin|><s_a_655><s_b_5349><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_4897><s_b_6342><s_c_3719>
  15:59 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3189>
【2026-01-23】
  03:20 [广告-点击] <|ad_begin|><s_a_4403><s_b_7498><s_c_5768>
  05:13 [广告-点击] <|ad_begin|><s_a_6162><s_b_5473><s_c_4693>
  11:32 [广告-点击] <|ad_begin|><s_a_3738><s_b_5349><s_c_2568>
  12:06 [广告-点击] <|ad_begin|><s_a_1754><s_b_6379><s_c_6954>
【2026-01-24】
  00:29 [广告-点击] <|ad_begin|><s_a_4403><s_b_7498><s_c_5768>
  01:15 [广告-点击] <|ad_begin|><s_a_7008><s_b_5093><s_c_3116>
  04:05 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_1935>
  04:29 [广告-点击] <|ad_begin|><s_a_8127><s_b_7218><s_c_3901>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_4663><s_c_543>
  --:-- [商品-点击] <|prod_begin|><s_a_3144><s_b_3089><s_c_7403>
  --:-- [商品-点击] <|prod_begin|><s_a_3144><s_b_3089><s_c_7403>
  --:-- [商品-点击] <|prod_begin|><s_a_4003><s_b_6469><s_c_1371>
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_5722><s_c_5234>
  --:-- [商品-点击] <|prod_begin|><s_a_5553><s_b_4668><s_c_1670>
  --:-- [商品-购买] <|prod_begin|><s_a_3144><s_b_3089><s_c_7403>
  13:21 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_3014>
  15:26 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
【2026-01-25】
  01:46 [广告-点击] <|ad_begin|><s_a_5941><s_b_206><s_c_3995>
  01:48 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
  08:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4373>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1290><s_c_4297>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1290><s_c_4297>
  15:07 [广告-点击] <|ad_begin|><s_a_2578><s_b_2828><s_c_2568>
  17:04 [广告-点击] <|ad_begin|><s_a_5991><s_b_7246><s_c_1118>
【2026-01-26】
  03:31 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
  06:42 [广告-点击] <|ad_begin|><s_a_4403><s_b_6776><s_c_5563>
  06:58 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_5315>
  16:34 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
【2026-01-27】
  15:58 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5315>
【2026-01-28】
  03:27 [广告-点击] <|ad_begin|><s_a_2983><s_b_5581><s_c_3767>
  03:34 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
  03:35 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
  08:55 [广告-点击] <|ad_begin|><s_a_655><s_b_1141><s_c_8037>
  16:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_3501>
  16:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_3501>
【2026-01-29】
  02:16 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
  02:30 [广告-点击] <|ad_begin|><s_a_5941><s_b_206><s_c_3995>
  02:45 [广告-点击] <|ad_begin|><s_a_4340><s_b_5454><s_c_294>
  03:04 [广告-点击] <|ad_begin|><s_a_4403><s_b_7498><s_c_5768>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1290><s_c_4297>
  --:-- [商品-点击] <|prod_begin|><s_a_2230><s_b_425><s_c_6383>
  --:-- [商品-点击] <|prod_begin|><s_a_2230><s_b_7883><s_c_537>
【2026-01-30】
  03:24 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
  03:28 [广告-点击] <|ad_begin|><s_a_410><s_b_6540><s_c_2658>
  16:13 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_3284><s_c_141>
  16:13 [广告-点击] <|ad_begin|><s_a_6399><s_b_3284><s_c_141>
【2026-01-31】
  07:26 [视频-长播] <|video_begin|><s_a_1336><s_b_2552><s_c_5563>
  07:26 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_2568>
  15:36 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_2309>
  15:36 [视频-长播] <|video_begin|><s_a_50><s_b_7776><s_c_4318>
【2026-02-01】
  12:48 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_4212>
  13:00 [广告-点击] <|ad_begin|><s_a_1935><s_b_1119><s_c_6390>
  13:07 [视频-长播] <|video_begin|><s_a_7751><s_b_5419><s_c_7519>
  17:22 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6051><s_c_5563>
  17:22 [广告-点击] <|ad_begin|><s_a_1608><s_b_6051><s_c_5563>
  17:44 [视频-长播] <|video_begin|><s_a_5181><s_b_4386><s_c_909>
【2026-02-02】
  10:27 [视频-长播] <|video_begin|><s_a_1106><s_b_7261><s_c_141>
  10:50 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_5563>
  11:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_5349><s_c_6583>
  11:00 [广告-点击] <|ad_begin|><s_a_655><s_b_5349><s_c_6583>
  12:31 [广告-点击] <|ad_begin|><s_a_655><s_b_7218><s_c_3098>
  14:35 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1058>
  14:36 [视频-长播] <|video_begin|><s_a_3632><s_b_7549><s_c_3116>
  14:36 [视频-长播] <|video_begin|><s_a_6329><s_b_3878><s_c_5059>
  15:02 [广告-点击] <|ad_begin|><s_a_7984><s_b_581><s_c_1469>
  15:26 [视频-长播] <|video_begin|><s_a_1336><s_b_56><s_c_2693>
  15:41 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_5722><s_c_7274>
  11:15 [视频-长播] <|video_begin|><s_a_4615><s_b_621><s_c_3036>
  11:28 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
  11:50 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_1393>
  11:50 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_1393>
  12:01 [视频-长播] <|video_begin|><s_a_2015><s_b_6058><s_c_2960>
  12:30 [视频-长播] <|video_begin|><s_a_3632><s_b_2799><s_c_728>
  12:50 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_3036>
  13:30 [视频-长播] <|video_begin|><s_a_3883><s_b_3417><s_c_5531>
  13:30 [视频-长播] <|video_begin|><s_a_4222><s_b_4878><s_c_6348>
  13:32 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_8113>
  14:38 [视频-长播] <|video_begin|><s_a_1780><s_b_3915><s_c_698>
  14:38 [视频-长播] <|video_begin|><s_a_4615><s_b_1642><s_c_4605>
  14:38 [视频-长播] <|video_begin|><s_a_4372><s_b_6234><s_c_2335>
  14:38 [视频-长播] <|video_begin|><s_a_1336><s_b_5841><s_c_7061>
  15:27 [视频-长播] <|video_begin|><s_a_6510><s_b_7641><s_c_6759>
  15:27 [视频-长播] <|video_begin|><s_a_1106><s_b_1292><s_c_3036>
  15:27 [视频-长播] <|video_begin|><s_a_116><s_b_6891><s_c_2584>
  16:08 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_5543>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_6552><s_b_2221><s_c_5563>
  03:43 [广告-点击] <|ad_begin|><s_a_7479><s_b_1795><s_c_2313>
  06:58 [视频-长播] <|video_begin|><s_a_3655><s_b_713><s_c_6067>
  06:58 [视频-长播] <|video_begin|><s_a_3935><s_b_6477><s_c_6278>
  08:47 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7534>
  08:47 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_7534>
  --:-- [商品-购买] <|prod_begin|><s_a_692><s_b_1392><s_c_1709>
  11:52 [广告-点击] <|ad_begin|><s_a_655><s_b_5349><s_c_7616>
  12:16 [视频-长播] <|video_begin|><s_a_6347><s_b_6234><s_c_6856>
  12:16 [视频-长播] <|video_begin|><s_a_2015><s_b_6924><s_c_439>
  12:20 [视频-长播] <|video_begin|><s_a_3845><s_b_1523><s_c_7106>
  12:20 [视频-长播] <|video_begin|><s_a_5903><s_b_575><s_c_3501>
  12:20 [视频-长播] <|video_begin|><s_a_6347><s_b_3589><s_c_845>
  12:20 [视频-长播] <|video_begin|><s_a_6207><s_b_4915><s_c_1306>
  13:38 [视频-长播] <|video_begin|><s_a_5023><s_b_763><s_c_6976>
  13:38 [视频-长播] <|video_begin|><s_a_4669><s_b_5935><s_c_369>
  13:52 [视频-长播] <|video_begin|><s_a_2253><s_b_5985><s_c_3424>
  14:04 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3026>
  14:12 [视频-长播] <|video_begin|><s_a_6321><s_b_3447><s_c_2262>
  14:49 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_7671>
  14:49 [视频-长播] <|video_begin|><s_a_6757><s_b_8025><s_c_2530>
  15:07 [视频-长播] <|video_begin|><s_a_5659><s_b_1952><s_c_7616>
  15:07 [视频-长播] <|video_begin|><s_a_2015><s_b_800><s_c_2653>
  15:07 [视频-长播] <|video_begin|><s_a_5181><s_b_6234><s_c_6379>
  15:07 [视频-长播] <|video_begin|><s_a_1336><s_b_3915><s_c_5187>
  15:07 [视频-长播] <|video_begin|><s_a_5910><s_b_6973><s_c_3777>
  15:23 [视频-长播] <|video_begin|><s_a_3632><s_b_2148><s_c_3877>
【2026-02-05】
  13:57 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_8037>
  15:01 [视频-长播] <|video_begin|><s_a_6219><s_b_6924><s_c_3116>
  15:01 [视频-长播] <|video_begin|><s_a_2015><s_b_872><s_c_4810>
  15:01 [视频-长播] <|video_begin|><s_a_6510><s_b_3691><s_c_5768>
  15:01 [视频-长播] <|video_begin|><s_a_2194><s_b_1399><s_c_110>
  15:12 [视频-长播] <|video_begin|><s_a_4284><s_b_1119><s_c_6022>
  15:12 [视频-长播] <|video_begin|><s_a_4372><s_b_6051><s_c_6393>
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）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心提取逻辑 (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 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。
请针对下列主题提取行为逻辑链：
主题：从被动健康信息触达到主动寻求解决方案的演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动健康信息触达到主动寻求解决方案的演化",
    "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":"从被动健康信息触达到主动寻求解决方案的演化","events":[{"date":"2025-12-24","action":"[广告-深度转化] <|ad_begin|><s_a_1351><s_b_978><s_c_2699>","logic":"初始触发：被动接收到关于“健康管理”和“体检报告解读”的泛健康概念广告，激发了对自身健康状况的关注。"},{"date":"2026-01-05","action":"[商品-点击] <|prod_begin|><s_a_7304><s_b_1695><s_c_2335>","logic":"行为转化与问题聚焦：从被动的、宽泛的健康管理概念，转化为主动点击针对“疣/瘊”这一具体皮肤问题的产品。这表明用户的问题意识已从模糊的“健康”收敛到特定的、需要解决的病症上，完成了从被动接收到主动寻求的认知跃迁。"}]}}<|im_end|>
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labels:
<think>
</think>
{"logic_chain":{"name":"从泛化个人形象提升到具体化社交工具探索","events":[{"date":"2025-06-14","action":"[商品-购买] <|prod_begin|><s_a_5888><s_b_2919><s_c_7188>","logic":"初始触发：开始关注带有“香氛”属性的个人护理产品，初步探索通过气味提升个人形象。"},{"date":"2025-09-01","action":"[商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>","logic":"需求强化：复购同类产品，但商品描述从“深层清洁”升级为“洗出伪体香”、“激发魅力”，表明用户对气味社交功能的认知加深，并追求更强的效果。"},{"date":"2025-09-04","action":"[商品-购买] <|prod_begin|><s_a_1052><s_b_2919><s_c_6993>","logic":"认知跃迁与行为升级：意识到沐浴露的留香效果有限，首次转向更专业、持久的香氛产品——香水。从被动、短暂的“洗护留香”升级为主动、专业的“穿戴香气”，完成了从基础个护到专业社交工具的认知跃迁。"}]}}<|im_end|>
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。

我接到的任务是，基于用户的交互历史，挖掘出一条从泛化工具认知到精准化电路检测工具选购的行为逻辑链。这意味着我需要从用户大量的行为数据中，找到一个清晰的、由浅入深的兴趣演变过程，最终导向一个具体的购买决策。

首先，我快速浏览了用户的整体行为时间线，发现其兴趣点非常广泛，涵盖了美女直播、情感内容、小说广告、休闲游戏以及各种生活日用品等。在如此庞杂的兴趣中，要找到一条关于“电路检测工具”的线索，我必须聚焦于那些与工具、维修、DIY相关的交互点。

在时间线的后期，我注意到了一些关键信号。在2月3日，用户转发并长时间观看了一个关于厨房装修的视频 <|video_begin|><s_a_4036><s_b_1366><s_c_6863>。这个视频内容非常具体，展示了专业技术人员使用电钻、螺丝刀等工具进行管道铺设。我认为，这很可能是用户对这类工具产生初步认知的起点。虽然他可能之前也见过这些工具，但这次“转发”和“长播”的强交互行为，表明他对这个场景下的专业操作产生了较高的兴趣，可能由此意识到了在家居维修中拥有合适工具的重要性。

有了这个起点，我继续向后追溯。在接下来的两天里，用户的兴趣似乎又回到了他更常关注的美女、社交和生活内容上。然而，到了2月5日，一个关键的视频 <|video_begin|><s_a_1766><s_b_1801><s_c_5563> 再次出现。这个视频专门介绍了“家用强扭力测电笔”，详细讲解了它如何检测电路、解决故障，甚至还提到了它兼具螺丝刀功能。我推断，这是用户兴趣的一次重要收敛和深化。从之前对“电钻”这类泛化电动工具的认知，他现在开始聚焦于“测电笔”这一更具体、更具诊断功能的专业工具。这次长播行为表明，他正在主动学习和了解这类工具的具体用途和价值。

这个发现让我非常兴奋，因为一条清晰的“认知-深化”路径已经浮现。接下来，我需要寻找将这种认知转化为实际购买行动的证据。我将目光锁定在2月6日，也就是观看测电笔介绍视频的第二天。果然，在这一天的商品交互记录中，我找到了决定性的闭环行为。用户不仅点击了多款测电笔商品，如 <|prod_begin|><s_a_6111><s_b_5458><s_c_7323> 和 <|prod_begin|><s_a_6716><s_b_5685><s_c_7297>，最终还明确地购买了其中一款具备“高亮感应”、“智能”、“测断点”等高级功能的新款测电笔 <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>。

这一系列的购买行为，完美地印证了我的推测。用户的需求已经从“了解”升级为“拥有”，并且他的选择非常精准，不再是泛泛地浏览，而是直接购买了功能更强、更智能化的产品。这表明前两天的视频内容已经成功地教育了用户，让他明确了自己的需求，从而做出了高效的购买决策。

综合来看，这条行为链条非常完整且逻辑递进关系清晰。它始于一个偶然的装修视频，触发了对专业工具的泛化认知；随后通过一个专门介绍视频，将兴趣深化并聚焦到测电笔这一细分品类上；最终在短时间内迅速转化为对一款功能明确的智能测电笔的购买行为，形成了一个从认知到决策的完整闭环。因此，我倾向于认为，这条路径精准地反映了用户在该主题下的兴趣演进和最终的消费转化。</think>
{"logic_chain": {"name": "从泛化工具认知到精准化电路检测工具的选购闭环", "events": [{"date": "2026-02-03", "action": "[视频-转发/长播] <|video_begin|><s_a_4036><s_b_1366><s_c_6863>", "logic": "问题触发：通过观看装修视频，接触到“电钻”等电工工具的使用场景，形成初步认知。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_1766><s_b_1801><s_c_5563>", "logic": "认知深化：兴趣从通用电动工具收敛至“测电笔”这一特定诊断工具，并开始了解其核心功能（检测电路、解决故障）。"}, {"date": "2026-02-06", "action": "[商品-购买] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>", "logic": "决策闭环：从了解基础功能转向购买具备“感应”、“智能”、“测断点”等高级功能的具体商品，体现了基于知识获取后的精准决策和消费转化。"}]}}<|im_end|>
<think>
</think>
{"logic_chain":{"name":"从泛化祈福到特定化、功能化的玄学消费演进","events":[{"date":"2025-10-09","action":"[商品-购买] <|prod_begin|><s_a_345><s_b_5588><s_c_6555>","logic":"初始触发：购买泛化的、带有普适性祝福寓意（天官赐福）的玄学商品，作为兴趣起点。"},{"date":"2025-11-10","action":"[商品-购买] <|prod_begin|><s_a_345><s_b_4356><s_c_7586>","logic":"兴趣强化与时效性认知：从通用款转向具有明确年份（2026马年）指向的同类商品，并带有“老师推荐”标签，表明用户开始接受特定圈层的引导，认知从“随意买”向“跟着买”演进。"},{"date":"2025-12-15","action":"[商品-购买] <|prod_begin|><s_a_4124><s_b_3004><s_c_5558>","logic":"认知分化与深度探索：兴趣从汉地主流的“天官赐福”体系，首次转向具有明确地域和文化符号（布宫、藏粉）的藏传佛教体系，实现了文化圈层的跨越，是显著的认知增量。"},{"date":"2025-12-18","action":"[商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_642>","logic":"需求聚焦与功能收敛：在经历了泛化祈福和文化体系探索后，用户的兴趣收敛到具有明确“招财”功能的“五路貔貅”上。这标志着用户的需求从“保平安”的模糊概念，聚焦到了“求财”这一具体目标，完成了从发散到聚焦的认知闭环。"}]}}<|im_end|>
{"logic_chain":{"name":"从被动健康信息触达到主动寻求解决方案的演化","events":[{"date":"2025-12-24","action":"[广告-深度转化] <|ad_begin|><s_a_1351><s_b_978><s_c_2699>","logic":"初始触发：被动接收到关于“健康管理”和“体检报告解读”的泛健康概念广告，激发了对自身健康状况的关注。"},{"date":"2026-01-05","action":"[商品-点击] <|prod_begin|><s_a_7304><s_b_1695><s_c_2335>","logic":"行为转化与问题聚焦：从被动的、宽泛的健康管理概念，转化为主动点击针对“疣/瘊”这一具体皮肤问题的产品。这表明用户的问题意识已从模糊的“健康”收敛到特定的、需要解决的病症上，完成了从被动接收到主动寻求的认知跃迁。"}]}}<|im_end|>

[INFO|configuration_utils.py:769] 2026-07-15 04:50:53,039 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:50:53,040 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "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": 151643,
  "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": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|2026-07-15 04:50:53] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-15 04:50:53] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-15 04:50:53,361 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-15 04:50:53,361 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-15 04:50:53,505 >> Generate config GenerationConfig {
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "pad_token_id": 151643,
  "use_cache": false
}


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[INFO|configuration_utils.py:978] 2026-07-15 04:50:53,793 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-15 04:50:53,793 >> Generate config GenerationConfig {
  "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] 2026-07-15 04:50:53,793 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-15 04:50:53] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-15 04:50:53] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-15 04:50:53] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-15 04:50:53] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-15 04:50:53] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-15 04:50:53,922 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-15 04:50:53,922 >>   Num examples = 3,055
[INFO|trainer.py:1471] 2026-07-15 04:50:53,922 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-15 04:50:53,922 >>   Num update steps per epoch = 764
[INFO|trainer.py:1473] 2026-07-15 04:50:53,922 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-15 04:50:53,922 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-15 04:50:53,922 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-15 04:50:53,922 >>   Total optimization steps = 764
[INFO|trainer.py:1479] 2026-07-15 04:50:53,922 >>   Number of trainable parameters = 801,433,600

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{'loss': '1.669', 'grad_norm': '8.688', 'learning_rate': '3.999e-07', 'epoch': '0.03928'}

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{'loss': '1.691', 'grad_norm': '7.594', 'learning_rate': '3.995e-07', 'epoch': '0.05237'}

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{'loss': '1.698', 'grad_norm': '6.5', 'learning_rate': '3.988e-07', 'epoch': '0.06547'}

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{'loss': '1.844', 'grad_norm': '5.844', 'learning_rate': '3.977e-07', 'epoch': '0.07856'}

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{'loss': '1.775', 'grad_norm': '4.938', 'learning_rate': '3.962e-07', 'epoch': '0.09165'}

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{'loss': '1.579', 'grad_norm': '6.5', 'learning_rate': '3.944e-07', 'epoch': '0.1047'}

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{'loss': '1.774', 'grad_norm': '4.844', 'learning_rate': '3.922e-07', 'epoch': '0.1178'}

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{'loss': '1.675', 'grad_norm': '4.438', 'learning_rate': '3.897e-07', 'epoch': '0.1309'}

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{'loss': '1.663', 'grad_norm': '14.06', 'learning_rate': '3.869e-07', 'epoch': '0.144'}

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{'loss': '1.708', 'grad_norm': '5', 'learning_rate': '3.837e-07', 'epoch': '0.1571'}

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{'loss': '1.663', 'grad_norm': '4.375', 'learning_rate': '3.801e-07', 'epoch': '0.1702'}

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{'loss': '1.713', 'grad_norm': '4.156', 'learning_rate': '3.763e-07', 'epoch': '0.1833'}

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{'loss': '1.707', 'grad_norm': '5.031', 'learning_rate': '3.721e-07', 'epoch': '0.1964'}

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{'loss': '1.667', 'grad_norm': '5', 'learning_rate': '3.677e-07', 'epoch': '0.2095'}

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{'loss': '1.601', 'grad_norm': '5.281', 'learning_rate': '3.629e-07', 'epoch': '0.2226'}

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{'loss': '1.702', 'grad_norm': '5.281', 'learning_rate': '3.578e-07', 'epoch': '0.2357'}

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{'loss': '1.721', 'grad_norm': '5.844', 'learning_rate': '3.525e-07', 'epoch': '0.2488'}

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{'loss': '1.791', 'grad_norm': '4.5', 'learning_rate': '3.469e-07', 'epoch': '0.2619'}

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{'loss': '1.703', 'grad_norm': '4.688', 'learning_rate': '3.41e-07', 'epoch': '0.275'}

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{'loss': '1.768', 'grad_norm': '4.719', 'learning_rate': '3.348e-07', 'epoch': '0.2881'}

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{'loss': '1.656', 'grad_norm': '4.375', 'learning_rate': '3.284e-07', 'epoch': '0.3011'}

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{'loss': '1.747', 'grad_norm': '4.062', 'learning_rate': '3.218e-07', 'epoch': '0.3142'}

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{'loss': '1.739', 'grad_norm': '4.719', 'learning_rate': '3.15e-07', 'epoch': '0.3273'}

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{'loss': '1.78', 'grad_norm': '4.688', 'learning_rate': '3.08e-07', 'epoch': '0.3404'}

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{'loss': '1.693', 'grad_norm': '6.688', 'learning_rate': '3.007e-07', 'epoch': '0.3535'}

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{'loss': '1.705', 'grad_norm': '5.281', 'learning_rate': '2.933e-07', 'epoch': '0.3666'}

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{'loss': '1.764', 'grad_norm': '5.375', 'learning_rate': '2.857e-07', 'epoch': '0.3797'}

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{'loss': '1.792', 'grad_norm': '4.281', 'learning_rate': '2.78e-07', 'epoch': '0.3928'}

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{'loss': '1.655', 'grad_norm': '6.094', 'learning_rate': '2.701e-07', 'epoch': '0.4059'}

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{'loss': '1.719', 'grad_norm': '4.781', 'learning_rate': '2.621e-07', 'epoch': '0.419'}

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{'loss': '1.753', 'grad_norm': '5.406', 'learning_rate': '2.54e-07', 'epoch': '0.4321'}

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{'loss': '1.838', 'grad_norm': '7.75', 'learning_rate': '2.458e-07', 'epoch': '0.4452'}

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{'loss': '1.726', 'grad_norm': '4.219', 'learning_rate': '2.375e-07', 'epoch': '0.4583'}

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{'loss': '1.718', 'grad_norm': '4.312', 'learning_rate': '2.291e-07', 'epoch': '0.4714'}

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{'loss': '1.697', 'grad_norm': '4.344', 'learning_rate': '2.207e-07', 'epoch': '0.4845'}

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{'loss': '1.742', 'grad_norm': '4.188', 'learning_rate': '2.123e-07', 'epoch': '0.4975'}

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{'loss': '1.61', 'grad_norm': '4.5', 'learning_rate': '2.038e-07', 'epoch': '0.5106'}

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{'loss': '1.675', 'grad_norm': '5.312', 'learning_rate': '1.953e-07', 'epoch': '0.5237'}

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{'loss': '1.806', 'grad_norm': '6.156', 'learning_rate': '1.869e-07', 'epoch': '0.5368'}

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{'loss': '1.78', 'grad_norm': '4.812', 'learning_rate': '1.784e-07', 'epoch': '0.5499'}

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{'loss': '1.762', 'grad_norm': '5.094', 'learning_rate': '1.7e-07', 'epoch': '0.563'}

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{'loss': '1.739', 'grad_norm': '4.844', 'learning_rate': '1.617e-07', 'epoch': '0.5761'}

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{'loss': '1.66', 'grad_norm': '4.375', 'learning_rate': '1.534e-07', 'epoch': '0.5892'}

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{'loss': '1.523', 'grad_norm': '8.625', 'learning_rate': '1.452e-07', 'epoch': '0.6023'}

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{'loss': '1.687', 'grad_norm': '8', 'learning_rate': '1.371e-07', 'epoch': '0.6154'}

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{'loss': '1.728', 'grad_norm': '4.125', 'learning_rate': '1.291e-07', 'epoch': '0.6285'}

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{'loss': '1.693', 'grad_norm': '5.438', 'learning_rate': '1.212e-07', 'epoch': '0.6416'}

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{'loss': '1.743', 'grad_norm': '6.844', 'learning_rate': '1.135e-07', 'epoch': '0.6547'}

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{'loss': '1.725', 'grad_norm': '4.5', 'learning_rate': '1.059e-07', 'epoch': '0.6678'}

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{'loss': '1.685', 'grad_norm': '4.969', 'learning_rate': '9.853e-08', 'epoch': '0.6809'}

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{'loss': '1.7', 'grad_norm': '4.812', 'learning_rate': '9.132e-08', 'epoch': '0.6939'}

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{'loss': '1.73', 'grad_norm': '5.156', 'learning_rate': '8.43e-08', 'epoch': '0.707'}

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{'loss': '1.69', 'grad_norm': '7.094', 'learning_rate': '7.749e-08', 'epoch': '0.7201'}

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{'loss': '1.651', 'grad_norm': '4.406', 'learning_rate': '7.09e-08', 'epoch': '0.7332'}

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{'loss': '1.827', 'grad_norm': '4.938', 'learning_rate': '6.454e-08', 'epoch': '0.7463'}

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{'loss': '1.696', 'grad_norm': '4.594', 'learning_rate': '5.843e-08', 'epoch': '0.7594'}

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{'loss': '1.661', 'grad_norm': '6.625', 'learning_rate': '5.257e-08', 'epoch': '0.7725'}

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{'loss': '1.726', 'grad_norm': '4.719', 'learning_rate': '4.697e-08', 'epoch': '0.7856'}

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{'loss': '1.636', 'grad_norm': '4.062', 'learning_rate': '4.165e-08', 'epoch': '0.7987'}

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{'loss': '1.653', 'grad_norm': '3.797', 'learning_rate': '3.662e-08', 'epoch': '0.8118'}

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{'loss': '1.633', 'grad_norm': '5.562', 'learning_rate': '3.187e-08', 'epoch': '0.8249'}

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{'loss': '1.635', 'grad_norm': '5.25', 'learning_rate': '2.743e-08', 'epoch': '0.838'}

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{'loss': '1.754', 'grad_norm': '4.406', 'learning_rate': '2.33e-08', 'epoch': '0.8511'}

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{'loss': '1.67', 'grad_norm': '4.344', 'learning_rate': '1.949e-08', 'epoch': '0.8642'}

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{'loss': '1.682', 'grad_norm': '5.25', 'learning_rate': '1.6e-08', 'epoch': '0.8773'}

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{'loss': '1.707', 'grad_norm': '5.25', 'learning_rate': '1.285e-08', 'epoch': '0.8903'}

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{'loss': '1.7', 'grad_norm': '4.875', 'learning_rate': '1.003e-08', 'epoch': '0.9034'}

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{'loss': '1.692', 'grad_norm': '4.25', 'learning_rate': '7.546e-09', 'epoch': '0.9165'}

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{'loss': '1.671', 'grad_norm': '4.5', 'learning_rate': '5.413e-09', 'epoch': '0.9296'}

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{'loss': '1.706', 'grad_norm': '4.906', 'learning_rate': '3.629e-09', 'epoch': '0.9427'}

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{'loss': '1.783', 'grad_norm': '4.906', 'learning_rate': '2.198e-09', 'epoch': '0.9558'}

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{'loss': '1.78', 'grad_norm': '4.562', 'learning_rate': '1.122e-09', 'epoch': '0.9689'}

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{'loss': '1.724', 'grad_norm': '4.188', 'learning_rate': '4.043e-10', 'epoch': '0.982'}

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{'loss': '1.678', 'grad_norm': '4.406', 'learning_rate': '4.494e-11', 'epoch': '0.9951'}

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100%|██████████| 764/764 [1:42:40<00:00,  7.57s/it][INFO|trainer.py:1823] 2026-07-15 06:33:34,760 >> 

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



                                                   
{'train_runtime': '6161', 'train_samples_per_second': '0.496', 'train_steps_per_second': '0.124', 'train_loss': '1.71', 'epoch': '1'}

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[INFO|trainer.py:3815] 2026-07-15 06:33:34,795 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v41_v29_baseline_general_replay_lr4e7_ep10
[INFO|configuration_utils.py:533] 2026-07-15 06:33:34,797 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v41_v29_baseline_general_replay_lr4e7_ep10/config.json
[INFO|configuration_utils.py:816] 2026-07-15 06:33:34,797 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v41_v29_baseline_general_replay_lr4e7_ep10/generation_config.json

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.20it/s]
[INFO|modeling_utils.py:3471] 2026-07-15 06:33:35,637 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v41_v29_baseline_general_replay_lr4e7_ep10/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-15 06:33:35,747 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v41_v29_baseline_general_replay_lr4e7_ep10/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-15 06:33:35,769 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v41_v29_baseline_general_replay_lr4e7_ep10/tokenizer_config.json
***** train metrics *****
  epoch                    =         1.0
  total_flos               = 342961094GF
  train_loss               =      1.7103
  train_runtime            =  1:42:40.87
  train_samples_per_second =       0.496
  train_steps_per_second   =       0.124
Figure saved at: /home/ll/llm4rec/experiments/outputs/v41_v29_baseline_general_replay_lr4e7_ep10/training_loss.png
[WARNING|2026-07-15 06:33:35] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-15 06:33:35] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-15 06:33:35,872 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}