[2026-07-15 03:27:21] stage 1/2: /home/ll/llm4rec/experiments/configs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1.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 03:27:24] 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 03:27:24,631 >> 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 03:27:24,634 >> 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 03:27:25,292 >> 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 03:27:25,293 >> 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 03:27:25,293 >> 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 03:27:25,294 >> 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",
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    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
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  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 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 03:27:25] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v39_curriculum_r0.jsonl...
Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.

Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 33676 examples [00:00, 299624.28 examples/s]
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Generating train split: 70000 examples [00:00, 326744.62 examples/s]

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training example:
input_ids:
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15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156284, 159984, 175386, 198, 220, 220, 15, 19, 25, 19, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157271, 163497, 168481, 198, 220, 220, 15, 20, 25, 15, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157298, 163475, 174757, 198, 220, 220, 15, 20, 25, 16, 24, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 155693, 167252, 173802, 198, 220, 220, 15, 20, 25, 16, 24, 508, 101927, 12, 72651, 60, 220, 176251, 155693, 167252, 173802, 198, 220, 220, 16, 16, 25, 16, 20, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 159600, 166095, 169375, 198, 220, 220, 16, 16, 25, 16, 20, 508, 101927, 12, 72651, 60, 220, 176251, 159600, 166095, 169375, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 16, 10958, 198, 220, 220, 16, 16, 25, 16, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155470, 164357, 172963, 198, 220, 220, 16, 16, 25, 16, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152775, 160863, 175775, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 17, 10958, 198, 220, 220, 15, 15, 25, 18, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157990, 167526, 171528, 198, 220, 220, 15, 15, 25, 19, 20, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 158590, 167203, 171985, 198, 220, 220, 15, 15, 25, 19, 20, 508, 101927, 12, 72651, 60, 220, 176251, 158590, 167203, 171985, 198, 220, 220, 15, 21, 25, 18, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157999, 163894, 172976, 198, 220, 220, 15, 21, 25, 18, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152775, 166215, 169201, 198, 220, 220, 15, 21, 25, 19, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152809, 166095, 169508, 198, 220, 220, 15, 22, 25, 15, 22, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 155247, 166095, 174669, 198, 220, 220, 15, 22, 25, 15, 22, 508, 101927, 12, 72651, 60, 220, 176251, 155247, 166095, 174669, 198, 220, 220, 16, 15, 25, 20, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 151685, 160455, 169820, 198, 220, 220, 16, 15, 25, 20, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157830, 167738, 175557, 198, 220, 220, 16, 15, 25, 20, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158977, 167203, 174972, 198, 220, 220, 16, 15, 25, 20, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159420, 161268, 169793, 198, 220, 220, 16, 15, 25, 20, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155470, 161227, 175775, 198, 220, 220, 16, 15, 25, 20, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156615, 161640, 174075, 198, 220, 220, 16, 16, 25, 15, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 151785, 166168, 174729, 198, 220, 220, 16, 16, 25, 15, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152775, 160863, 168194, 198, 220, 220, 16, 16, 25, 15, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153096, 163986, 173616, 198, 220, 220, 16, 16, 25, 15, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156615, 160058, 168367, 198, 220, 220, 16, 16, 25, 16, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153004, 167201, 169964, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 18, 10958, 198, 220, 220, 15, 18, 25, 16, 19, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159080, 161384, 172265, 198, 220, 220, 15, 21, 25, 15, 20, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 154501, 161002, 171554, 198, 220, 220, 15, 21, 25, 15, 20, 508, 101927, 12, 72651, 60, 220, 176251, 154501, 161002, 171554, 198, 220, 220, 16, 15, 25, 18, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156353, 167242, 175662, 198, 220, 220, 16, 15, 25, 20, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156582, 160338, 171433, 198, 220, 220, 16, 16, 25, 15, 22, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 153062, 163894, 168130, 198, 220, 220, 16, 16, 25, 15, 22, 508, 101927, 12, 72651, 60, 220, 176251, 153062, 163894, 168130, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 19, 10958, 198, 220, 220, 15, 16, 25, 18, 19, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 151785, 160338, 170806, 198, 220, 220, 15, 16, 25, 20, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 154036, 166303, 173203, 198, 220, 220, 15, 16, 25, 20, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155435, 166095, 172050, 198, 220, 220, 15, 16, 25, 20, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155178, 160886, 170410, 198, 220, 220, 15, 16, 25, 20, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 151685, 161153, 170394, 198, 220, 220, 15, 16, 25, 20, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159499, 160711, 170521, 198, 220, 220, 15, 16, 25, 20, 24, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 151858, 167205, 175350, 198, 220, 220, 15, 17, 25, 15, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155208, 163176, 172330, 198, 220, 220, 15, 17, 25, 16, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155981, 163776, 168781, 198, 220, 220, 15, 17, 25, 16, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155527, 167883, 176072, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 158157, 165941, 172647, 198, 220, 220, 15, 22, 25, 15, 17, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 154977, 166095, 173157, 198, 220, 220, 15, 22, 25, 15, 17, 508, 101927, 12, 72651, 60, 220, 176251, 154977, 166095, 173157, 198, 220, 220, 16, 16, 25, 15, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 151785, 161610, 173925, 198, 220, 220, 16, 16, 25, 15, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159054, 161683, 170575, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 10958, 198, 220, 220, 15, 15, 25, 19, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159420, 160863, 170176, 198, 220, 220, 15, 15, 25, 19, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152201, 166467, 173896, 198, 220, 220, 15, 18, 25, 16, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158173, 163497, 173258, 198, 220, 220, 15, 18, 25, 17, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159420, 166496, 170604, 198, 220, 220, 15, 18, 25, 18, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157830, 164024, 169452, 198, 220, 220, 15, 18, 25, 18, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156615, 162678, 168709, 198, 220, 220, 15, 18, 25, 19, 16, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158273, 167201, 169856, 198, 220, 220, 15, 18, 25, 19, 16, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153684, 161813, 171028, 198, 220, 220, 15, 18, 25, 20, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159225, 161198, 171314, 198, 220, 220, 15, 18, 25, 20, 19, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158746, 166219, 170521, 198, 220, 220, 15, 18, 25, 20, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158713, 167755, 175998, 198, 220, 220, 15, 22, 25, 15, 18, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 153044, 163054, 175833, 198, 220, 220, 15, 22, 25, 15, 18, 508, 101927, 12, 72651, 60, 220, 176251, 153044, 163054, 175833, 271, 100780, 88802, 5122, 56568, 44063, 106249, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 33108, 20074, 68805, 32108, 101057, 3837, 104282, 70589, 20002, 108221, 100022, 3837, 102074, 100160, 100220, 3837, 108639, 107439, 20221, 55338, 78556, 104754, 108221, 27369, 3407, 100220, 5122, 45181, 100461, 32108, 105436, 26939, 102011, 32108, 100419, 110257, 104536, 271, 66017, 68805, 101882, 5122, 66017, 100645, 100136, 108880, 102298, 56021, 43589, 4718, 47685, 40027, 3837, 101244, 100148, 66017, 99885, 108593, 9370, 104136, 5373, 45139, 57191, 68805, 32108, 47815, 109502, 3407, 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, 1183, 176247, 151879, 164905, 172847, 2198, 176247, 155678, 164624, 171583, 2198, 176247, 156193, 162218, 170277, 2198, 176247, 159542, 159965, 169859, 1341, 151645, 198, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-07-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6005><s_b_866><s_c_2032>
【2025-07-17】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_5090><s_c_5642>
【2025-08-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7864><s_b_4094><s_c_4751>
【2025-08-05】
  --:-- [商品-购买] <|prod_begin|><s_a_3244><s_b_4850><s_c_5588>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_4783><s_b_3187><s_c_1786>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7689><s_b_5150><s_c_1558>
【2025-08-14】
  --:-- [商品-购买] <|prod_begin|><s_a_4792><s_b_2858><s_c_3111>
【2025-08-18】
  --:-- [商品-购买] <|prod_begin|><s_a_331><s_b_19><s_c_2455>
【2025-08-28】
  --:-- [商品-购买] <|prod_begin|><s_a_5636><s_b_5152><s_c_6719>
【2025-09-13】
  --:-- [商品-购买] <|prod_begin|><s_a_1251><s_b_4251><s_c_3639>
  --:-- [商品-购买] <|prod_begin|><s_a_1162><s_b_5649><s_c_606>
  --:-- [商品-购买] <|prod_begin|><s_a_1435><s_b_4975><s_c_174>
【2025-09-14】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4464><s_c_7938>
【2025-09-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2075><s_c_5642>
【2025-10-04】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6600><s_c_7232>
【2025-10-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7764><s_b_4692><s_c_7935>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_3132><s_b_425><s_c_7614>
【2025-10-23】
  --:-- [商品-购买] <|prod_begin|><s_a_4590><s_b_4549><s_c_2777>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_4139><s_c_7901>
【2025-11-24】
  --:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_2863><s_c_3530>
【2025-11-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7967><s_b_7515><s_c_6256>
【2025-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_1124><s_c_511>
  --:-- [商品-购买] <|prod_begin|><s_a_6637><s_b_7272><s_c_7403>
  --:-- [商品-购买] <|prod_begin|><s_a_3477><s_b_6020><s_c_7368>
【2025-12-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_1966><s_c_457>
  --:-- [商品-购买] <|prod_begin|><s_a_6494><s_b_1286><s_c_1230>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6206><s_b_4433><s_c_3875>
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_3705><s_c_4053>
【2025-12-16】
  06:11 [广告-点击] <|ad_begin|><s_a_1726><s_b_4879><s_c_7719>
  11:23 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_4879><s_c_7719>
  11:23 [广告-点击] <|ad_begin|><s_a_1726><s_b_4879><s_c_7719>
【2025-12-18】
  --:-- [商品-购买] <|prod_begin|><s_a_6733><s_b_4903><s_c_4393>
  --:-- [商品-购买] <|prod_begin|><s_a_3132><s_b_7858><s_c_2974>
【2025-12-20】
  11:00 [广告-点击] <|ad_begin|><s_a_8113><s_b_7571><s_c_5964>
【2025-12-21】
  12:04 [广告-点击] <|ad_begin|><s_a_5452><s_b_6874><s_c_6962>
  12:05 [广告-点击] <|ad_begin|><s_a_5452><s_b_7458><s_c_6785>
  12:07 [广告-点击] <|ad_begin|><s_a_5452><s_b_7458><s_c_6785>
  12:07 [广告-点击] <|ad_begin|><s_a_1883><s_b_6874><s_c_1935>
  12:07 [广告-点击] <|ad_begin|><s_a_1883><s_b_6874><s_c_1935>
【2025-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_3244><s_b_4850><s_c_767>
【2025-12-27】
  --:-- [商品-购买] <|prod_begin|><s_a_6422><s_b_2863><s_c_7101>
【2026-01-02】
  00:56 [广告-深度转化] <|ad_begin|><s_a_2537><s_b_4293><s_c_7695>
  00:56 [广告-点击] <|ad_begin|><s_a_2537><s_b_4293><s_c_7695>
【2026-01-03】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-04】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  06:17 [广告-深度转化] <|ad_begin|><s_a_4675><s_b_1413><s_c_7732>
  06:17 [广告-点击] <|ad_begin|><s_a_4675><s_b_1413><s_c_7732>
【2026-01-05】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-06】
  02:22 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1212><s_c_1708>
  02:22 [广告-点击] <|ad_begin|><s_a_2817><s_b_1212><s_c_1708>
【2026-01-08】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  11:47 [广告-点击] <|ad_begin|><s_a_1512><s_b_5631><s_c_1321>
【2026-01-09】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-12】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-14】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  11:58 [广告-点击] <|ad_begin|><s_a_4032><s_b_3185><s_c_875>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_91><s_b_1052><s_c_606>
  --:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_1801><s_c_2717>
  --:-- [商品-购买] <|prod_begin|><s_a_5027><s_b_5090><s_c_7006>
  01:58 [广告-点击] <|ad_begin|><s_a_3947><s_b_7081><s_c_5823>
【2026-01-18】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6845><s_c_6326>
【2026-01-19】
  23:28 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_876><s_c_3560>
  23:28 [广告-点击] <|ad_begin|><s_a_5687><s_b_876><s_c_3560>
【2026-01-20】
  --:-- [商品-加购] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
【2026-01-22】
  10:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_7390><s_b_6234><s_c_5828>
  10:51 [视频-评论/长播] <|video_begin|><s_a_5058><s_b_1589><s_c_6614>
  23:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_2067><s_b_594><s_c_1275>
【2026-01-23】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_1574><s_c_705>
  --:-- [商品-购买] <|prod_begin|><s_a_7592><s_b_6184><s_c_6534>
  --:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_1801><s_c_5062>
  --:-- [商品-购买] <|prod_begin|><s_a_58><s_b_2641><s_c_4820>
  05:54 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_946><s_c_1962>
【2026-01-24】
  02:58 [视频-关注/长播] <|video_begin|><s_a_6280><s_b_980><s_c_2369>
  09:12 [视频-评论/长播] <|video_begin|><s_a_1173><s_b_4009><s_c_5543>
  09:23 [视频-评论/长播] <|video_begin|><s_a_3935><s_b_1910><s_c_4479>
  15:07 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_5715><s_c_5115>
【2026-01-25】
  23:35 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6956>
  23:35 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6956>
【2026-01-27】
  21:51 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4952>
  21:56 [视频-评论/长播] <|video_begin|><s_a_4767><s_b_697><s_c_2784>
  22:20 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_4939><s_c_47>
  22:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_5023><s_b_414><s_c_4515>
【2026-01-29】
  14:32 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_3873><s_c_1368>
【2026-01-30】
  --:-- [商品-购买] <|prod_begin|><s_a_200><s_b_4386><s_c_1392>
  04:45 [视频-评论/长播] <|video_begin|><s_a_5550><s_b_7960><s_c_5634>
【2026-01-31】
  00:37 [视频-评论/点赞/长播] <|video_begin|><s_a_4032><s_b_7455><s_c_5776>
  00:48 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6946><s_c_5452>
  00:58 [视频-评论/点赞/长播] <|video_begin|><s_a_4064><s_b_6234><s_c_2897>
  --:-- [商品-购买] <|prod_begin|><s_a_6422><s_b_6498><s_c_4307>
  01:09 [视频-收藏/长播] <|video_begin|><s_a_5023><s_b_7975><s_c_1178>
  01:28 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_5431><s_c_2530>
  01:53 [视频-评论/点赞/长播] <|video_begin|><s_a_3555><s_b_935><s_c_6390>
  02:25 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6477><s_c_1935>
  02:59 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_7571><s_c_471>
  04:09 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_5659><s_c_5416>
  04:44 [视频-评论/点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_88>
  05:31 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_7445><s_c_5554>
  05:53 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_3422><s_c_1161>
  05:53 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_1013><s_c_4003>
  05:53 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_4291><s_c_2636>
  05:59 [视频-评论/点赞/长播] <|video_begin|><s_a_6832><s_b_2251><s_c_7786>
  09:36 [视频-评论/点赞/长播] <|video_begin|><s_a_1229><s_b_7801><s_c_2460>
  09:41 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6006><s_c_2337>
  17:18 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_5926><s_c_4508>
  17:21 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_7776><s_c_1935>
【2026-02-01】
  01:11 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_7864><s_c_2568>
  01:29 [视频-点赞] <|video_begin|><s_a_5023><s_b_6924><s_c_5245>
  01:37 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_237>
  01:45 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_1411><s_c_6900>
  03:36 [视频-评论/点赞/长播] <|video_begin|><s_a_5555><s_b_8007><s_c_6124>
  03:44 [视频-评论/点赞/长播] <|video_begin|><s_a_3689><s_b_4491><s_c_1935>
  04:11 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_5672><s_c_4467>
  04:23 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_2826><s_c_7106>
  09:07 [视频-评论/长播] <|video_begin|><s_a_7841><s_b_3502><s_c_5851>
  09:31 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_5659><s_c_3793>
  09:35 [视频-点赞] <|video_begin|><s_a_1269><s_b_927><s_c_7970>
  09:43 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6435><s_c_5851>
  12:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_7038><s_b_1496><s_c_875>
  17:16 [视频-评论/点赞/长播] <|video_begin|><s_a_231><s_b_7971><s_c_7790>
  17:25 [视频-点赞] <|video_begin|><s_a_8113><s_b_4753><s_c_3217>
  17:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_3472><s_c_577>
  18:06 [视频-评论/点赞/长播] <|video_begin|><s_a_3689><s_b_5277><s_c_5186>
【2026-02-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_93><s_c_2717>
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_93><s_c_2440>
  03:30 [视频-评论/长播] <|video_begin|><s_a_2666><s_b_1230><s_c_216>
  04:22 [视频-评论/长播] <|video_begin|><s_a_2125><s_b_5707><s_c_2860>
  04:45 [视频-评论/长播] <|video_begin|><s_a_1981><s_b_6907><s_c_3998>
  05:56 [视频-评论/点赞/长播] <|video_begin|><s_a_1056><s_b_7216><s_c_4318>
  07:46 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_4460><s_c_111>
  07:54 [视频-评论/点赞/长播] <|video_begin|><s_a_8152><s_b_2799><s_c_4468>
  08:00 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_3009><s_c_7899>
  08:40 [视频-评论/点赞/长播] <|video_begin|><s_a_1881><s_b_1310><s_c_7437>
  08:40 [视频-评论/点赞/长播] <|video_begin|><s_a_1726><s_b_3009><s_c_3070>
  09:55 [视频-评论/点赞/长播] <|video_begin|><s_a_3555><s_b_8008><s_c_4825>
  10:02 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_4879><s_c_1933>
  10:32 [视频-评论/点赞/长播] <|video_begin|><s_a_5907><s_b_2828><s_c_6286>
  11:25 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_5454><s_c_5737>
  11:25 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_6435><s_c_1269>
  11:46 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_672><s_c_7410>
  11:46 [视频-评论/点赞/长播] <|video_begin|><s_a_3555><s_b_6442><s_c_7790>
  18:05 [广告-点击] <|ad_begin|><s_a_2675><s_b_2687><s_c_7514>
  19:53 [视频-评论/点赞/长播] <|video_begin|><s_a_1840><s_b_927><s_c_2584>
  19:58 [视频-评论/长播] <|video_begin|><s_a_6510><s_b_5840><s_c_6170>
  19:58 [视频-浏览] <|video_begin|><s_a_6510><s_b_6436><s_c_701>
  20:06 [视频-评论/点赞/长播] <|video_begin|><s_a_3338><s_b_665><s_c_6314>
  20:22 [视频-评论/点赞/长播] <|video_begin|><s_a_7014><s_b_5511><s_c_3054>
  20:59 [视频-评论/点赞/长播] <|video_begin|><s_a_8113><s_b_3727><s_c_8112>
  21:36 [视频-评论/长播] <|video_begin|><s_a_7980><s_b_4150><s_c_2568>
  21:51 [视频-评论/点赞/长播] <|video_begin|><s_a_2393><s_b_3358><s_c_4806>
  22:27 [视频-点赞] <|video_begin|><s_a_5739><s_b_3295><s_c_6227>
【2026-02-03】
  00:25 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_5349><s_c_3014>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_2855><s_c_5331>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_1900><s_c_515>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_3072><s_c_178>
  --:-- [商品-点击] <|prod_begin|><s_a_4338><s_b_3752><s_c_4742>
  --:-- [商品-点击] <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>
  --:-- [商品-点击] <|prod_begin|><s_a_4338><s_b_5421><s_c_2510>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_3072><s_c_2717>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_1358><s_c_2807>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_866><s_c_2032>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_7725><s_c_2655>
  --:-- [商品-点击] <|prod_begin|><s_a_1896><s_b_5658><s_c_7420>
  --:-- [商品-点击] <|prod_begin|><s_a_6927><s_b_5206><s_c_5197>
  --:-- [商品-点击] <|prod_begin|><s_a_6927><s_b_4613><s_c_410>
  --:-- [商品-点击] <|prod_begin|><s_a_2261><s_b_5631><s_c_6256>
  --:-- [商品-点击] <|prod_begin|><s_a_2774><s_b_2231><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_2774><s_b_2231><s_c_7058>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_28>
  --:-- [商品-购买] <|prod_begin|><s_a_4338><s_b_2065><s_c_231>
  --:-- [商品-购买] <|prod_begin|><s_a_4279><s_b_4516><s_c_3118>
  --:-- [商品-购买] <|prod_begin|><s_a_670><s_b_3072><s_c_178>
  08:20 [视频-评论/长播] <|video_begin|><s_a_3140><s_b_2427><s_c_2029>
  08:31 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_4252><s_c_6419>
  09:13 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_5952><s_c_4952>
  09:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_4571><s_c_887>
  09:59 [视频-评论/长播] <|video_begin|><s_a_7774><s_b_6451><s_c_308>
  10:14 [视频-评论/点赞/长播] <|video_begin|><s_a_5548><s_b_3422><s_c_5589>
  10:20 [视频-评论/长播] <|video_begin|><s_a_6425><s_b_3952><s_c_6659>
  10:20 [视频-长播] <|video_begin|><s_a_8113><s_b_3006><s_c_2636>
  10:45 [视频-评论/点赞/长播] <|video_begin|><s_a_3338><s_b_1469><s_c_7235>
  10:51 [视频-长播] <|video_begin|><s_a_3766><s_b_2828><s_c_1015>
  11:12 [视频-长播] <|video_begin|><s_a_1981><s_b_1720><s_c_5881>
  11:15 [视频-长播] <|video_begin|><s_a_7385><s_b_978><s_c_3010>
  11:20 [视频-长播] <|video_begin|><s_a_3766><s_b_4746><s_c_1774>
  11:20 [视频-长播] <|video_begin|><s_a_1880><s_b_2817><s_c_237>
  11:20 [视频-长播] <|video_begin|><s_a_8113><s_b_4666><s_c_5416>
  11:42 [视频-长播] <|video_begin|><s_a_8113><s_b_6761><s_c_99>
  11:45 [视频-长播] <|video_begin|><s_a_8113><s_b_6123><s_c_2530>
  11:45 [视频-长播] <|video_begin|><s_a_3300><s_b_6442><s_c_959>
  11:53 [视频-长播] <|video_begin|><s_a_4598><s_b_3447><s_c_5746>
  12:00 [视频-长播] <|video_begin|><s_a_3655><s_b_5647><s_c_4479>
  12:11 [视频-长播] <|video_begin|><s_a_3766><s_b_3760><s_c_5563>
  12:48 [视频-长播] <|video_begin|><s_a_8113><s_b_2846><s_c_1642>
  13:01 [视频-评论/点赞/长播] <|video_begin|><s_a_3356><s_b_588><s_c_1100>
  13:42 [视频-长播] <|video_begin|><s_a_7642><s_b_5238><s_c_4115>
  14:41 [视频-长播] <|video_begin|><s_a_5166><s_b_2221><s_c_4209>
  15:08 [视频-长播] <|video_begin|><s_a_1981><s_b_104><s_c_5944>
  15:08 [视频-长播] <|video_begin|><s_a_5720><s_b_876><s_c_535>
  15:08 [视频-长播] <|video_begin|><s_a_7466><s_b_4404><s_c_540>
  15:19 [视频-长播] <|video_begin|><s_a_5023><s_b_5467><s_c_6870>
  15:32 [视频-长播] <|video_begin|><s_a_8113><s_b_1413><s_c_6057>
  15:36 [视频-长播] <|video_begin|><s_a_1512><s_b_4916><s_c_6407>
  15:48 [视频-长播] <|video_begin|><s_a_3555><s_b_5760><s_c_677>
  16:27 [视频-长播] <|video_begin|><s_a_8113><s_b_2545><s_c_5851>
  16:27 [视频-长播] <|video_begin|><s_a_3915><s_b_8150><s_c_7754>
  16:27 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_7718>
  16:36 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5904><s_c_141>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7246><s_c_3845>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4879><s_c_4794>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4252><s_c_8085>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_581><s_c_6156>
  16:43 [视频-长播] <|video_begin|><s_a_3766><s_b_4915><s_c_3777>
  16:48 [视频-点赞/长播] <|video_begin|><s_a_5100><s_b_4205><s_c_4487>
  16:48 [视频-长播] <|video_begin|><s_a_8113><s_b_4134><s_c_146>
  16:53 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_2130><s_c_7899>
  16:54 [视频-长播] <|video_begin|><s_a_1726><s_b_2347><s_c_5864>
  16:56 [视频-长播] <|video_begin|><s_a_8113><s_b_7246><s_c_78>
  16:59 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_7333><s_c_6915>
  17:00 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_7457><s_c_1817>
【2026-02-04】
  00:10 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_2455>
  00:14 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_2458><s_c_4605>
  00:14 [视频-点赞/长播] <|video_begin|><s_a_7939><s_b_7184><s_c_1935>
  00:14 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_5876><s_c_1935>
  00:23 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_1527><s_c_8091>
  00:23 [视频-点赞/长播] <|video_begin|><s_a_6704><s_b_6234><s_c_2808>
  00:23 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_2357><s_c_4543>
  00:24 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4552><s_c_2530>
  00:24 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_2262>
  --:-- [商品-点击] <|prod_begin|><s_a_2628><s_b_2085><s_c_4412>
  --:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_1966><s_c_5640>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
  --:-- [商品-点击] <|prod_begin|><s_a_4739><s_b_7874><s_c_1841>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_1297><s_c_6816>
  --:-- [商品-点击] <|prod_begin|><s_a_5829><s_b_6084><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  --:-- [商品-点击] <|prod_begin|><s_a_5460><s_b_4368><s_c_3789>
  --:-- [商品-点击] <|prod_begin|><s_a_4383><s_b_5974><s_c_3477>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_883><s_c_3389>
  --:-- [商品-购买] <|prod_begin|><s_a_5829><s_b_1297><s_c_6816>
  06:41 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3930><s_c_8037>
  06:42 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_4404><s_c_2321>
  06:43 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_7551><s_c_6390>
  07:25 [视频-点赞/长播] <|video_begin|><s_a_1943><s_b_2206><s_c_6122>
  07:25 [视频-长播] <|video_begin|><s_a_4180><s_b_1469><s_c_1100>
  09:17 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_4959><s_c_6881>
  09:17 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_2347><s_c_2319>
  09:17 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1310><s_c_6881>
  09:27 [视频-点赞/长播] <|video_begin|><s_a_1375><s_b_1638><s_c_2063>
  11:04 [视频-点赞/长播] <|video_begin|><s_a_3887><s_b_7952><s_c_1935>
  11:04 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4295><s_c_141>
  16:08 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6244><s_c_7439>
  16:08 [视频-长播] <|video_begin|><s_a_1349><s_b_3338><s_c_5472>
  16:08 [视频-长播] <|video_begin|><s_a_4032><s_b_6451><s_c_259>
  16:19 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1212><s_c_6881>
  16:24 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_3898><s_c_4647>
  16:24 [视频-长播] <|video_begin|><s_a_5818><s_b_8058><s_c_6278>
  16:24 [视频-长播] <|video_begin|><s_a_1726><s_b_7498><s_c_1817>
  16:24 [视频-长播] <|video_begin|><s_a_7075><s_b_1230><s_c_7754>
  16:32 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6234><s_c_4543>
  16:32 [视频-长播] <|video_begin|><s_a_3766><s_b_1369><s_c_4693>
  16:37 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_8142>
  16:37 [视频-长播] <|video_begin|><s_a_3689><s_b_2485><s_c_7383>
  16:46 [视频-长播] <|video_begin|><s_a_3140><s_b_4338><s_c_774>
  16:52 [视频-长播] <|video_begin|><s_a_2764><s_b_1089><s_c_5252>
  16:54 [视频-长播] <|video_begin|><s_a_8113><s_b_3952><s_c_3606>
  16:58 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_946><s_c_2530>
  16:59 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_876><s_c_1148>
  16:59 [视频-长播] <|video_begin|><s_a_3766><s_b_254><s_c_6227>
  17:01 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_5511><s_c_2699>
  17:01 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_7897><s_c_5851>
  17:05 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_7455><s_c_47>
  23:52 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6045><s_c_7888>
  23:52 [视频-点赞/长播] <|video_begin|><s_a_3751><s_b_6234><s_c_7096>
  23:56 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_5399><s_c_141>
  23:56 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3132><s_c_3998>
  23:56 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_59><s_c_6122>
  23:56 [视频-长播] <|video_begin|><s_a_8113><s_b_5551><s_c_987>
  23:56 [视频-长播] <|video_begin|><s_a_1387><s_b_3451><s_c_4944>
  23:56 [视频-长播] <|video_begin|><s_a_2845><s_b_4746><s_c_7383>
【2026-02-05】
  00:01 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1645><s_c_4611>
  00:01 [视频-评论/点赞/长播] <|video_begin|><s_a_7774><s_b_4915><s_c_5259>
  00:01 [视频-评论/点赞/长播] <|video_begin|><s_a_4035><s_b_2817><s_c_728>
  00:05 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_1013><s_c_1761>
  00:05 [视频-长播] <|video_begin|><s_a_3555><s_b_1013><s_c_4543>
  00:09 [视频-长播] <|video_begin|><s_a_3555><s_b_6202><s_c_6557>
  --:-- [商品-点击] <|prod_begin|><s_a_272><s_b_3607><s_c_4742>
  --:-- [商品-点击] <|prod_begin|><s_a_2336><s_b_5442><s_c_3438>
  --:-- [商品-点击] <|prod_begin|><s_a_107><s_b_7746><s_c_4751>
  --:-- [商品-点击] <|prod_begin|><s_a_107><s_b_202><s_c_126>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1910><s_c_1012>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1910><s_c_1012>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
  --:-- [商品-购买] <|prod_begin|><s_a_107><s_b_7746><s_c_4751>
  04:44 [广告-点击] <|ad_begin|><s_a_2257><s_b_3059><s_c_1>
  05:08 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_6436><s_c_6881>
  05:08 [视频-点赞/长播] <|video_begin|><s_a_4403><s_b_6234><s_c_4654>
  11:20 [视频-长播] <|video_begin|><s_a_2764><s_b_4198><s_c_1935>
  12:33 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_5511><s_c_8085>
  12:33 [视频-点赞/长播] <|video_begin|><s_a_7841><s_b_1795><s_c_1451>
  12:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_7888><s_c_5628>
  13:19 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_800><s_c_6611>
  13:19 [视频-长播] <|video_begin|><s_a_8113><s_b_2130><s_c_6078>
  13:19 [视频-长播] <|video_begin|><s_a_6200><s_b_4600><s_c_2205>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_4231><s_c_2773>
  --:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_6021><s_c_1051>
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，根据以上用户交互历史，针对目标主题抽取兼具行为递进性与内在关联性的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心逻辑要求（递进性准则）：
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 必须在同一生活场景、主题类目下具有极强的需求补完关系。
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 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
请围绕以下主题提取行为逻辑链：
主题：从被动接收信息到主动实践的手工兴趣唤醒

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收信息到主动实践的手工兴趣唤醒",
    "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，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条从被动接收信息到主动实践的手工兴趣唤醒的行为链。我需要重点关注行为之间的时间顺序和逻辑关联，确保后续行为是由前序行为引发的。

我首先对用户的整体行为进行了梳理。从2025年7月到2026年初，我注意到这位用户的消费行为非常丰富，涵盖了食品零食、服饰鞋包、美妆护肤、家居日用以及一些健身器材等多个品类。这表明她是一位乐于尝试和消费的年轻女性。在内容消费方面，尤其是在2026年1月底到2月初，她密集地观看了大量视频，内容五花八门，包括搞笑短剧、明星八卦、社会新闻、情感故事、影视剪辑和生活技巧等，显示出她兴趣广泛，但似乎没有特别聚焦的领域。

我的分析重点放在了寻找一个从“看”到“做”的转变点上。在浏览2026年2月3日的行为时，我发现了一个非常清晰的信号。在当天上午08:20，用户观看并评论了一个展示手工编织围巾的视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>。这个视频强调了手工制品所蕴含的“情感价值”和“人情味”，这是一种情感层面的触动，而不仅仅是展示商品。我推测，这种情感化的内容很可能激发了用户自己动手制作的念头。

紧接着，我发现用户的行为立刻印证了我的推测。就在观看完视频之后，同一天内，她开始密集地点击与“手工编织”相关的商品。例如，她点击了标题中包含“手工长绒毛围巾diy自制编织心意礼物”的商品 <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，以及多款以“蜡笔小新”为主题的DIY围巾材料包。这些点击行为中的关键词，如“diy”、“手工编织”、“心意礼物”，与她刚刚观看的视频内容高度契合。这表明她的兴趣已经从被动的观看，迅速转化为主动的、有明确目的的商品调研。她不再只是欣赏成品，而是在寻找能够让她亲身实践的工具和材料。

最终，在经过一番浏览和比较之后，用户在当天就完成了购买决策。她购买了一款名为“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包”的商品 <|prod_begin|><s_a_4338><s_b_2065><s_c_231>。这个购买行为是整个兴趣链条的关键闭环，标志着她完成了从被动的信息接收者到主动的实践者的身份转变。整个过程从看到视频激发兴趣，到搜索和比较DIY材料，再到最终下单购买，逻辑清晰，时间紧凑，构成了一条完整的兴趣唤醒与实践路径。

综合以上分析，我认为用户的行为清晰地展示了从被动接收信息到主动实践的手工兴趣唤醒过程。这个过程始于观看一个强调情感价值的手工编织视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>，这激发了她的制作兴趣；随后，她立即开始浏览具体的DIY围巾材料包商品，例如点击了“手工长绒毛围巾diy自制编织心意礼物” <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，将模糊的兴趣转化为明确的行动意图；最终，通过购买“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包” <|prod_begin|><s_a_4338><s_b_2065><s_c_231>，完成了从认知到行为的转化。因此，未来向她推荐更多DIY手工制作类的内容或商品，有较大概率被吸引。</think>
{"logic_chain": {"name": "从被动接收信息到主动实践的手工兴趣唤醒", "events": [{"date": "2026-02-03", "action": "[视频-评论/长播] <|video_begin|><s_a_3140><s_b_2427><s_c_2029>", "logic": "兴趣触发：被动观看到手工编织围巾的视频，内容强调“情感价值”和“人情味”，可能激发了用户的制作兴趣。"}, {"date": "2026-02-03", "action": "[商品-点击] <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>", "logic": "意图确认与调研：观看视频后，用户立即开始浏览具体的“DIY材料包”商品，关键词“手工”、“diy自制”、“心意礼物”与视频内容高度关联，表明兴趣已转化为具体行动意图。"}, {"date": "2026-02-03", "action": "[商品-购买] <|prod_begin|><s_a_4338><s_b_2065><s_c_231>", "logic": "决策闭环：在浏览了多种DIY围巾材料包后，用户最终完成购买，实现了从“被动观看”到“主动实践”的认知与行为跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-24】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3378><s_c_6704>
【2025-02-08】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8022><s_c_3676>
【2025-02-23】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_375><s_b_2865><s_c_1423>
【2025-03-09】
  --:-- [直播-关注] <|living_begin|><s_a_209><s_b_1806><s_c_3038>
  --:-- [直播-关注] <|living_begin|><s_a_2168><s_b_4288><s_c_3501>
【2025-03-10】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_1148>
【2025-07-19】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3280><s_c_909>
【2025-07-27】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1966><s_c_4809>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1240><s_c_6597>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_200><s_b_7878><s_c_5688>
  --:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_1704><s_c_3712>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_801><s_c_1103>
  --:-- [商品-购买] <|prod_begin|><s_a_2453><s_b_7262><s_c_3591>
  --:-- [商品-购买] <|prod_begin|><s_a_4390><s_b_7170><s_c_2658>
【2025-08-13】
  --:-- [商品-购买] <|prod_begin|><s_a_2737><s_b_202><s_c_2998>
【2025-08-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2725><s_c_3379>
【2025-08-17】
  --:-- [商品-购买] <|prod_begin|><s_a_6950><s_b_1025><s_c_3662>
【2025-08-18】
  --:-- [商品-购买] <|prod_begin|><s_a_5653><s_b_4882><s_c_7689>
【2025-08-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1959><s_c_5435>
【2025-08-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6950><s_b_1025><s_c_3662>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_4692><s_c_2084>
【2026-01-08】
  00:02 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_2865><s_c_4318>
【2026-01-11】
  13:36 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_1411><s_c_3995>
【2026-01-18】
  --:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_1717><s_c_4393>
【2026-01-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_3451><s_c_77>
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_3153><s_c_7366>
  --:-- [商品-购买] <|prod_begin|><s_a_4727><s_b_2498><s_c_1131>
【2026-01-22】
  02:06 [视频-关注/长播] <|video_begin|><s_a_3683><s_b_4386><s_c_3054>
  02:06 [视频-关注/点赞/长播] <|video_begin|><s_a_4308><s_b_4932><s_c_5673>
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_3351><s_c_3751>
【2026-01-23】
  10:34 [视频-点赞/长播] <|video_begin|><s_a_5863><s_b_6727><s_c_8096>
  11:08 [视频-收藏/长播] <|video_begin|><s_a_817><s_b_2221><s_c_3026>
  19:11 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_4293><s_c_6171>
  19:45 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_4293><s_c_3034>
  22:23 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3034>
【2026-01-24】
  00:18 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3034>
  00:59 [视频-关注/长播] <|video_begin|><s_a_6352><s_b_4246><s_c_4693>
  16:09 [视频-关注/点赞/长播] <|video_begin|><s_a_2476><s_b_7546><s_c_3953>
  --:-- [商品-购买] <|prod_begin|><s_a_2737><s_b_5270><s_c_2868>
【2026-01-25】
  14:28 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_3302><s_c_2460>
【2026-01-26】
  07:36 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_689><s_c_3026>
  08:02 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_4879><s_c_5967>
  10:19 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_665><s_c_5851>
  --:-- [商品-加购] <|prod_begin|><s_a_582><s_b_4679><s_c_2268>
  20:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1335>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7619><s_c_1912>
  02:30 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_3589><s_c_4742>
  03:08 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_3198><s_c_3085>
  03:55 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_177><s_c_3995>
  04:37 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7639><s_c_4636>
  08:09 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5910><s_b_25><s_c_4512>
  11:49 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5087><s_c_3534>
  16:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5349><s_c_2814>
  20:44 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6830>
  22:36 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7342><s_c_441>
【2026-01-28】
  00:56 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_2451><s_c_853>
  01:37 [广告-点击] <|ad_begin|><s_a_4207><s_b_1424><s_c_888>
  01:41 [广告-点击] <|ad_begin|><s_a_1754><s_b_3727><s_c_480>
  01:44 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3389>
  01:44 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3389>
  01:45 [广告-点击] <|ad_begin|><s_a_7847><s_b_620><s_c_5967>
  02:04 [广告-点击] <|ad_begin|><s_a_7847><s_b_620><s_c_5967>
  04:18 [视频-收藏/长播] <|video_begin|><s_a_5910><s_b_6973><s_c_360>
  04:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1317>
  04:47 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1317>
  05:49 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_8096>
  05:49 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_8096>
  08:53 [广告-深度转化] <|ad_begin|><s_a_6679><s_b_6234><s_c_447>
  08:53 [广告-点击] <|ad_begin|><s_a_6679><s_b_6234><s_c_447>
  09:17 [广告-点击] <|ad_begin|><s_a_7847><s_b_2372><s_c_5687>
  09:37 [广告-点击] <|ad_begin|><s_a_2796><s_b_2127><s_c_5967>
  11:43 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_6519><s_c_6559>
  11:43 [广告-点击] <|ad_begin|><s_a_6577><s_b_6519><s_c_6559>
  12:16 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7342><s_c_1179>
  12:16 [广告-点击] <|ad_begin|><s_a_7879><s_b_7342><s_c_1179>
  --:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_1966><s_c_5331>
  --:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_1966><s_c_5331>
  --:-- [商品-购买] <|prod_begin|><s_a_5505><s_b_5050><s_c_6408>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1959><s_c_6035>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1959><s_c_7501>
【2026-01-29】
  00:30 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_3636><s_c_831>
  00:30 [广告-点击] <|ad_begin|><s_a_5998><s_b_3636><s_c_831>
  05:47 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6954>
  05:47 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_6954>
  06:05 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_1659>
  06:05 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_1659>
  10:17 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_314>
  10:17 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_314>
  12:47 [视频-关注/长播] <|video_begin|><s_a_6705><s_b_3313><s_c_5673>
  12:47 [视频-关注/长播] <|video_begin|><s_a_5154><s_b_7888><s_c_6940>
  13:59 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_8096>
  13:59 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_8096>
  --:-- [商品-购买] <|prod_begin|><s_a_3225><s_b_741><s_c_4547>
  22:31 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
  22:31 [广告-点击] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
【2026-01-30】
  00:11 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_1230><s_c_6831>
  00:11 [广告-点击] <|ad_begin|><s_a_1274><s_b_1230><s_c_6831>
  05:12 [广告-点击] <|ad_begin|><s_a_7039><s_b_5473><s_c_6313>
  05:18 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
  05:18 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
  05:50 [视频-点赞/长播] <|video_begin|><s_a_6352><s_b_3166><s_c_3054>
  06:40 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_8113>
  06:40 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_8113>
  08:28 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5329><s_c_7072>
  08:28 [广告-点击] <|ad_begin|><s_a_4815><s_b_5329><s_c_7072>
  08:43 [广告-点击] <|ad_begin|><s_a_1119><s_b_5349><s_c_6185>
  12:31 [广告-点击] <|ad_begin|><s_a_1721><s_b_3873><s_c_2513>
  --:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_3019><s_c_6982>
  21:17 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_5428><s_c_1767>
  22:41 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
  22:41 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
【2026-01-31】
  02:33 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_3952><s_c_3995>
  06:02 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_566><s_c_1148>
  06:02 [广告-点击] <|ad_begin|><s_a_7879><s_b_566><s_c_1148>
  07:15 [视频-关注/长播] <|video_begin|><s_a_7668><s_b_7950><s_c_5673>
  07:35 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5285><s_c_3026>
  07:35 [广告-点击] <|ad_begin|><s_a_2111><s_b_5285><s_c_3026>
  12:32 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5851>
  12:32 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5851>
  12:50 [视频-关注/长播] <|video_begin|><s_a_194><s_b_6973><s_c_6313>
  13:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
  13:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
  14:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4733><s_c_3026>
  14:52 [广告-点击] <|ad_begin|><s_a_4815><s_b_4733><s_c_3026>
  16:31 [视频-关注/长播] <|video_begin|><s_a_993><s_b_1645><s_c_1170>
  16:36 [视频-关注/长播] <|video_begin|><s_a_8110><s_b_7888><s_c_1973>
  16:47 [视频-关注/长播] <|video_begin|><s_a_194><s_b_2221><s_c_1767>
  --:-- [商品-购买] <|prod_begin|><s_a_3225><s_b_886><s_c_3232>
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_664><s_c_7986>
  --:-- [商品-购买] <|prod_begin|><s_a_1890><s_b_1715><s_c_4547>
  --:-- [商品-购买] <|prod_begin|><s_a_5346><s_b_6462><s_c_4049>
  17:07 [视频-关注/长播] <|video_begin|><s_a_1658><s_b_2556><s_c_4263>
  17:07 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_5727><s_c_3014>
  17:32 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_2972>
  17:32 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_2972>
  17:52 [视频-关注/点赞/长播] <|video_begin|><s_a_2158><s_b_7016><s_c_8003>
  17:56 [视频-关注/长播] <|video_begin|><s_a_5154><s_b_6244><s_c_2568>
  17:58 [视频-关注/长播] <|video_begin|><s_a_757><s_b_765><s_c_4636>
  17:59 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_1431><s_c_5673>
  18:50 [视频-关注/点赞/长播] <|video_begin|><s_a_2428><s_b_6244><s_c_3987>
  18:50 [视频-关注/长播] <|video_begin|><s_a_5154><s_b_7888><s_c_237>
  18:54 [视频-关注/长播] <|video_begin|><s_a_6169><s_b_6690><s_c_2118>
  19:02 [广告-点击] <|ad_begin|><s_a_2111><s_b_5781><s_c_2194>
  19:03 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_978><s_c_6971>
  19:04 [视频-关注/点赞/长播] <|video_begin|><s_a_2158><s_b_631><s_c_3650>
  19:04 [视频-点赞/长播] <|video_begin|><s_a_2428><s_b_6244><s_c_3650>
  19:16 [视频-关注/长播] <|video_begin|><s_a_2428><s_b_6244><s_c_7241>
  19:30 [视频-关注/点赞/长播] <|video_begin|><s_a_3649><s_b_6244><s_c_3447>
  19:30 [视频-关注/点赞/长播] <|video_begin|><s_a_2536><s_b_1284><s_c_1767>
  19:44 [视频-关注/点赞/长播] <|video_begin|><s_a_2768><s_b_6244><s_c_1009>
  19:52 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_6234><s_c_237>
【2026-02-01】
  00:15 [广告-点击] <|ad_begin|><s_a_7331><s_b_396><s_c_2590>
  00:20 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_665><s_c_7264>
  00:20 [广告-点击] <|ad_begin|><s_a_7879><s_b_665><s_c_7264>
  01:24 [视频-关注/点赞/长播] <|video_begin|><s_a_2450><s_b_5727><s_c_5673>
  01:27 [视频-点赞/长播] <|video_begin|><s_a_6169><s_b_3408><s_c_3914>
  01:31 [视频-关注/点赞/长播] <|video_begin|><s_a_194><s_b_6730><s_c_3650>
  01:50 [视频-关注/点赞/长播] <|video_begin|><s_a_6442><s_b_3313><s_c_3995>
  05:57 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_3280><s_c_5673>
  09:59 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
  09:59 [广告-点击] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
  10:24 [视频-关注/长播] <|video_begin|><s_a_3751><s_b_4305><s_c_2584>
  10:24 [视频-关注/长播] <|video_begin|><s_a_6705><s_b_3280><s_c_5823>
  10:24 [视频-关注/点赞/长播] <|video_begin|><s_a_2158><s_b_1822><s_c_1864>
  10:30 [视频-关注/长播] <|video_begin|><s_a_6140><s_b_6358><s_c_5673>
  11:34 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_4591>
  11:34 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_4591>
  --:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_3022>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1290><s_c_4755>
  23:34 [视频-关注/点赞/长播] <|video_begin|><s_a_757><s_b_1431><s_c_5435>
【2026-02-02】
  00:34 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_8022><s_c_5749>
  00:34 [广告-点击] <|ad_begin|><s_a_7892><s_b_8022><s_c_5749>
  09:29 [广告-点击] <|ad_begin|><s_a_2111><s_b_7342><s_c_4923>
  09:29 [视频-关注/点赞/长播] <|video_begin|><s_a_4178><s_b_4944><s_c_5673>
  11:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_2918><s_c_1223>
  11:11 [广告-点击] <|ad_begin|><s_a_5673><s_b_2918><s_c_1223>
  11:16 [广告-点击] <|ad_begin|><s_a_395><s_b_6205><s_c_7261>
  11:25 [广告-点击] <|ad_begin|><s_a_6162><s_b_2671><s_c_7930>
  11:56 [广告-点击] <|ad_begin|><s_a_805><s_b_8179><s_c_5737>
  17:39 [视频-关注/长播] <|video_begin|><s_a_2158><s_b_1284><s_c_3116>
【2026-02-03】
  00:05 [视频-关注/点赞/长播] <|video_begin|><s_a_2422><s_b_5904><s_c_1767>
  01:18 [视频-关注/长播] <|video_begin|><s_a_7771><s_b_7603><s_c_1719>
  01:18 [视频-关注/点赞/长播] <|video_begin|><s_a_3649><s_b_1431><s_c_4263>
  04:17 [视频-关注/长播] <|video_begin|><s_a_2422><s_b_177><s_c_6366>
  04:17 [视频-关注/点赞/长播] <|video_begin|><s_a_5295><s_b_4692><s_c_607>
  04:25 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_3952><s_c_1767>
  04:48 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_7566>
  04:48 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_7566>
  04:49 [广告-点击] <|ad_begin|><s_a_7039><s_b_5473><s_c_6313>
  05:34 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_6227>
  05:35 [视频-关注/转发/点赞/长播] <|video_begin|><s_a_7342><s_b_1822><s_c_4636>
  05:48 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  05:48 [视频-关注/点赞/长播] <|video_begin|><s_a_6140><s_b_1284><s_c_3995>
  05:48 [视频-点赞/长播] <|video_begin|><s_a_82><s_b_6244><s_c_6559>
  05:49 [视频-关注/点赞/长播] <|video_begin|><s_a_4999><s_b_3313><s_c_3650>
  05:55 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_308>
  05:59 [视频-关注/长播] <|video_begin|><s_a_6442><s_b_2918><s_c_4224>
  06:09 [视频-关注/长播] <|video_begin|><s_a_7342><s_b_7678><s_c_4636>
  06:09 [视频-关注/点赞/长播] <|video_begin|><s_a_2158><s_b_1277><s_c_7106>
  06:09 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_3408><s_c_7984>
  16:17 [视频-关注/长播] <|video_begin|><s_a_757><s_b_7016><s_c_3995>
  16:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_581><s_c_4352>
  16:43 [视频-关注/长播] <|video_begin|><s_a_2428><s_b_1822><s_c_1259>
  16:43 [视频-关注/长播] <|video_begin|><s_a_1003><s_b_7554><s_c_1135>
  --:-- [商品-购买] <|prod_begin|><s_a_6102><s_b_5012><s_c_7986>
  17:18 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4829>
  17:18 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4829>
  19:05 [视频-关注/点赞/长播] <|video_begin|><s_a_757><s_b_6244><s_c_5901>
  19:24 [视频-关注/长播] <|video_begin|><s_a_6904><s_b_7756><s_c_5673>
  20:18 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_3958>
  20:18 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_3958>
  22:05 [广告-点击] <|ad_begin|><s_a_491><s_b_7344><s_c_4548>
【2026-02-04】
  00:31 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4923>
  00:31 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4923>
  00:39 [广告-点击] <|ad_begin|><s_a_2470><s_b_6860><s_c_4693>
  00:48 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
  00:56 [广告-点击] <|ad_begin|><s_a_2747><s_b_1998><s_c_5059>
  00:58 [视频-关注/长播] <|video_begin|><s_a_3649><s_b_6244><s_c_1719>
  00:58 [视频-关注/点赞/长播] <|video_begin|><s_a_3649><s_b_6244><s_c_1719>
  01:26 [广告-深度转化] <|ad_begin|><s_a_923><s_b_5329><s_c_3026>
  01:26 [广告-点击] <|ad_begin|><s_a_923><s_b_5329><s_c_3026>
  03:03 [视频-关注/点赞/长播] <|video_begin|><s_a_6169><s_b_1277><s_c_5647>
  03:03 [视频-关注/点赞/长播] <|video_begin|><s_a_194><s_b_6690><s_c_2374>
  11:19 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_416>
  11:29 [广告-点击] <|ad_begin|><s_a_2832><s_b_6047><s_c_3501>
  12:51 [广告-点击] <|ad_begin|><s_a_7931><s_b_7344><s_c_6583>
  --:-- [商品-点击] <|prod_begin|><s_a_370><s_b_5612><s_c_2639>
  --:-- [商品-点击] <|prod_begin|><s_a_370><s_b_152><s_c_5387>
  --:-- [商品-点击] <|prod_begin|><s_a_582><s_b_4679><s_c_2268>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5816><s_c_1882>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_4255><s_c_7216>
  --:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_5437><s_c_1982>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_4255><s_c_7216>
  --:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_3022>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4255><s_c_7216>
  --:-- [商品-购买] <|prod_begin|><s_a_582><s_b_4679><s_c_2268>
  21:16 [视频-关注/点赞/长播] <|video_begin|><s_a_6442><s_b_3313><s_c_7187>
  21:40 [视频-关注/长播] <|video_begin|><s_a_6442><s_b_3313><s_c_3995>
  21:40 [视频-收藏/长播] <|video_begin|><s_a_194><s_b_7756><s_c_5647>
  21:56 [视频-关注/长播] <|video_begin|><s_a_3346><s_b_7756><s_c_3014>
  21:59 [视频-关注/点赞/长播] <|video_begin|><s_a_2158><s_b_1822><s_c_92>
  22:06 [广告-点击] <|ad_begin|><s_a_1274><s_b_7344><s_c_6583>
  22:08 [视频-关注/点赞/长播] <|video_begin|><s_a_2158><s_b_1822><s_c_2118>
  22:08 [视频-关注/点赞/长播] <|video_begin|><s_a_6140><s_b_7756><s_c_1767>
  22:25 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_7756><s_c_4654>
  22:25 [视频-点赞/长播] <|video_begin|><s_a_2263><s_b_1822><s_c_3995>
  23:15 [广告-点击] <|ad_begin|><s_a_1608><s_b_4033><s_c_2194>
  23:26 [视频-长播] <|video_begin|><s_a_2832><s_b_6334><s_c_5563>
  23:31 [视频-长播] <|video_begin|><s_a_2832><s_b_1206><s_c_4932>
【2026-02-05】
  00:25 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_25>
  00:25 [视频-长播] <|video_begin|><s_a_5910><s_b_57><s_c_619>
  00:25 [视频-长播] <|video_begin|><s_a_5910><s_b_57><s_c_6379>
  00:25 [视频-长播] <|video_begin|><s_a_5910><s_b_4410><s_c_360>
  00:25 [视频-长播] <|video_begin|><s_a_4392><s_b_3961><s_c_7897>
  00:31 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2461>
  00:35 [视频-长播] <|video_begin|><s_a_2832><s_b_5419><s_c_2568>
  00:35 [视频-长播] <|video_begin|><s_a_4392><s_b_2310><s_c_4284>
  00:35 [视频-长播] <|video_begin|><s_a_3091><s_b_3048><s_c_7456>
  01:01 [广告-点击] <|ad_begin|><s_a_491><s_b_7608><s_c_6831>
  01:13 [视频-长播] <|video_begin|><s_a_4277><s_b_4541><s_c_5518>
  01:29 [视频-长播] <|video_begin|><s_a_350><s_b_4541><s_c_3995>
  01:29 [视频-长播] <|video_begin|><s_a_4392><s_b_7554><s_c_1127>
  03:14 [视频-长播] <|video_begin|><s_a_6507><s_b_2828><s_c_7818>
  04:48 [视频-长播] <|video_begin|><s_a_4392><s_b_908><s_c_4459>
  04:48 [视频-长播] <|video_begin|><s_a_5910><s_b_1411><s_c_6292>
  04:57 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_3475>
  05:30 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_4859>
  05:33 [视频-长播] <|video_begin|><s_a_6169><s_b_7756><s_c_6366>
  05:33 [视频-长播] <|video_begin|><s_a_194><s_b_8008><s_c_3914>
  05:33 [视频-长播] <|video_begin|><s_a_6705><s_b_6790><s_c_1767>
  05:33 [视频-长播] <|video_begin|><s_a_194><s_b_7603><s_c_1070>
  05:33 [视频-长播] <|video_begin|><s_a_4392><s_b_6582><s_c_1707>
  05:33 [视频-长播] <|video_begin|><s_a_6169><s_b_7549><s_c_5874>
  05:40 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_3116>
  05:50 [视频-长播] <|video_begin|><s_a_575><s_b_1382><s_c_4456>
  05:50 [视频-长播] <|video_begin|><s_a_757><s_b_1284><s_c_3995>
  05:50 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_25>
  05:50 [视频-长播] <|video_begin|><s_a_6904><s_b_6358><s_c_1697>
  05:57 [视频-长播] <|video_begin|><s_a_5910><s_b_6973><s_c_3116>
  05:57 [视频-长播] <|video_begin|><s_a_6904><s_b_6358><s_c_182>
  09:40 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2699>
  09:40 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2699>
  10:12 [广告-深度转化] <|ad_begin|><s_a_6679><s_b_6234><s_c_7076>
  10:12 [广告-点击] <|ad_begin|><s_a_6679><s_b_6234><s_c_7076>
  10:32 [视频-长播] <|video_begin|><s_a_7296><s_b_978><s_c_2226>
  10:32 [视频-长播] <|video_begin|><s_a_2299><s_b_4010><s_c_907>
  10:32 [视频-关注/点赞/长播] <|video_begin|><s_a_1785><s_b_6973><s_c_677>
  12:02 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1445><s_c_3363>
  12:02 [广告-点击] <|ad_begin|><s_a_1608><s_b_1445><s_c_3363>
  13:23 [视频-长播] <|video_begin|><s_a_4540><s_b_800><s_c_6879>
  13:23 [视频-长播] <|video_begin|><s_a_2253><s_b_2828><s_c_360>
  13:36 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_2988>
  13:43 [视频-长播] <|video_begin|><s_a_2158><s_b_573><s_c_7529>
  13:43 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_5737>
  13:43 [视频-关注/长播] <|video_begin|><s_a_2853><s_b_4041><s_c_5807>
  14:22 [视频-长播] <|video_begin|><s_a_1721><s_b_6234><s_c_5965>
  14:37 [视频-长播] <|video_begin|><s_a_6904><s_b_7756><s_c_1127>
  14:37 [视频-长播] <|video_begin|><s_a_194><s_b_6400><s_c_710>
  14:37 [视频-长播] <|video_begin|><s_a_6169><s_b_7756><s_c_5890>
  14:37 [视频-长播] <|video_begin|><s_a_5513><s_b_2828><s_c_5502>
  14:37 [视频-长播] <|video_begin|><s_a_4392><s_b_8179><s_c_2049>
  14:56 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_6871>
  14:56 [视频-长播] <|video_begin|><s_a_82><s_b_6244><s_c_6707>
  14:56 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_2695>
  14:56 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_5737>
  14:56 [视频-关注/点赞/长播] <|video_begin|><s_a_6140><s_b_7756><s_c_2253>
  15:13 [视频-长播] <|video_begin|><s_a_5835><s_b_757><s_c_3330>
  15:13 [视频-长播] <|video_begin|><s_a_4392><s_b_2310><s_c_2925>
  15:13 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_7945>
  15:13 [视频-长播] <|video_begin|><s_a_993><s_b_3044><s_c_2253>
  15:55 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_7076>
  15:55 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_7076>
  --:-- [商品-点击] <|prod_begin|><s_a_6879><s_b_2990><s_c_7251>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3019><s_c_6982>
  --:-- [商品-点击] <|prod_begin|><s_a_2339><s_b_5022><s_c_162>
  --:-- [商品-点击] <|prod_begin|><s_a_6693><s_b_202><s_c_4027>
  --:-- [商品-点击] <|prod_begin|><s_a_6693><s_b_5449><s_c_16>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_4021><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_4021><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_4021><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4619><s_c_1416>
  --:-- [商品-点击] <|prod_begin|><s_a_5022><s_b_5626><s_c_3483>
  --:-- [商品-点击] <|prod_begin|><s_a_5557><s_b_2495><s_c_7586>
  --:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_3206><s_c_1451>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1277><s_c_7249>
  --:-- [商品-点击] <|prod_begin|><s_a_1454><s_b_647><s_c_6423>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_1373><s_c_7955>
  --:-- [商品-点击] <|prod_begin|><s_a_6432><s_b_76><s_c_67>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_4255><s_c_7216>
  --:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_3297><s_c_3530>
  --:-- [商品-点击] <|prod_begin|><s_a_1748><s_b_5876><s_c_6285>
  --:-- [商品-点击] <|prod_begin|><s_a_4253><s_b_746><s_c_5001>
  --:-- [商品-点击] <|prod_begin|><s_a_5206><s_b_4575><s_c_1561>
  --:-- [商品-点击] <|prod_begin|><s_a_1454><s_b_1124><s_c_6810>
  --:-- [商品-点击] <|prod_begin|><s_a_4253><s_b_5864><s_c_5001>
  --:-- [商品-点击] <|prod_begin|><s_a_2188><s_b_4743><s_c_5829>
  --:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_5302><s_c_4937>
  --:-- [商品-点击] <|prod_begin|><s_a_2048><s_b_7808><s_c_5375>
  --:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_1668><s_c_3240>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3019><s_c_6982>
  --:-- [商品-购买] <|prod_begin|><s_a_6693><s_b_5449><s_c_16>
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4021><s_c_4233>
  --:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_2495><s_c_7586>
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_647><s_c_6423>
  --:-- [商品-购买] <|prod_begin|><s_a_6432><s_b_76><s_c_67>
  --:-- [商品-购买] <|prod_begin|><s_a_7367><s_b_3297><s_c_3530>
  --:-- [商品-购买] <|prod_begin|><s_a_5206><s_b_4575><s_c_1561>
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_1124><s_c_6810>
  --:-- [商品-购买] <|prod_begin|><s_a_4253><s_b_5864><s_c_5001>

角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。

主题：从被动接收创业信息到主动探索特定高价值种植项目的兴趣演化

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。

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
["<|prod_begin|><s_a_7209><s_b_4692><s_c_2084>","<|prod_begin|><s_a_7209><s_b_3451><s_c_77>","<|video_begin|><s_a_3683><s_b_4386><s_c_3054>","<|video_begin|><s_a_6352><s_b_4246><s_c_4693>","<|prod_begin|><s_a_7135><s_b_1966><s_c_5331>","<|prod_begin|><s_a_5505><s_b_5050><s_c_6408>","<|prod_begin|><s_a_3225><s_b_741><s_c_4547>","<|prod_begin|><s_a_3225><s_b_886><s_c_3232>","<|prod_begin|><s_a_1890><s_b_1715><s_c_4547>","<|prod_begin|><s_a_5346><s_b_6462><s_c_4049>","<|video_begin|><s_a_2158><s_b_7016><s_c_8003>","<|video_begin|><s_a_757><s_b_765><s_c_4636>","<|video_begin|><s_a_2428><s_b_6244><s_c_3987>","<|video_begin|><s_a_6169><s_b_6690><s_c_2118>","<|video_begin|><s_a_2158><s_b_978><s_c_6971>","<|video_begin|><s_a_2158><s_b_631><s_c_3650>","<|video_begin|><s_a_2428><s_b_6244><s_c_3650>","<|video_begin|><s_a_2428><s_b_6244><s_c_7241>","<|video_begin|><s_a_3649><s_b_6244><s_c_3447>","<|video_begin|><s_a_2536><s_b_1284><s_c_1767>","<|video_begin|><s_a_2768><s_b_6244><s_c_1009>","<|video_begin|><s_a_2450><s_b_5727><s_c_5673>","<|video_begin|><s_a_6169><s_b_3408><s_c_3914>","<|video_begin|><s_a_194><s_b_6730><s_c_3650>","<|video_begin|><s_a_6442><s_b_3313><s_c_3995>","<|video_begin|><s_a_2158><s_b_1822><s_c_1864>","<|video_begin|><s_a_6140><s_b_6358><s_c_5673>","<|video_begin|><s_a_757><s_b_1431><s_c_5435>","<|video_begin|><s_a_2158><s_b_1284><s_c_3116>","<|video_begin|><s_a_2422><s_b_5904><s_c_1767>","<|video_begin|><s_a_3649><s_b_1431><s_c_4263>","<|video_begin|><s_a_6140><s_b_1284><s_c_3995>","<|video_begin|><s_a_4999><s_b_3313><s_c_3650>","<|video_begin|><s_a_6442><s_b_2918><s_c_4224>","<|video_begin|><s_a_2158><s_b_1277><s_c_7106>","<|video_begin|><s_a_194><s_b_3408><s_c_7984>","<|video_begin|><s_a_757><s_b_7016><s_c_3995>","<|video_begin|><s_a_2428><s_b_1822><s_c_1259>","<|prod_begin|><s_a_6102><s_b_5012><s_c_7986>","<|video_begin|><s_a_757><s_b_6244><s_c_5901>","<|video_begin|><s_a_6904><s_b_7756><s_c_5673>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_8006><s_b_651><s_c_3454>
【2025-09-23】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_5607><s_c_3420>
【2025-10-03】
  --:-- [商品-购买] <|prod_begin|><s_a_3495><s_b_2498><s_c_6072>
【2025-10-07】
  --:-- [商品-购买] <|prod_begin|><s_a_7313><s_b_1654><s_c_1971>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2273><s_b_1862><s_c_673>
【2025-10-16】
  --:-- [商品-购买] <|prod_begin|><s_a_887><s_b_5007><s_c_5435>
【2025-10-23】
  --:-- [商品-购买] <|prod_begin|><s_a_863><s_b_684><s_c_5126>
  --:-- [商品-购买] <|prod_begin|><s_a_4836><s_b_2771><s_c_3080>
  --:-- [商品-购买] <|prod_begin|><s_a_863><s_b_4292><s_c_7838>
【2025-10-25】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_5270><s_c_7689>
【2025-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_8125><s_c_6250>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_2650><s_b_6584><s_c_705>
  --:-- [商品-购买] <|prod_begin|><s_a_4297><s_b_3152><s_c_7257>
  --:-- [商品-购买] <|prod_begin|><s_a_7552><s_b_691><s_c_992>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-12-04】
  --:-- [商品-购买] <|prod_begin|><s_a_4576><s_b_3320><s_c_3080>
【2025-12-08】
  09:43 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1806><s_c_1322>
【2025-12-10】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_5270><s_c_7689>
【2025-12-11】
  04:05 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_5553>
  05:59 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_2419><s_c_2988>
【2025-12-13】
  03:50 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_5749>
【2025-12-15】
  04:03 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6994>
  10:35 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_3589><s_c_1148>
【2025-12-16】
  01:09 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_6956>
  05:39 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1125>
  10:54 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5008><s_c_141>
  13:29 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_7762><s_c_5087>
【2025-12-17】
  10:34 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_4548>
【2025-12-18】
  --:-- [商品-购买] <|prod_begin|><s_a_4576><s_b_1873><s_c_3080>
【2025-12-19】
  10:13 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_5749>
  10:39 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_5851>
  13:14 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7608><s_c_77>
  14:49 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_1322>
【2025-12-22】
  --:-- [商品-购买] <|prod_begin|><s_a_990><s_b_5124><s_c_1644>
  --:-- [商品-购买] <|prod_begin|><s_a_3477><s_b_4538><s_c_5602>
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_6243><s_c_1649>
【2025-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_2742><s_b_8081><s_c_7748>
【2025-12-27】
  15:42 [广告-点击] <|ad_begin|><s_a_5229><s_b_123><s_c_4517>
  22:42 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_7343>
  22:42 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_7343>
【2025-12-29】
  12:56 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_2370>
【2025-12-30】
  13:42 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_8180>
  13:42 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_8180>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_4302><s_c_2408>
  08:25 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3221>
  08:25 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_3221>
【2026-01-01】
  04:15 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_800><s_c_1659>
  04:15 [广告-点击] <|ad_begin|><s_a_6921><s_b_800><s_c_1659>
  11:23 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_6771>
  11:23 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6771>
  12:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
  12:08 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
【2026-01-02】
  08:19 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1614>
  08:19 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1614>
  08:35 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1806><s_c_5646>
  08:35 [广告-点击] <|ad_begin|><s_a_4024><s_b_1806><s_c_5646>
【2026-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_7889><s_b_6642><s_c_1906>
  --:-- [商品-购买] <|prod_begin|><s_a_4447><s_b_6095><s_c_3720>
  --:-- [商品-购买] <|prod_begin|><s_a_8154><s_b_5951><s_c_2756>
  08:52 [广告-点击] <|ad_begin|><s_a_5863><s_b_581><s_c_932>
【2026-01-07】
  04:08 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_6616>
  13:57 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7608><s_c_1004>
  13:57 [广告-点击] <|ad_begin|><s_a_491><s_b_7608><s_c_1004>
  15:26 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_3845>
【2026-01-10】
  01:18 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_3767>
  01:18 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_3767>
【2026-01-11】
  13:15 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_3198>
  13:15 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_3198>
【2026-01-12】
  13:16 [广告-点击] <|ad_begin|><s_a_795><s_b_1277><s_c_7449>
【2026-01-13】
  13:17 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6234><s_c_4648>
  13:17 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_4648>
  13:54 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_2828><s_c_1935>
  13:54 [广告-点击] <|ad_begin|><s_a_7931><s_b_2828><s_c_1935>
【2026-01-14】
  05:03 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_2370>
  05:03 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_2370>
  07:37 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_5932>
  07:37 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5932>
【2026-01-15】
  09:56 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
  09:56 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
【2026-01-16】
  04:19 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_5061>
  04:19 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_5061>
  10:35 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_5061>
  10:35 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_5061>
  14:05 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_6962>
【2026-01-17】
  --:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_1029><s_c_2212>
  14:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
  14:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
【2026-01-18】
  04:22 [广告-点击] <|ad_begin|><s_a_1383><s_b_6234><s_c_2341>
  10:26 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_594>
  10:26 [广告-点击] <|ad_begin|><s_a_2551><s_b_6234><s_c_594>
  11:10 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_5253>
  11:10 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5253>
【2026-01-19】
  04:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1119>
  10:26 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7180><s_c_4548>
  10:26 [广告-点击] <|ad_begin|><s_a_2111><s_b_7180><s_c_4548>
  12:47 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3475>
  13:09 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_7921>
  13:09 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_7921>
【2026-01-20】
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_912><s_b_2498><s_c_904>
  10:46 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_4508><s_c_535>
  10:46 [广告-点击] <|ad_begin|><s_a_5863><s_b_4508><s_c_535>
  12:16 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_3501>
  12:16 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_3501>
【2026-01-21】
  --:-- [商品-点击] <|prod_begin|><s_a_912><s_b_2498><s_c_904>
  --:-- [商品-点击] <|prod_begin|><s_a_3177><s_b_4956><s_c_2212>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_7552><s_b_691><s_c_992>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_5251><s_c_3080>
  --:-- [商品-购买] <|prod_begin|><s_a_912><s_b_2498><s_c_904>
  --:-- [商品-购买] <|prod_begin|><s_a_7687><s_b_6724><s_c_5588>
  --:-- [商品-购买] <|prod_begin|><s_a_7552><s_b_691><s_c_992>
  --:-- [商品-购买] <|prod_begin|><s_a_4576><s_b_5251><s_c_3080>
  10:27 [广告-深度转化] <|ad_begin|><s_a_491><s_b_5511><s_c_2551>
  10:27 [广告-点击] <|ad_begin|><s_a_491><s_b_5511><s_c_2551>
【2026-01-22】
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
  08:50 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_624><s_c_7719>
  10:24 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4733><s_c_7456>
  10:24 [广告-点击] <|ad_begin|><s_a_1608><s_b_4733><s_c_7456>
  14:36 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_4033><s_c_77>
  14:36 [广告-点击] <|ad_begin|><s_a_4024><s_b_4033><s_c_77>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_6997><s_b_1795><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_647><s_b_1798><s_c_2028>
  --:-- [商品-点击] <|prod_begin|><s_a_7262><s_b_1864><s_c_7581>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_3850><s_b_5714><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_6091><s_b_6065><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_6449><s_b_321><s_c_5300>
  --:-- [商品-购买] <|prod_begin|><s_a_3850><s_b_5714><s_c_6327>
【2026-01-24】
  02:49 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_665><s_c_2063>
  02:49 [广告-点击] <|ad_begin|><s_a_4024><s_b_665><s_c_2063>
  05:33 [广告-点击] <|ad_begin|><s_a_7187><s_b_1002><s_c_3555>
  06:59 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_2438>
  06:59 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_2438>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_1897><s_c_3080>
  --:-- [商品-点击] <|prod_begin|><s_a_6449><s_b_321><s_c_5300>
  --:-- [商品-点击] <|prod_begin|><s_a_8154><s_b_3152><s_c_5315>
  --:-- [商品-购买] <|prod_begin|><s_a_2030><s_b_3584><s_c_6965>
  --:-- [商品-购买] <|prod_begin|><s_a_4576><s_b_1897><s_c_3080>
  --:-- [商品-购买] <|prod_begin|><s_a_8154><s_b_3152><s_c_5315>
  14:11 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5322><s_c_1935>
  14:11 [广告-点击] <|ad_begin|><s_a_2899><s_b_5322><s_c_1935>
【2026-01-25】
  --:-- [商品-点击] <|prod_begin|><s_a_5478><s_b_2498><s_c_3403>
  --:-- [商品-点击] <|prod_begin|><s_a_1124><s_b_81><s_c_4051>
  --:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_724><s_c_7602>
【2026-01-26】
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5200><s_c_1179>
  --:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_5658><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_6091><s_b_6932><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_3850><s_b_5714><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_1890><s_b_1519><s_c_6065>
  --:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_3451><s_c_7978>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5200><s_c_1179>
  --:-- [商品-点击] <|prod_begin|><s_a_2540><s_b_850><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_3850><s_b_7457><s_c_2212>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_91><s_b_4956><s_c_3560>
【2026-01-28】
  02:35 [广告-点击] <|ad_begin|><s_a_7331><s_b_876><s_c_1817>
  04:56 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_3314><s_c_5563>
  04:56 [广告-点击] <|ad_begin|><s_a_2899><s_b_3314><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_2540><s_b_850><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5200><s_c_6327>
  10:22 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  10:22 [广告-点击] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  15:03 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_1141><s_c_6108>
  15:03 [广告-点击] <|ad_begin|><s_a_1375><s_b_1141><s_c_6108>
  15:45 [视频-评论/长播] <|video_begin|><s_a_807><s_b_1293><s_c_141>
  16:00 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_7342><s_c_3363>
  16:00 [广告-点击] <|ad_begin|><s_a_1708><s_b_7342><s_c_3363>
  16:03 [广告-点击] <|ad_begin|><s_a_7611><s_b_2485><s_c_3026>
  22:23 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_6400><s_c_6815>
【2026-01-29】
  10:22 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_3284><s_c_141>
  10:22 [广告-点击] <|ad_begin|><s_a_6399><s_b_3284><s_c_141>
  14:05 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5511><s_c_5776>
  14:05 [广告-点击] <|ad_begin|><s_a_2832><s_b_5511><s_c_5776>
【2026-01-30】
  09:08 [广告-点击] <|ad_begin|><s_a_2709><s_b_1002><s_c_5823>
  09:30 [广告-点击] <|ad_begin|><s_a_6162><s_b_3727><s_c_1355>
  11:14 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_2568>
  11:14 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_2568>
  14:32 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_581><s_c_5349>
  14:32 [广告-点击] <|ad_begin|><s_a_1708><s_b_581><s_c_5349>
  14:52 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7498><s_c_4932>
  14:52 [广告-点击] <|ad_begin|><s_a_4403><s_b_7498><s_c_4932>
  22:27 [视频-转发/长播] <|video_begin|><s_a_3829><s_b_6234><s_c_4003>
【2026-01-31】
  04:36 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1109>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
  15:14 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_1206><s_c_3033>
  15:14 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3033>
【2026-02-01】
  13:24 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_2575><s_c_3026>
  13:24 [广告-点击] <|ad_begin|><s_a_1708><s_b_2575><s_c_3026>
  15:15 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_5511><s_c_1935>
  15:15 [广告-点击] <|ad_begin|><s_a_6921><s_b_5511><s_c_1935>
【2026-02-02】
  12:13 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3517>
  12:13 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3517>
【2026-02-03】
  02:18 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_665><s_c_5749>
  02:18 [广告-点击] <|ad_begin|><s_a_3308><s_b_665><s_c_5749>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5369><s_c_738>
  13:59 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6436><s_c_497>
  14:08 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_7738>
【2026-02-04】
  10:16 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_2029><s_c_3775>
  10:16 [广告-点击] <|ad_begin|><s_a_6417><s_b_2029><s_c_3775>
  11:40 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
  11:40 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
  14:34 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_3014>
  14:34 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_3014>
【2026-02-05】
  01:55 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1099>
  01:55 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_1099>
  02:43 [广告-点击] <|ad_begin|><s_a_7847><s_b_3898><s_c_842>
  02:46 [广告-点击] <|ad_begin|><s_a_3308><s_b_2826><s_c_5563>
  06:12 [视频-转发/长播] <|video_begin|><s_a_3510><s_b_2817><s_c_2530>
  06:39 [视频-长播] <|video_begin|><s_a_5023><s_b_4915><s_c_111>
  06:41 [视频-长播] <|video_begin|><s_a_7830><s_b_2906><s_c_6976>
  07:04 [视频-长播] <|video_begin|><s_a_5023><s_b_1382><s_c_1339>
  07:06 [视频-长播] <|video_begin|><s_a_5023><s_b_4198><s_c_5807>
  07:11 [视频-长播] <|video_begin|><s_a_5023><s_b_2246><s_c_5219>
  07:12 [视频-长播] <|video_begin|><s_a_2469><s_b_697><s_c_1485>
  07:12 [视频-长播] <|video_begin|><s_a_5023><s_b_5200><s_c_1462>
  07:12 [视频-长播] <|video_begin|><s_a_5023><s_b_7878><s_c_8042>
  07:12 [视频-长播] <|video_begin|><s_a_3300><s_b_4134><s_c_4952>
  07:21 [视频-长播] <|video_begin|><s_a_5023><s_b_6690><s_c_3843>
  07:21 [视频-长播] <|video_begin|><s_a_3660><s_b_3472><s_c_1485>
  07:21 [视频-长播] <|video_begin|><s_a_6855><s_b_3618><s_c_4454>
  07:41 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_581><s_c_7311>
  07:41 [广告-点击] <|ad_begin|><s_a_6399><s_b_581><s_c_7311>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_5537><s_c_6543>
  --:-- [商品-点击] <|prod_begin|><s_a_1523><s_b_1870><s_c_4751>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5200><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_4430><s_b_5714><s_c_6827>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_7858><s_b_4960><s_c_407>
  08:24 [视频-长播] <|video_begin|><s_a_3935><s_b_1212><s_c_146>
  08:24 [视频-长播] <|video_begin|><s_a_6510><s_b_2549><s_c_2756>
  08:35 [视频-长播] <|video_begin|><s_a_5023><s_b_3518><s_c_7970>
  08:44 [视频-长播] <|video_begin|><s_a_1106><s_b_5582><s_c_5737>
  08:48 [视频-长播] <|video_begin|><s_a_1726><s_b_4916><s_c_1119>
  09:56 [视频-长播] <|video_begin|><s_a_599><s_b_800><s_c_8129>
  09:57 [视频-长播] <|video_begin|><s_a_6321><s_b_7870><s_c_4468>
  09:57 [视频-长播] <|video_begin|><s_a_6510><s_b_2299><s_c_859>
  10:24 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_581><s_c_6707>
  10:24 [广告-点击] <|ad_begin|><s_a_4403><s_b_581><s_c_6707>
  10:37 [视频-长播] <|video_begin|><s_a_2015><s_b_4291><s_c_722>
  10:37 [视频-长播] <|video_begin|><s_a_3510><s_b_5511><s_c_6292>
  10:37 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5162>
  10:58 [视频-长播] <|video_begin|><s_a_5907><s_b_1413><s_c_2530>
  10:58 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_4611>
  10:58 [视频-长播] <|video_begin|><s_a_4615><s_b_3731><s_c_7671>
  11:10 [视频-长播] <|video_begin|><s_a_2015><s_b_6262><s_c_1038>
  11:10 [视频-长播] <|video_begin|><s_a_16><s_b_4324><s_c_7036>
  11:10 [视频-长播] <|video_begin|><s_a_4751><s_b_4794><s_c_6463>
  11:10 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_6532><s_c_594>
  11:50 [视频-长播] <|video_begin|><s_a_6510><s_b_3832><s_c_6691>
  14:28 [视频-长播] <|video_begin|><s_a_6030><s_b_6234><s_c_1368>
  14:28 [视频-长播] <|video_begin|><s_a_1726><s_b_4332><s_c_4451>
  14:28 [视频-长播] <|video_begin|><s_a_3689><s_b_4037><s_c_8136>
  14:47 [视频-长播] <|video_begin|><s_a_6321><s_b_8007><s_c_1368>
  14:47 [视频-长播] <|video_begin|><s_a_7830><s_b_952><s_c_2975>
  14:47 [视频-长播] <|video_begin|><s_a_3935><s_b_2902><s_c_1859>
  14:47 [视频-长播] <|video_begin|><s_a_3935><s_b_8025><s_c_1803>
  14:47 [视频-长播] <|video_begin|><s_a_6219><s_b_7756><s_c_875>
  15:01 [视频-长播] <|video_begin|><s_a_3532><s_b_800><s_c_6881>
  15:01 [视频-长播] <|video_begin|><s_a_6321><s_b_1119><s_c_4611>
  15:01 [视频-长播] <|video_begin|><s_a_6140><s_b_3878><s_c_2309>
  15:01 [视频-长播] <|video_begin|><s_a_1106><s_b_5231><s_c_3777>
  15:01 [视频-长播] <|video_begin|><s_a_6258><s_b_7381><s_c_2530>
  15:16 [视频-长播] <|video_begin|><s_a_7725><s_b_5582><s_c_8037>
  15:16 [视频-长播] <|video_begin|><s_a_4193><s_b_2737><s_c_2513>
  15:20 [视频-长播] <|video_begin|><s_a_3115><s_b_5231><s_c_7622>
  15:20 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4654>
  15:26 [视频-长播] <|video_begin|><s_a_1336><s_b_1310><s_c_7106>
  15:26 [视频-长播] <|video_begin|><s_a_5023><s_b_7665><s_c_3777>
  15:26 [视频-长播] <|video_begin|><s_a_7830><s_b_7894><s_c_4605>
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，根据以上用户交互历史，针对目标主题抽取兼具行为递进性与内在关联性的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 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、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
2.兴趣因果递进：交互 B 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
3.需求深度细化：在同一主题类目下，交互 B 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。
请针对下列主题提取行为逻辑链：
主题：从泛化娱乐到具象化工具的决策收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化娱乐到具象化工具的决策收敛",
    "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":"从泛化娱乐到具象化工具的决策收敛","events":[{"date":"2025-12-15","action":"[广告-深度转化] <|ad_begin|><s_a_1375><s_b_3589><s_c_1148>","logic":"兴趣触发：用户在近一个月内被动接收并深度转化了大量古装、情感、权谋、穿越等题材的短剧广告，表现出对戏剧化、非现实内容的广泛兴趣。"},{"date":"2026-01-17","action":"[商品-购买] <|prod_begin|><s_a_6091><s_b_1029><s_c_2212>","logic":"需求聚焦与行动转化：在临近春节的时间节点（1月17日），用户首次将兴趣从线上虚拟娱乐内容，收敛并转化为对线下、具有强时节性（春节）和明确功能（燃放烟花）的实体工具的购买行为。"},{"date":"2026-01-27","action":"[商品-点击] <|prod_begin|><s_a_3850><s_b_7457><s_c_2212>","logic":"认知深化与参数筛选：在首次购买后，用户并未停止探索，而是开始关注更专业的参数，如“6毫米壁厚”、“无缝钢管材质”、“二次封底”，这表明其认知已从满足基本“能用”的需求，跃迁至对工具的安全性、耐用性和专业性的深度考量，产生了显著的认知增量。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-07-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5727><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_341><s_c_4423>
【2025-07-15】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1227><s_c_7264>
  --:-- [直播-关注] <|living_begin|><s_a_47><s_b_4292><s_c_6570>
【2025-07-24】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1957>
  --:-- [直播-关注] <|living_begin|><s_a_4487><s_b_765><s_c_3676>
【2025-07-27】
  --:-- [直播-关注] <|living_begin|><s_a_7305><s_b_4410><s_c_2695>
【2025-08-01】
  --:-- [直播-关注] <|living_begin|><s_a_1275><s_b_6234><s_c_7951>
【2025-08-02】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_875>
【2025-08-19】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_655>
【2025-09-06】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4212>
【2025-09-09】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_6310>
  --:-- [直播-关注] <|living_begin|><s_a_3713><s_b_6525><s_c_677>
【2025-09-21】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_8157><s_c_6609>
【2025-09-22】
  --:-- [直播-关注] <|living_begin|><s_a_2239><s_b_3313><s_c_1157>
【2025-10-20】
  --:-- [直播-关注] <|living_begin|><s_a_7151><s_b_1230><s_c_2513>
【2025-10-23】
  --:-- [直播-关注] <|living_begin|><s_a_6263><s_b_530><s_c_6327>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5934><s_c_4961>
【2025-10-27】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_7605>
【2025-10-29】
  --:-- [直播-关注] <|living_begin|><s_a_3020><s_b_6304><s_c_1684>
【2025-10-31】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_1089><s_c_986>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3448><s_c_875>
【2025-11-09】
  --:-- [直播-关注] <|living_begin|><s_a_2004><s_b_765><s_c_114>
【2025-11-13】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5375><s_c_1957>
【2025-11-22】
  --:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1575><s_c_3950>
【2025-12-04】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7217><s_c_6278>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_2357>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_2136><s_b_6006><s_c_8060>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_2247><s_b_6039><s_c_5066>
  05:06 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3589>
  07:51 [广告-深度转化] <|ad_begin|><s_a_99><s_b_7333><s_c_6430>
【2025-12-15】
  03:26 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2403>
【2025-12-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_581><s_c_875>
  03:40 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4032>
【2025-12-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_7776><s_b_697><s_c_7191>
【2025-12-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_2701><s_c_3026>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_765><s_c_528>
【2025-12-19】
  --:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_697><s_c_3026>
【2025-12-20】
  --:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_6184><s_c_1023>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_6184><s_c_8146>
【2025-12-22】
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_665><s_c_7912>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2797>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_677>
【2025-12-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5511><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_3898><s_c_688>
【2025-12-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_6234><s_c_535>
【2025-12-26】
  03:30 [广告-深度转化] <|ad_begin|><s_a_960><s_b_7381><s_c_6486>
【2025-12-27】
  --:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_6973><s_c_2912>
【2025-12-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_3059><s_c_2695>
【2026-01-01】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_7319>
  --:-- [直播-首次打赏] <|living_begin|><s_a_7888><s_b_7342><s_c_4043>
【2026-01-02】
  --:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_3501>
  --:-- [商品-购买] <|prod_begin|><s_a_7060><s_b_4538><s_c_6507>
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_746><s_c_5220>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7971><s_c_378>
【2026-01-03】
  --:-- [商品-购买] <|prod_begin|><s_a_7918><s_b_4211><s_c_6779>
【2026-01-04】
  --:-- [直播-打赏] <|living_begin|><s_a_7888><s_b_6058><s_c_7951>
  --:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_4516><s_c_2193>
【2026-01-05】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2026-01-06】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_404><s_c_7683>
  --:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_4516><s_c_2193>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_4410><s_c_2513>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5548><s_b_3471><s_c_7951>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4318><s_b_6234><s_c_4252>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5243>
  --:-- [商品-购买] <|prod_begin|><s_a_6753><s_b_4782><s_c_1218>
【2026-01-08】
  --:-- [直播-首次打赏] <|living_begin|><s_a_231><s_b_6234><s_c_4140>
  --:-- [直播-首次打赏] <|living_begin|><s_a_773><s_b_8008><s_c_6278>
  --:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_4516><s_c_2193>
【2026-01-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_4782><s_c_2987>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_7019><s_c_2871>
【2026-01-11】
  01:09 [广告-深度转化] <|ad_begin|><s_a_4811><s_b_6818><s_c_116>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_7019><s_c_2871>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4458><s_c_7492>
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_4782><s_c_2987>
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_7262><s_c_6005>
【2026-01-12】
  --:-- [商品-购买] <|prod_begin|><s_a_5857><s_b_2966><s_c_7525>
【2026-01-13】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_7019><s_c_2871>
  --:-- [商品-购买] <|prod_begin|><s_a_5500><s_b_7672><s_c_7414>
【2026-01-14】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1229><s_b_6234><s_c_4352>
  --:-- [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_773><s_b_7446><s_c_4224>
【2026-01-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_1089><s_c_7951>
  --:-- [直播-首次打赏] <|living_begin|><s_a_7888><s_b_8049><s_c_2403>
  --:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_665><s_c_5967>
  13:30 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6879>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_7262><s_c_6005>
【2026-01-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5821><s_c_7683>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_7019><s_c_2871>
【2026-01-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_1227><s_c_3676>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_7019><s_c_2871>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_4076>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7272><s_c_909>
  --:-- [直播-关注] <|living_begin|><s_a_7729><s_b_8049><s_c_8143>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_1926><s_c_6202>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3930><s_c_2871>
  17:04 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_7391><s_c_2693>
【2026-01-20】
  --:-- [直播-首次打赏] <|living_begin|><s_a_7729><s_b_6039><s_c_7951>
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_7262><s_c_6005>
【2026-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4949><s_c_3026>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_5773><s_b_988><s_c_7951>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7390><s_c_7264>
【2026-01-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
【2026-01-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4018><s_b_8022><s_c_1487>
【2026-01-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_1918><s_b_3435><s_c_4281>
【2026-01-26】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2656>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_506><s_c_6735>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  09:04 [视频-长播] <|video_begin|><s_a_923><s_b_7762><s_c_1649>
  10:42 [视频-长播] <|video_begin|><s_a_7879><s_b_6234><s_c_751>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_1765><s_c_6306>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7897><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_7342><s_c_1110>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_8179><s_c_5452>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
  02:42 [视频-长播] <|video_begin|><s_a_1272><s_b_6234><s_c_6313>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  08:43 [视频-长播] <|video_begin|><s_a_5910><s_b_971><s_c_25>
  12:07 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7870><s_c_3955>
  12:20 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4340><s_c_4030>
  22:41 [视频-长播] <|video_begin|><s_a_7850><s_b_1630><s_c_4978>
  22:41 [视频-长播] <|video_begin|><s_a_7390><s_b_2246><s_c_6390>
  22:53 [视频-长播] <|video_begin|><s_a_3766><s_b_6973><s_c_3531>
  22:53 [视频-长播] <|video_begin|><s_a_8164><s_b_4508><s_c_2194>
【2026-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_6202>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3524>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7390><s_c_7657>
  01:44 [视频-长播] <|video_begin|><s_a_7879><s_b_4571><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_1630><s_c_1806>
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_1630><s_c_1806>
  13:06 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_2967>
【2026-01-29】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_4467>
  08:12 [视频-长播] <|video_begin|><s_a_7879><s_b_581><s_c_1509>
  08:22 [视频-长播] <|video_begin|><s_a_6956><s_b_6234><s_c_2225>
  08:22 [视频-长播] <|video_begin|><s_a_7097><s_b_7762><s_c_47>
  --:-- [商品-点击] <|prod_begin|><s_a_1630><s_b_1878><s_c_7006>
  08:34 [视频-长播] <|video_begin|><s_a_3578><s_b_6234><s_c_2695>
  23:46 [视频-长播] <|video_begin|><s_a_7984><s_b_7608><s_c_4548>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_3254><s_b_7342><s_c_2513>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  10:08 [视频-长播] <|video_begin|><s_a_923><s_b_3009><s_c_3363>
  10:21 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_7671>
  10:42 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_839><s_c_1708>
  10:50 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_6486>
  11:01 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_8042>
  11:09 [视频-长播] <|video_begin|><s_a_4064><s_b_203><s_c_4603>
  11:09 [视频-长播] <|video_begin|><s_a_7314><s_b_1642><s_c_5537>
  11:10 [视频-长播] <|video_begin|><s_a_2134><s_b_6234><s_c_2808>
  11:25 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_1659>
  11:54 [视频-长播] <|video_begin|><s_a_1474><s_b_6234><s_c_3477>
  11:54 [视频-长播] <|video_begin|><s_a_1708><s_b_4746><s_c_3026>
  11:58 [视频-长播] <|video_begin|><s_a_3069><s_b_6234><s_c_1161>
  22:49 [视频-长播] <|video_begin|><s_a_1272><s_b_581><s_c_2460>
  22:49 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_3267>
【2026-01-31】
  --:-- [直播-打赏] <|living_begin|><s_a_6698><s_b_6234><s_c_936>
  10:17 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_3958>
  22:33 [视频-长播] <|video_begin|><s_a_1840><s_b_6442><s_c_4263>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_4545><s_b_7789><s_c_5401>
  --:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_3451><s_c_2760>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_4545><s_b_7789><s_c_5401>
  23:33 [视频-长播] <|video_begin|><s_a_4060><s_b_839><s_c_6585>
【2026-02-02】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4843><s_b_8022><s_c_656>
  01:09 [视频-长播] <|video_begin|><s_a_4969><s_b_7498><s_c_2897>
  01:25 [视频-长播] <|video_begin|><s_a_4016><s_b_3063><s_c_4512>
  --:-- [商品-点击] <|prod_begin|><s_a_7051><s_b_1465><s_c_1955>
  --:-- [商品-点击] <|prod_begin|><s_a_2183><s_b_6197><s_c_378>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_4458><s_b_3840><s_c_919>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_879><s_c_5281>
  --:-- [商品-点击] <|prod_begin|><s_a_3205><s_b_7589><s_c_7068>
  --:-- [商品-点击] <|prod_begin|><s_a_2399><s_b_1984><s_c_4064>
  --:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_3679><s_c_1156>
  --:-- [商品-点击] <|prod_begin|><s_a_8154><s_b_7433><s_c_5422>
  --:-- [商品-点击] <|prod_begin|><s_a_6600><s_b_4021><s_c_833>
  --:-- [商品-点击] <|prod_begin|><s_a_834><s_b_5441><s_c_3824>
  --:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_5251><s_c_880>
  --:-- [商品-点击] <|prod_begin|><s_a_7051><s_b_2479><s_c_5434>
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_7399><s_c_3114>
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_879><s_c_5281>
  --:-- [商品-购买] <|prod_begin|><s_a_6600><s_b_4021><s_c_833>
  --:-- [商品-购买] <|prod_begin|><s_a_7051><s_b_2479><s_c_5434>
  10:39 [视频-长播] <|video_begin|><s_a_7314><s_b_4746><s_c_4495>
  12:20 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_1767>
  13:13 [视频-长播] <|video_begin|><s_a_2845><s_b_6234><s_c_1119>
  13:13 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_7934>
  13:30 [视频-长播] <|video_begin|><s_a_5910><s_b_1411><s_c_7945>
  13:30 [视频-长播] <|video_begin|><s_a_6931><s_b_3552><s_c_3311>
  13:30 [视频-长播] <|video_begin|><s_a_2015><s_b_6436><s_c_6973>
  21:42 [视频-长播] <|video_begin|><s_a_1393><s_b_3633><s_c_1659>
  21:42 [视频-长播] <|video_begin|><s_a_4498><s_b_1378><s_c_5563>
  21:42 [视频-长播] <|video_begin|><s_a_4088><s_b_5511><s_c_5845>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_1798><s_c_7716>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6307><s_c_6347>
  --:-- [商品-点击] <|prod_begin|><s_a_1392><s_b_4516><s_c_6500>
  --:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_2060><s_c_4038>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_1131>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  12:17 [视频-长播] <|video_begin|><s_a_3578><s_b_6234><s_c_2912>
  18:46 [视频-长播] <|video_begin|><s_a_7586><s_b_2485><s_c_1614>
  19:05 [视频-长播] <|video_begin|><s_a_7984><s_b_4491><s_c_7548>
  19:41 [视频-长播] <|video_begin|><s_a_7984><s_b_7246><s_c_6240>
【2026-02-04】
  01:12 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_2531>
  01:12 [视频-长播] <|video_begin|><s_a_7984><s_b_2231><s_c_4548>
  01:27 [广告-点击] <|ad_begin|><s_a_7679><s_b_7342><s_c_3913>
  01:29 [广告-点击] <|ad_begin|><s_a_1383><s_b_4733><s_c_899>
  01:30 [广告-点击] <|ad_begin|><s_a_5983><s_b_6170><s_c_7915>
  01:32 [广告-点击] <|ad_begin|><s_a_7847><s_b_4733><s_c_5621>
  01:32 [广告-点击] <|ad_begin|><s_a_2402><s_b_8007><s_c_6059>
  01:33 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  01:35 [广告-点击] <|ad_begin|><s_a_2747><s_b_96><s_c_2647>
  03:07 [广告-点击] <|ad_begin|><s_a_250><s_b_1413><s_c_6523>
  05:46 [广告-点击] <|ad_begin|><s_a_6302><s_b_4753><s_c_2781>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_3721><s_b_1966><s_c_7994>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  11:15 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_6661>
  11:16 [广告-点击] <|ad_begin|><s_a_1041><s_b_4864><s_c_4207>
  11:18 [广告-点击] <|ad_begin|><s_a_2747><s_b_96><s_c_2647>
  11:21 [广告-点击] <|ad_begin|><s_a_4157><s_b_5431><s_c_5563>
  11:28 [广告-点击] <|ad_begin|><s_a_99><s_b_946><s_c_7718>
  11:38 [广告-点击] <|ad_begin|><s_a_5146><s_b_800><s_c_1284>
  11:49 [广告-点击] <|ad_begin|><s_a_2996><s_b_3932><s_c_6932>
  11:53 [广告-点击] <|ad_begin|><s_a_1383><s_b_1795><s_c_2975>
  11:54 [广告-点击] <|ad_begin|><s_a_7240><s_b_1413><s_c_6661>
  12:17 [广告-点击] <|ad_begin|><s_a_2996><s_b_7498><s_c_337>
  12:18 [广告-点击] <|ad_begin|><s_a_5485><s_b_59><s_c_3047>
  19:13 [广告-点击] <|ad_begin|><s_a_1351><s_b_7410><s_c_6057>
  19:21 [广告-点击] <|ad_begin|><s_a_2280><s_b_2799><s_c_1982>
  19:36 [广告-点击] <|ad_begin|><s_a_606><s_b_1431><s_c_3987>
  19:38 [广告-点击] <|ad_begin|><s_a_7088><s_b_59><s_c_380>
  19:43 [视频-长播] <|video_begin|><s_a_7984><s_b_3589><s_c_7076>
  19:50 [视频-长播] <|video_begin|><s_a_1326><s_b_5081><s_c_5673>
  19:59 [广告-点击] <|ad_begin|><s_a_7240><s_b_59><s_c_997>
  20:00 [广告-点击] <|ad_begin|><s_a_7130><s_b_1282><s_c_853>
  20:02 [广告-点击] <|ad_begin|><s_a_5229><s_b_6110><s_c_1935>
  20:30 [广告-点击] <|ad_begin|><s_a_4035><s_b_1141><s_c_5776>
  20:34 [广告-点击] <|ad_begin|><s_a_2954><s_b_5081><s_c_6223>
  21:11 [广告-点击] <|ad_begin|><s_a_250><s_b_5454><s_c_3784>
  21:12 [广告-点击] <|ad_begin|><s_a_7038><s_b_4723><s_c_4371>
【2026-02-05】
  00:47 [广告-点击] <|ad_begin|><s_a_99><s_b_7919><s_c_7268>
  00:51 [广告-点击] <|ad_begin|><s_a_7331><s_b_4932><s_c_6977>
  00:54 [广告-点击] <|ad_begin|><s_a_2996><s_b_7225><s_c_5175>
  05:29 [广告-点击] <|ad_begin|><s_a_5146><s_b_800><s_c_8003>
  06:06 [广告-点击] <|ad_begin|><s_a_7479><s_b_1119><s_c_1495>
  06:10 [广告-点击] <|ad_begin|><s_a_7381><s_b_1288><s_c_2647>
  06:13 [广告-点击] <|ad_begin|><s_a_4030><s_b_7703><s_c_6248>
  06:16 [广告-点击] <|ad_begin|><s_a_5080><s_b_3472><s_c_4580>
  06:17 [广告-点击] <|ad_begin|><s_a_5452><s_b_5646><s_c_7548>
  06:18 [广告-点击] <|ad_begin|><s_a_2201><s_b_5419><s_c_4384>
  06:21 [广告-点击] <|ad_begin|><s_a_7479><s_b_5002><s_c_1178>
  06:27 [广告-点击] <|ad_begin|><s_a_5229><s_b_1822><s_c_5807>
  07:25 [广告-点击] <|ad_begin|><s_a_585><s_b_5349><s_c_929>
  07:36 [广告-点击] <|ad_begin|><s_a_1512><s_b_6690><s_c_2918>
  07:38 [广告-点击] <|ad_begin|><s_a_4354><s_b_4050><s_c_6361>
  07:39 [广告-点击] <|ad_begin|><s_a_1512><s_b_6047><s_c_5644>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_6489><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_1308><s_b_4062><s_c_2032>
  --:-- [商品-点击] <|prod_begin|><s_a_8099><s_b_2649><s_c_6169>
  --:-- [商品-点击] <|prod_begin|><s_a_5193><s_b_3287><s_c_7703>
  --:-- [商品-点击] <|prod_begin|><s_a_5193><s_b_3287><s_c_3745>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3651><s_c_55>
  10:42 [广告-点击] <|ad_begin|><s_a_1981><s_b_950><s_c_2594>
  10:46 [广告-点击] <|ad_begin|><s_a_5632><s_b_1873><s_c_3036>
  10:47 [广告-点击] <|ad_begin|><s_a_99><s_b_799><s_c_2975>
  10:50 [广告-点击] <|ad_begin|><s_a_99><s_b_59><s_c_7402>
  10:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6973><s_c_7719>
  10:52 [广告-点击] <|ad_begin|><s_a_99><s_b_59><s_c_7402>
  10:54 [广告-点击] <|ad_begin|><s_a_99><s_b_799><s_c_2975>
  10:56 [广告-点击] <|ad_begin|><s_a_99><s_b_7391><s_c_1389>
  10:57 [广告-点击] <|ad_begin|><s_a_5368><s_b_6973><s_c_7719>
  10:58 [广告-点击] <|ad_begin|><s_a_5122><s_b_3447><s_c_5874>
  11:00 [广告-点击] <|ad_begin|><s_a_99><s_b_59><s_c_1439>
  11:01 [广告-点击] <|ad_begin|><s_a_4157><s_b_3589><s_c_2988>
  11:03 [广告-点击] <|ad_begin|><s_a_99><s_b_59><s_c_1439>
  11:10 [广告-点击] <|ad_begin|><s_a_5374><s_b_5349><s_c_8024>
  11:15 [广告-点击] <|ad_begin|><s_a_7417><s_b_96><s_c_5553>
  11:46 [广告-点击] <|ad_begin|><s_a_99><s_b_2031><s_c_656>
  11:49 [广告-点击] <|ad_begin|><s_a_7240><s_b_59><s_c_4647>
  11:49 [广告-点击] <|ad_begin|><s_a_668><s_b_3932><s_c_6122>
  11:52 [广告-点击] <|ad_begin|><s_a_99><s_b_59><s_c_7402>
  11:53 [广告-点击] <|ad_begin|><s_a_2814><s_b_59><s_c_4636>
  11:53 [广告-点击] <|ad_begin|><s_a_250><s_b_2560><s_c_2646>
  12:04 [广告-点击] <|ad_begin|><s_a_6474><s_b_59><s_c_3261>
  13:32 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3106>
  13:32 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3106>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_5462><s_c_309>

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的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从被动娱乐到主动解决健康问题的需求演化

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。

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>
["<|video_begin|><s_a_7850><s_b_1630><s_c_4978>","<|prod_begin|><s_a_4200><s_b_1630><s_c_1806>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-04-10】
  --:-- [商品-购买] <|prod_begin|><s_a_7274><s_b_8007><s_c_5135>
【2023-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_2361><s_c_2273>
【2023-07-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_2498><s_c_7501>
【2023-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_4923><s_b_746><s_c_6361>
【2023-08-13】
  --:-- [商品-购买] <|prod_begin|><s_a_4923><s_b_3702><s_c_1881>
【2023-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_3073><s_c_5795>
【2023-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5816><s_c_4740>
【2024-02-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6217><s_b_6925><s_c_7367>
【2024-03-07】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_566><s_c_2112>
【2024-05-29】
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_566><s_c_7638>
【2024-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_210><s_b_5044><s_c_4794>
【2024-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_4021><s_c_733>
【2024-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_2926><s_b_5176><s_c_6769>
【2024-10-13】
  --:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3630><s_c_2002>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4619><s_c_7957>
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_7877><s_c_3322>
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_1695><s_c_3080>
  --:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_4692><s_c_6060>
【2024-10-14】
  --:-- [商品-购买] <|prod_begin|><s_a_5360><s_b_6026><s_c_3367>
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_1443><s_c_5485>
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_222><s_c_6375>
【2024-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_211><s_b_3208><s_c_2207>
【2025-01-30】
  --:-- [商品-购买] <|prod_begin|><s_a_605><s_b_1395><s_c_1272>
【2025-04-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_5589>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_191><s_b_3408><s_c_343>
【2025-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_2186><s_c_4611>
【2025-09-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1756><s_b_8181><s_c_1218>
【2025-09-11】
  --:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_6220><s_c_7709>
【2025-12-02】
  --:-- [商品-点击] <|prod_begin|><s_a_5929><s_b_6441><s_c_1076>
【2025-12-03】
  --:-- [商品-点击] <|prod_begin|><s_a_1327><s_b_1536><s_c_3867>
【2025-12-08】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6354><s_c_7048>
  06:44 [广告-点击] <|ad_begin|><s_a_6577><s_b_7381><s_c_2398>
【2025-12-09】
  05:46 [广告-点击] <|ad_begin|><s_a_4157><s_b_7878><s_c_5807>
  --:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_6724><s_c_3209>
【2025-12-10】
  --:-- [商品-点击] <|prod_begin|><s_a_2560><s_b_2021><s_c_3646>
【2025-12-11】
  --:-- [商品-点击] <|prod_begin|><s_a_1476><s_b_3802><s_c_3773>
【2025-12-13】
  07:55 [广告-点击] <|ad_begin|><s_a_3990><s_b_3278><s_c_7076>
【2025-12-18】
  04:50 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_2455>
  04:50 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_2455>
【2025-12-21】
  11:39 [广告-点击] <|ad_begin|><s_a_3240><s_b_7953><s_c_4820>
【2025-12-22】
  04:43 [广告-点击] <|ad_begin|><s_a_3240><s_b_6160><s_c_1707>
  06:17 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_7246><s_c_4932>
  06:17 [广告-点击] <|ad_begin|><s_a_6921><s_b_7246><s_c_4932>
【2025-12-24】
  05:56 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_3953>
  05:56 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_3953>
【2025-12-25】
  04:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5714><s_c_1372>
  04:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_5714><s_c_1372>
  --:-- [商品-点击] <|prod_begin|><s_a_4421><s_b_4167><s_c_2475>
  08:26 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_4173><s_c_6419>
  08:26 [广告-点击] <|ad_begin|><s_a_3308><s_b_4173><s_c_6419>
【2025-12-28】
  03:26 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_286>
  03:26 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_286>
  --:-- [商品-点击] <|prod_begin|><s_a_1975><s_b_3153><s_c_4119>
  08:46 [广告-深度转化] <|ad_begin|><s_a_7984><s_b_581><s_c_7566>
  08:46 [广告-点击] <|ad_begin|><s_a_7984><s_b_581><s_c_7566>
【2025-12-29】
  01:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_876><s_c_4927>
  01:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_876><s_c_4927>
  --:-- [商品-点击] <|prod_begin|><s_a_4009><s_b_4763><s_c_3530>
  --:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_2357><s_c_2224>
  --:-- [商品-点击] <|prod_begin|><s_a_1690><s_b_884><s_c_7722>
  --:-- [商品-点击] <|prod_begin|><s_a_837><s_b_3440><s_c_3084>
  07:36 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_4932>
  07:36 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_4932>
  11:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_1038>
  11:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_1038>
  20:54 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_1584>
【2025-12-30】
  02:23 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_2912>
  --:-- [商品-点击] <|prod_begin|><s_a_1690><s_b_2103><s_c_805>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_689><s_c_7722>
  --:-- [商品-点击] <|prod_begin|><s_a_7339><s_b_6825><s_c_5064>
  --:-- [商品-点击] <|prod_begin|><s_a_4009><s_b_4538><s_c_7495>
  07:16 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_7498><s_c_308>
  07:16 [广告-点击] <|ad_begin|><s_a_6921><s_b_7498><s_c_308>
【2025-12-31】
  01:41 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_665><s_c_1317>
  01:41 [广告-点击] <|ad_begin|><s_a_3308><s_b_665><s_c_1317>
  07:35 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_147><s_c_3887>
  07:35 [广告-点击] <|ad_begin|><s_a_6921><s_b_147><s_c_3887>
【2026-01-01】
  03:12 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_1148>
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_2985><s_c_208>
  --:-- [商品-购买] <|prod_begin|><s_a_1644><s_b_2985><s_c_208>
【2026-01-02】
  --:-- [商品-点击] <|prod_begin|><s_a_1975><s_b_7544><s_c_7812>
【2026-01-03】
  --:-- [商品-点击] <|prod_begin|><s_a_1690><s_b_884><s_c_7722>
  --:-- [商品-点击] <|prod_begin|><s_a_1690><s_b_2103><s_c_2224>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_3065><s_c_3019>
  --:-- [商品-点击] <|prod_begin|><s_a_3174><s_b_1443><s_c_7856>
  10:40 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_4784>
  10:40 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_4784>
【2026-01-04】
  05:41 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6597>
  05:41 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_6597>
  --:-- [商品-点击] <|prod_begin|><s_a_5028><s_b_3453><s_c_2224>
  --:-- [商品-点击] <|prod_begin|><s_a_1690><s_b_2103><s_c_6971>
  --:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_104><s_c_1806>
  --:-- [商品-点击] <|prod_begin|><s_a_3273><s_b_104><s_c_1806>
  --:-- [商品-点击] <|prod_begin|><s_a_4235><s_b_5488><s_c_1806>
  09:26 [广告-点击] <|ad_begin|><s_a_2832><s_b_697><s_c_3217>
【2026-01-05】
  05:32 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_581><s_c_3207>
  05:32 [广告-点击] <|ad_begin|><s_a_7931><s_b_581><s_c_3207>
  --:-- [商品-点击] <|prod_begin|><s_a_1690><s_b_2103><s_c_6971>
  --:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_104><s_c_1806>
  07:44 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_286>
  07:44 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_286>
  11:53 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
  11:53 [广告-点击] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
  16:10 [广告-点击] <|ad_begin|><s_a_1152><s_b_2846><s_c_4631>
  16:12 [广告-点击] <|ad_begin|><s_a_5702><s_b_2846><s_c_7261>
  16:59 [广告-点击] <|ad_begin|><s_a_1152><s_b_2846><s_c_4631>
  17:00 [广告-点击] <|ad_begin|><s_a_3099><s_b_7120><s_c_3984>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_6879><s_b_222><s_c_3207>
  12:12 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4033><s_c_3026>
  12:12 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_3026>
【2026-01-07】
  05:06 [广告-深度转化] <|ad_begin|><s_a_7411><s_b_7888><s_c_3968>
  05:06 [广告-点击] <|ad_begin|><s_a_7411><s_b_7888><s_c_3968>
【2026-01-09】
  09:22 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7246><s_c_5553>
  09:22 [广告-点击] <|ad_begin|><s_a_1608><s_b_7246><s_c_5553>
【2026-01-10】
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_7662><s_c_3867>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_7388><s_c_1131>
  10:42 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_4033><s_c_1767>
  10:42 [广告-点击] <|ad_begin|><s_a_3308><s_b_4033><s_c_1767>
【2026-01-15】
  --:-- [商品-点击] <|prod_begin|><s_a_3850><s_b_5101><s_c_7048>
  11:57 [广告-点击] <|ad_begin|><s_a_395><s_b_104><s_c_6227>
  12:28 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_1148>
【2026-01-16】
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_6065><s_c_5755>
  --:-- [商品-点击] <|prod_begin|><s_a_3850><s_b_5101><s_c_7048>
  08:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_8022><s_c_3501>
  08:40 [广告-点击] <|ad_begin|><s_a_2832><s_b_8022><s_c_3501>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_692><s_c_5008>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_1142><s_c_299>
  --:-- [商品-点击] <|prod_begin|><s_a_6678><s_b_3440><s_c_4481>
  06:29 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_6879>
【2026-01-18】
  09:58 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6519><s_c_6368>
  09:58 [广告-点击] <|ad_begin|><s_a_7931><s_b_6519><s_c_6368>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_2474><s_b_4782><s_c_845>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_692><s_c_5008>
  18:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6857>
【2026-01-20】
  05:40 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1298>
  05:40 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_1298>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5081><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_1841><s_b_5474><s_c_2290>
  --:-- [商品-点击] <|prod_begin|><s_a_1841><s_b_5474><s_c_1594>
【2026-01-21】
  --:-- [商品-点击] <|prod_begin|><s_a_5033><s_b_3287><s_c_912>
【2026-01-22】
  08:13 [视频-评论/长播] <|video_begin|><s_a_791><s_b_5101><s_c_4923>
【2026-01-23】
  05:46 [广告-点击] <|ad_begin|><s_a_4815><s_b_7498><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_7687><s_c_3322>
  --:-- [商品-点击] <|prod_begin|><s_a_6358><s_b_729><s_c_7066>
【2026-01-25】
  04:18 [广告-点击] <|ad_begin|><s_a_2832><s_b_7498><s_c_3501>
  04:23 [视频-评论/长播] <|video_begin|><s_a_7644><s_b_575><s_c_5171>
【2026-01-26】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3302><s_c_5510>
【2026-01-27】
  09:25 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_665><s_c_3349>
  09:25 [广告-点击] <|ad_begin|><s_a_1708><s_b_665><s_c_3349>
【2026-01-28】
  02:35 [广告-点击] <|ad_begin|><s_a_6399><s_b_6234><s_c_959>
【2026-01-29】
  --:-- [直播-关注] <|living_begin|><s_a_1860><s_b_1212><s_c_99>
【2026-01-30】
  08:30 [视频-长播] <|video_begin|><s_a_6161><s_b_2737><s_c_4806>
  08:30 [视频-长播] <|video_begin|><s_a_4307><s_b_6400><s_c_7790>
  09:05 [视频-长播] <|video_begin|><s_a_5134><s_b_3614><s_c_6873>
  09:11 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1113><s_c_4932>
  09:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_1113><s_c_4932>
  09:28 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_1330><s_c_3026>
  09:28 [广告-点击] <|ad_begin|><s_a_3308><s_b_1330><s_c_3026>
  11:13 [广告-点击] <|ad_begin|><s_a_7559><s_b_5081><s_c_2988>
【2026-01-31】
  04:12 [视频-长播] <|video_begin|><s_a_7044><s_b_2130><s_c_6676>
  04:40 [视频-长播] <|video_begin|><s_a_4615><s_b_123><s_c_7333>
  04:40 [视频-长播] <|video_begin|><s_a_5602><s_b_3636><s_c_428>
  05:09 [视频-长播] <|video_begin|><s_a_5629><s_b_3614><s_c_6704>
  05:19 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7391><s_c_5749>
  05:19 [广告-点击] <|ad_begin|><s_a_4024><s_b_7391><s_c_5749>
  11:15 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_1322>
  11:15 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_1322>
【2026-02-01】
  11:18 [视频-长播] <|video_begin|><s_a_3801><s_b_4496><s_c_4910>
  11:19 [视频-长播] <|video_begin|><s_a_1106><s_b_1002><s_c_7722>
【2026-02-02】
  00:36 [视频-长播] <|video_begin|><s_a_6321><s_b_7665><s_c_3475>
  00:45 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_7342><s_c_3932>
  00:45 [广告-点击] <|ad_begin|><s_a_6921><s_b_7342><s_c_3932>
  06:37 [视频-长播] <|video_begin|><s_a_6330><s_b_4033><s_c_4923>
  06:37 [视频-长播] <|video_begin|><s_a_1106><s_b_6354><s_c_1148>
  06:49 [视频-长播] <|video_begin|><s_a_1140><s_b_6234><s_c_1455>
  07:07 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_6616>
  07:07 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_6616>
  10:50 [视频-长播] <|video_begin|><s_a_16><s_b_594><s_c_1767>
  10:50 [视频-长播] <|video_begin|><s_a_6161><s_b_7877><s_c_7504>
  10:50 [视频-长播] <|video_begin|><s_a_7308><s_b_7342><s_c_6919>
  10:57 [视频-长播] <|video_begin|><s_a_7751><s_b_1407><s_c_1740>
  10:57 [视频-长播] <|video_begin|><s_a_3801><s_b_1366><s_c_7722>
  10:58 [视频-长播] <|video_begin|><s_a_4946><s_b_1779><s_c_6022>
  11:00 [视频-长播] <|video_begin|><s_a_116><s_b_6307><s_c_6676>
  11:00 [视频-长播] <|video_begin|><s_a_1106><s_b_1002><s_c_141>
  11:03 [视频-长播] <|video_begin|><s_a_1427><s_b_4125><s_c_5563>
  11:05 [视频-长播] <|video_begin|><s_a_4946><s_b_197><s_c_314>
  11:10 [视频-长播] <|video_begin|><s_a_1335><s_b_7340><s_c_1911>
【2026-02-03】
  03:14 [视频-长播] <|video_begin|><s_a_7411><s_b_1523><s_c_4212>
  06:05 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_3501>
  06:05 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_3501>
  10:39 [视频-长播] <|video_begin|><s_a_4684><s_b_7381><s_c_7609>
  10:56 [视频-长播] <|video_begin|><s_a_4913><s_b_477><s_c_3380>
  11:07 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_77>
  11:07 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_77>
【2026-02-04】
  01:34 [视频-长播] <|video_begin|><s_a_116><s_b_477><s_c_2753>
  01:50 [视频-长播] <|video_begin|><s_a_2367><s_b_6442><s_c_5150>
  01:53 [视频-长播] <|video_begin|><s_a_3766><s_b_6234><s_c_3997>
  01:55 [视频-长播] <|video_begin|><s_a_3509><s_b_1025><s_c_2357>
  01:59 [视频-长播] <|video_begin|><s_a_16><s_b_1292><s_c_2341>
  01:59 [视频-长播] <|video_begin|><s_a_7830><s_b_850><s_c_2468>
  01:59 [视频-长播] <|video_begin|><s_a_189><s_b_7344><s_c_7297>
  02:06 [视频-长播] <|video_begin|><s_a_3539><s_b_3315><s_c_4277>
  02:13 [视频-长播] <|video_begin|><s_a_4312><s_b_3915><s_c_728>
  02:16 [视频-长播] <|video_begin|><s_a_3858><s_b_8022><s_c_8019>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6080><s_c_4594>
  07:02 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_5104>
  07:02 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_5104>
  11:05 [视频-长播] <|video_begin|><s_a_116><s_b_1749><s_c_5872>
  11:05 [视频-长播] <|video_begin|><s_a_7385><s_b_1822><s_c_2522>
【2026-02-05】
  00:40 [视频-长播] <|video_begin|><s_a_7751><s_b_1002><s_c_2123>
  00:43 [视频-长播] <|video_begin|><s_a_532><s_b_6606><s_c_5843>
  03:13 [视频-长播] <|video_begin|><s_a_6504><s_b_3636><s_c_5205>
  03:25 [视频-长播] <|video_begin|><s_a_7751><s_b_6635><s_c_2551>
  03:32 [视频-长播] <|video_begin|><s_a_6161><s_b_4163><s_c_1399>
  03:33 [视频-长播] <|video_begin|><s_a_4946><s_b_2817><s_c_656>
  03:41 [视频-长播] <|video_begin|><s_a_6604><s_b_7340><s_c_1803>
  03:41 [视频-长播] <|video_begin|><s_a_2015><s_b_1952><s_c_2975>
  03:52 [视频-长播] <|video_begin|><s_a_7556><s_b_1337><s_c_3261>
  03:54 [视频-长播] <|video_begin|><s_a_7077><s_b_6358><s_c_2468>
  03:57 [视频-长播] <|video_begin|><s_a_7044><s_b_7894><s_c_7945>
  07:03 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_3193><s_c_7780>
  07:03 [广告-点击] <|ad_begin|><s_a_1375><s_b_3193><s_c_7780>

角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。

主题：从泛化养生到工具化实践的兴趣聚焦

输出格式要求：输出必须且仅为包含 SID 的 JSON 数组，绝对不要输出任何额外的解释、提示或格式化外的文字。

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
["<|prod_begin|><s_a_210><s_b_5044><s_c_4794>","<|prod_begin|><s_a_4009><s_b_4763><s_c_3530>","<|prod_begin|><s_a_4524><s_b_2357><s_c_2224>","<|prod_begin|><s_a_7873><s_b_104><s_c_1806>"]<|im_end|>
<|endoftext|>
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labels:
<think>
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条从被动接收信息到主动实践的手工兴趣唤醒的行为链。我需要重点关注行为之间的时间顺序和逻辑关联，确保后续行为是由前序行为引发的。

我首先对用户的整体行为进行了梳理。从2025年7月到2026年初，我注意到这位用户的消费行为非常丰富，涵盖了食品零食、服饰鞋包、美妆护肤、家居日用以及一些健身器材等多个品类。这表明她是一位乐于尝试和消费的年轻女性。在内容消费方面，尤其是在2026年1月底到2月初，她密集地观看了大量视频，内容五花八门，包括搞笑短剧、明星八卦、社会新闻、情感故事、影视剪辑和生活技巧等，显示出她兴趣广泛，但似乎没有特别聚焦的领域。

我的分析重点放在了寻找一个从“看”到“做”的转变点上。在浏览2026年2月3日的行为时，我发现了一个非常清晰的信号。在当天上午08:20，用户观看并评论了一个展示手工编织围巾的视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>。这个视频强调了手工制品所蕴含的“情感价值”和“人情味”，这是一种情感层面的触动，而不仅仅是展示商品。我推测，这种情感化的内容很可能激发了用户自己动手制作的念头。

紧接着，我发现用户的行为立刻印证了我的推测。就在观看完视频之后，同一天内，她开始密集地点击与“手工编织”相关的商品。例如，她点击了标题中包含“手工长绒毛围巾diy自制编织心意礼物”的商品 <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，以及多款以“蜡笔小新”为主题的DIY围巾材料包。这些点击行为中的关键词，如“diy”、“手工编织”、“心意礼物”，与她刚刚观看的视频内容高度契合。这表明她的兴趣已经从被动的观看，迅速转化为主动的、有明确目的的商品调研。她不再只是欣赏成品，而是在寻找能够让她亲身实践的工具和材料。

最终，在经过一番浏览和比较之后，用户在当天就完成了购买决策。她购买了一款名为“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包”的商品 <|prod_begin|><s_a_4338><s_b_2065><s_c_231>。这个购买行为是整个兴趣链条的关键闭环，标志着她完成了从被动的信息接收者到主动的实践者的身份转变。整个过程从看到视频激发兴趣，到搜索和比较DIY材料，再到最终下单购买，逻辑清晰，时间紧凑，构成了一条完整的兴趣唤醒与实践路径。

综合以上分析，我认为用户的行为清晰地展示了从被动接收信息到主动实践的手工兴趣唤醒过程。这个过程始于观看一个强调情感价值的手工编织视频 <|video_begin|><s_a_3140><s_b_2427><s_c_2029>，这激发了她的制作兴趣；随后，她立即开始浏览具体的DIY围巾材料包商品，例如点击了“手工长绒毛围巾diy自制编织心意礼物” <|prod_begin|><s_a_4338><s_b_5465><s_c_6112>，将模糊的兴趣转化为明确的行动意图；最终，通过购买“长毛手混线温暖灰羽手工编织diy棒针元宝织围巾材料包” <|prod_begin|><s_a_4338><s_b_2065><s_c_231>，完成了从认知到行为的转化。因此，未来向她推荐更多DIY手工制作类的内容或商品，有较大概率被吸引。</think>
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<think>
</think>
{"logic_chain":{"name":"从泛化娱乐到具象化工具的决策收敛","events":[{"date":"2025-12-15","action":"[广告-深度转化] <|ad_begin|><s_a_1375><s_b_3589><s_c_1148>","logic":"兴趣触发：用户在近一个月内被动接收并深度转化了大量古装、情感、权谋、穿越等题材的短剧广告，表现出对戏剧化、非现实内容的广泛兴趣。"},{"date":"2026-01-17","action":"[商品-购买] <|prod_begin|><s_a_6091><s_b_1029><s_c_2212>","logic":"需求聚焦与行动转化：在临近春节的时间节点（1月17日），用户首次将兴趣从线上虚拟娱乐内容，收敛并转化为对线下、具有强时节性（春节）和明确功能（燃放烟花）的实体工具的购买行为。"},{"date":"2026-01-27","action":"[商品-点击] <|prod_begin|><s_a_3850><s_b_7457><s_c_2212>","logic":"认知深化与参数筛选：在首次购买后，用户并未停止探索，而是开始关注更专业的参数，如“6毫米壁厚”、“无缝钢管材质”、“二次封底”，这表明其认知已从满足基本“能用”的需求，跃迁至对工具的安全性、耐用性和专业性的深度考量，产生了显著的认知增量。"}]}}<|im_end|>
<think>
</think>
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[INFO|configuration_utils.py:769] 2026-07-15 03:27:50,016 >> 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 03:27:50,017 >> 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 03:27:50] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-15 03:27:50] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-15 03:27:50,353 >> 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 03:27:50,353 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-15 03:27:50,498 >> 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 03:27:50,775 >> 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 03:27:50,775 >> 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 03:27:50,775 >> 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 03:27:50] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-15 03:27:50] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-15 03:27:50] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-15 03:27:50] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-15 03:27:50] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-15 03:27:50,907 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-15 03:27:50,907 >>   Num examples = 1,562
[INFO|trainer.py:1471] 2026-07-15 03:27:50,907 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-15 03:27:50,907 >>   Num update steps per epoch = 391
[INFO|trainer.py:1473] 2026-07-15 03:27:50,907 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-15 03:27:50,907 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-15 03:27:50,907 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-15 03:27:50,907 >>   Total optimization steps = 313
[INFO|trainer.py:1479] 2026-07-15 03:27:50,908 >>   Number of trainable parameters = 801,433,600

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{'loss': '1.797', 'grad_norm': '5.281', 'learning_rate': '5.621e-07', 'epoch': '0.1536'}

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{'loss': '1.83', 'grad_norm': '4.938', 'learning_rate': '5.456e-07', 'epoch': '0.1793'}

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{'loss': '1.808', 'grad_norm': '11.12', 'learning_rate': '5.264e-07', 'epoch': '0.2049'}

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{'loss': '1.858', 'grad_norm': '13.31', 'learning_rate': '5.049e-07', 'epoch': '0.2305'}

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{'loss': '1.827', 'grad_norm': '9.688', 'learning_rate': '4.811e-07', 'epoch': '0.2561'}

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{'loss': '1.737', 'grad_norm': '5.406', 'learning_rate': '4.554e-07', 'epoch': '0.2817'}

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{'loss': '1.979', 'grad_norm': '7.469', 'learning_rate': '4.28e-07', 'epoch': '0.3073'}

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{'loss': '1.76', 'grad_norm': '5.031', 'learning_rate': '3.992e-07', 'epoch': '0.3329'}

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{'loss': '1.881', 'grad_norm': '5.125', 'learning_rate': '3.694e-07', 'epoch': '0.3585'}

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{'loss': '1.85', 'grad_norm': '5.5', 'learning_rate': '3.388e-07', 'epoch': '0.3841'}

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{'loss': '1.757', 'grad_norm': '5.438', 'learning_rate': '3.078e-07', 'epoch': '0.4097'}

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{'loss': '1.735', 'grad_norm': '5.406', 'learning_rate': '2.767e-07', 'epoch': '0.4353'}

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{'loss': '1.857', 'grad_norm': '5.031', 'learning_rate': '2.459e-07', 'epoch': '0.4609'}

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{'loss': '1.862', 'grad_norm': '8.688', 'learning_rate': '2.156e-07', 'epoch': '0.4866'}

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{'loss': '1.743', 'grad_norm': '7.938', 'learning_rate': '1.863e-07', 'epoch': '0.5122'}

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{'loss': '1.788', 'grad_norm': '4.031', 'learning_rate': '1.582e-07', 'epoch': '0.5378'}

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{'loss': '1.794', 'grad_norm': '4.719', 'learning_rate': '1.316e-07', 'epoch': '0.5634'}

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{'loss': '1.897', 'grad_norm': '5.062', 'learning_rate': '1.068e-07', 'epoch': '0.589'}

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{'loss': '1.833', 'grad_norm': '6.344', 'learning_rate': '8.405e-08', 'epoch': '0.6146'}

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{'loss': '1.891', 'grad_norm': '39', 'learning_rate': '6.366e-08', 'epoch': '0.6402'}

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{'loss': '1.836', 'grad_norm': '11.56', 'learning_rate': '4.581e-08', 'epoch': '0.6658'}

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{'loss': '1.758', 'grad_norm': '4.031', 'learning_rate': '3.068e-08', 'epoch': '0.6914'}

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{'loss': '1.621', 'grad_norm': '4.531', 'learning_rate': '1.845e-08', 'epoch': '0.717'}

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{'loss': '1.824', 'grad_norm': '24.12', 'learning_rate': '9.24e-09', 'epoch': '0.7426'}

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{'loss': '1.738', 'grad_norm': '6.062', 'learning_rate': '3.155e-09', 'epoch': '0.7682'}

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{'loss': '1.801', 'grad_norm': '9.188', 'learning_rate': '2.58e-10', 'epoch': '0.7939'}

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100%|██████████| 313/313 [40:27<00:00,  8.06s/it][INFO|trainer.py:1823] 2026-07-15 04:08:17,991 >> 

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



                                                 
{'train_runtime': '2427', 'train_samples_per_second': '0.515', 'train_steps_per_second': '0.129', 'train_loss': '1.822', 'epoch': '0.8015'}

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[INFO|trainer.py:3815] 2026-07-15 04:08:18,001 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary
[INFO|configuration_utils.py:533] 2026-07-15 04:08:18,002 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/config.json
[INFO|configuration_utils.py:816] 2026-07-15 04:08:18,002 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/generation_config.json

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[INFO|modeling_utils.py:3471] 2026-07-15 04:08:18,835 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-15 04:08:18,951 >> chat template saved in /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-15 04:08:18,973 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/tokenizer_config.json
***** train metrics *****
  epoch                    =      0.8015
  total_flos               = 138327489GF
  train_loss               =      1.8218
  train_runtime            =  0:40:27.09
  train_samples_per_second =       0.515
  train_steps_per_second   =       0.129
Figure saved at: /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/training_loss.png
[WARNING|2026-07-15 04:08:19] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-15 04:08:19] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-15 04:08:19,072 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
[2026-07-15 04:08:19] stage 2/2: /home/ll/llm4rec/experiments/configs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage2.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 04:08:22] 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 04:08:22,457 >> loading configuration file /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:08:22,459 >> 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 04:08:23,131 >> loading configuration file /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:08:23,131 >> 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 04:08:23,131 >> loading configuration file /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:08:23,132 >> 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",
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    "full_attention",
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    "full_attention",
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    "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 04:08:23] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v39_curriculum_r3.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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Running tokenizer on dataset (num_proc=16):  94%|█████████▍| 65875/70000 [00:18<00:00, 4550.19 examples/s]
Running tokenizer on dataset (num_proc=16):  96%|█████████▌| 67250/70000 [00:19<00:00, 3200.68 examples/s]
Running tokenizer on dataset (num_proc=16):  98%|█████████▊| 68625/70000 [00:19<00:00, 3431.69 examples/s]
Running tokenizer on dataset (num_proc=16):  99%|█████████▉| 69625/70000 [00:20<00:00, 2688.29 examples/s]
Running tokenizer on dataset (num_proc=16): 100%|██████████| 70000/70000 [00:20<00:00, 3333.63 examples/s]
training example:
input_ids:
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inputs:
<|im_start|>user
【用户交互历史】：
【2025-04-26】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3208><s_c_3208>
【2025-04-27】
  --:-- [商品-购买] <|prod_begin|><s_a_210><s_b_1259><s_c_3463>
【2025-05-02】
  --:-- [商品-购买] <|prod_begin|><s_a_635><s_b_7874><s_c_1131>
【2025-05-04】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8125><s_c_7517>
【2025-05-11】
  --:-- [直播-打赏] <|living_begin|><s_a_5907><s_b_6234><s_c_3184>
【2025-05-18】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1392><s_c_3165>
【2025-05-19】
  --:-- [商品-购买] <|prod_begin|><s_a_206><s_b_1334><s_c_5514>
【2025-05-21】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3440><s_c_3909>
【2025-05-23】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_336><s_c_5514>
【2025-05-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
【2025-05-28】
  --:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_6034><s_c_4003>
【2025-06-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
【2025-06-03】
  --:-- [商品-购买] <|prod_begin|><s_a_5050><s_b_3982><s_c_233>
【2025-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
【2025-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_635><s_b_1638><s_c_656>
【2025-06-11】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_2812><s_c_7800>
【2025-06-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
【2025-06-29】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>
【2025-07-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
【2025-09-26】
  --:-- [商品-购买] <|prod_begin|><s_a_1701><s_b_2323><s_c_3755>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_5602>
【2025-10-12】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_5200><s_c_6278>
【2025-10-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7367><s_c_3294>
【2025-11-03】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3006><s_c_3355>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7979>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_7930>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2246><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_2820>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_6202>
【2025-11-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5658><s_c_3726>
【2025-11-09】
  --:-- [直播-关注] <|living_begin|><s_a_5667><s_b_697><s_c_677>
【2025-11-12】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3079>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
【2025-11-13】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_6278>
【2025-11-14】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_7342><s_c_5673>
【2025-11-15】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_2294>
【2025-11-16】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4543>
【2025-11-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_7066>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6607><s_c_6240>
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5128><s_c_5235>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_958>
  --:-- [直播-关注] <|living_begin|><s_a_6815><s_b_4056><s_c_3265>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-11-24】
  --:-- [直播-关注] <|living_begin|><s_a_2422><s_b_1227><s_c_5563>
【2025-11-25】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5727><s_c_1433>
【2025-11-27】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_4037><s_c_5563>
【2025-11-28】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_3958>
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_6988>
  --:-- [直播-关注] <|living_begin|><s_a_2344><s_b_5727><s_c_4573>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_2547><s_c_3034>
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5748><s_c_958>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_4917><s_c_958>
  --:-- [直播-关注] <|living_begin|><s_a_4669><s_b_451><s_c_2513>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_2860><s_b_3321><s_c_616>
【2025-12-10】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3958>
  --:-- [直播-关注] <|living_begin|><s_a_589><s_b_6234><s_c_1870>
【2025-12-11】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_1738>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_7292><s_c_1726>
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_3894><s_c_2249>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_2070><s_b_321><s_c_4519>
  --:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_2103><s_c_1841>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_4427><s_b_4949><s_c_1957>
【2025-12-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-20】
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_4458><s_c_2226>
【2025-12-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4953><s_c_6327>
  --:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_2056><s_c_593>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5101><s_c_4422>
【2025-12-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_5558><s_b_196><s_c_70>
【2026-01-04】
  10:18 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
  10:18 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_5936>
  10:21 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
  10:35 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5511><s_c_1232>
【2026-01-05】
  03:11 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_2792><s_c_1389>
  03:13 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
  03:14 [广告-深度转化] <|ad_begin|><s_a_2125><s_b_414><s_c_4515>
  03:15 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5200><s_c_4159>
  03:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
  03:18 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
  07:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3973><s_c_2452>
【2026-01-06】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_5941>
  --:-- [商品-购买] <|prod_begin|><s_a_605><s_b_5952><s_c_4663>
  01:43 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_3447><s_c_360>
  06:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_4930>
  07:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6234><s_c_3447>
【2026-01-07】
  --:-- [商品-购买] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
  09:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5273>
  12:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4932>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_4543>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
  04:50 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
  04:52 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
  04:52 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4730>
  07:30 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_3006><s_c_2808>
  07:30 [广告-深度转化] <|ad_begin|><s_a_2025><s_b_1232><s_c_2261>
  08:59 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_6341>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1984><s_c_5673>
  --:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2069><s_c_7550>
【2026-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6058><s_c_535>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3399><s_c_1938>
  02:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_7091>
【2026-01-11】
  --:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_6426><s_c_887>
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_746><s_c_1541>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
  --:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_1059>
  05:01 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
  05:34 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1119><s_c_4932>
  09:31 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
【2026-01-13】
  02:24 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6913><s_c_1720>
  07:15 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_7261><s_c_5673>
  07:16 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_1806><s_c_4859>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_2863><s_c_5563>
【2026-01-15】
  --:-- [商品-购买] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
  09:11 [广告-深度转化] <|ad_begin|><s_a_5570><s_b_6435><s_c_5413>
  09:11 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_423><s_c_3016>
  09:13 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1413><s_c_4159>
  09:31 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_697><s_c_5209>
【2026-01-16】
  03:44 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_620><s_c_4595>
  06:36 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7571><s_c_6962>
【2026-01-19】
  04:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1434><s_c_2337>
  04:43 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-20】
  01:12 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2026-01-21】
  04:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_4487>
  07:58 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_4548>
  07:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1914>
  09:19 [广告-点击] <|ad_begin|><s_a_5529><s_b_1431><s_c_773>
【2026-01-22】
  02:35 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_558><s_c_6278>
  02:35 [视频-点赞/长播] <|video_begin|><s_a_3241><s_b_8179><s_c_5563>
  03:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
  03:11 [广告-点击] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
  03:12 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
  03:12 [广告-点击] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
  03:12 [广告-点击] <|ad_begin|><s_a_4540><s_b_5175><s_c_7695>
  03:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>
  04:02 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_404><s_c_5061>
  04:02 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_5711><s_c_7257>
  04:02 [视频-关注/长播] <|video_begin|><s_a_7893><s_b_7390><s_c_3830>
  04:07 [广告-点击] <|ad_begin|><s_a_4071><s_b_4295><s_c_2189>
  04:25 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_2828><s_c_1254>
  04:27 [视频-关注/长播] <|video_begin|><s_a_1108><s_b_6972><s_c_1428>
  04:32 [视频-点赞/长播] <|video_begin|><s_a_6442><s_b_765><s_c_5563>
  04:32 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_5270><s_c_4599>
  05:20 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
  05:20 [广告-点击] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
  05:22 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
  05:22 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
  05:24 [广告-点击] <|ad_begin|><s_a_5932><s_b_989><s_c_6468>
  06:40 [视频-收藏/长播] <|video_begin|><s_a_4815><s_b_6234><s_c_7106>
  07:45 [广告-深度转化] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
  07:45 [广告-点击] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
  08:45 [广告-点击] <|ad_begin|><s_a_5903><s_b_404><s_c_5061>
【2026-01-23】
  03:18 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>
  05:43 [视频-关注/长播] <|video_begin|><s_a_7268><s_b_5081><s_c_1477>
  07:46 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
  07:46 [广告-点击] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
  07:46 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_3026>
  09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7149><s_b_4945><s_c_808>
  09:59 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_7959><s_c_7695>
  10:13 [视频-点赞/长播] <|video_begin|><s_a_2012><s_b_7390><s_c_237>
【2026-01-24】
  00:07 [视频-收藏/长播] <|video_begin|><s_a_7149><s_b_4000><s_c_5673>
  01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_7149><s_b_573><s_c_1719>
  01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_6140><s_b_1002><s_c_4641>
  04:53 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_2409>
  05:38 [广告-点击] <|ad_begin|><s_a_6229><s_b_5349><s_c_5673>
  07:42 [视频-关注/长播] <|video_begin|><s_a_3241><s_b_6525><s_c_7807>
  07:48 [视频-关注/长播] <|video_begin|><s_a_2405><s_b_4167><s_c_5135>
  08:06 [视频-转发/收藏/长播] <|video_begin|><s_a_1883><s_b_6006><s_c_4979>
  08:06 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_5727><s_c_3948>
  08:45 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7746><s_c_5663>
  10:20 [视频-收藏/长播] <|video_begin|><s_a_7411><s_b_7946><s_c_1272>
  10:45 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_4305><s_c_3034>
  23:01 [视频-转发/长播] <|video_begin|><s_a_458><s_b_57><s_c_7106>
【2026-01-25】
  00:02 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_1137><s_c_1428>
  06:19 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
  06:19 [广告-点击] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
  06:32 [广告-点击] <|ad_begin|><s_a_6140><s_b_3932><s_c_3447>
【2026-01-26】
  00:44 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_4475><s_c_2781>
  02:07 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
  02:07 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
  02:19 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_6442><s_c_1697>
  02:44 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1002><s_c_1428>
  07:17 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_4542><s_c_4932>
【2026-01-27】
  03:38 [视频-关注/长播] <|video_begin|><s_a_2012><s_b_5369><s_c_3034>
  03:44 [视频-转发/长播] <|video_begin|><s_a_5695><s_b_741><s_c_3062>
  03:49 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_19><s_c_3676>
  03:49 [视频-关注/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_853>
  04:04 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_4839><s_c_3026>
  04:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
  04:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
  04:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2447>
  04:26 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
  04:26 [广告-点击] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
  04:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
  04:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
  04:27 [广告-点击] <|ad_begin|><s_a_7034><s_b_1892><s_c_4180>
  04:28 [视频-关注/长播] <|video_begin|><s_a_1883><s_b_558><s_c_4926>
  04:33 [视频-关注/长播] <|video_begin|><s_a_2181><s_b_8125><s_c_362>
  04:33 [视频-关注/点赞/长播] <|video_begin|><s_a_6776><s_b_588><s_c_46>
  04:37 [广告-点击] <|ad_begin|><s_a_7042><s_b_5893><s_c_1>
  04:53 [视频-点赞/长播] <|video_begin|><s_a_3990><s_b_4430><s_c_5677>
  04:54 [视频-收藏/长播] <|video_begin|><s_a_6490><s_b_1740><s_c_6442>
  05:04 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7390><s_c_6442>
  09:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5968><s_b_1029><s_c_1659>
  09:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>
【2026-01-28】
  03:40 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
  03:40 [广告-点击] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
  03:41 [广告-点击] <|ad_begin|><s_a_3956><s_b_4010><s_c_6930>
  04:17 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_3420><s_c_1162>
  04:19 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
  04:19 [广告-点击] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
  04:20 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
  04:20 [广告-点击] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
  04:21 [广告-点击] <|ad_begin|><s_a_4835><s_b_1798><s_c_7713>
  04:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  04:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  05:47 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
  05:47 [广告-点击] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
  05:47 [广告-点击] <|ad_begin|><s_a_3627><s_b_1510><s_c_4180>
  08:48 [视频-关注/转发/长播] <|video_begin|><s_a_5695><s_b_5727><s_c_1428>
  09:50 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_1471>
  11:03 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
  11:03 [广告-点击] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
【2026-01-29】
  01:32 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5359>
  02:00 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_7888><s_c_6782>
  10:38 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_4263>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6358><s_c_5563>
  06:58 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_104><s_c_360>
【2026-01-31】
  01:08 [广告-点击] <|ad_begin|><s_a_7042><s_b_4944><s_c_1707>
  04:11 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_6072>
  04:18 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:18 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:36 [广告-点击] <|ad_begin|><s_a_1210><s_b_104><s_c_7268>
  06:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_1795><s_c_7268>
  23:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_8058><s_c_3775>
【2026-02-01】
  00:35 [广告-点击] <|ad_begin|><s_a_562><s_b_3297><s_c_6707>
  00:38 [广告-点击] <|ad_begin|><s_a_7240><s_b_5904><s_c_5563>
  00:40 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
  02:51 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  02:51 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  02:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6170><s_c_5677>
  04:18 [广告-点击] <|ad_begin|><s_a_7710><s_b_5869><s_c_2699>
  04:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
  04:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_3011>
  05:09 [广告-点击] <|ad_begin|><s_a_5368><s_b_6550><s_c_2321>
  09:12 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
  10:57 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
  10:57 [广告-点击] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
  23:57 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_1642><s_c_6616>
【2026-02-02】
  00:14 [广告-点击] <|ad_begin|><s_a_805><s_b_800><s_c_4192>
  01:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4508><s_c_1161>
  --:-- [商品-购买] <|prod_begin|><s_a_577><s_b_152><s_c_475>
  09:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4305><s_c_2756>
  23:58 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2820>
【2026-02-03】
  00:05 [视频-长播] <|video_begin|><s_a_3373><s_b_946><s_c_6977>
  00:33 [视频-长播] <|video_begin|><s_a_4646><s_b_2963><s_c_6629>
  00:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1595><s_c_2156>
  00:34 [视频-长播] <|video_begin|><s_a_3767><s_b_7965><s_c_7695>
  01:21 [视频-长播] <|video_begin|><s_a_532><s_b_8022><s_c_4341>
  01:53 [视频-转发/长播] <|video_begin|><s_a_7149><s_b_588><s_c_1451>
  02:00 [视频-长播] <|video_begin|><s_a_3510><s_b_3193><s_c_3026>
  02:00 [视频-长播] <|video_begin|><s_a_7409><s_b_4275><s_c_536>
  03:19 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_5445><s_c_1317>
  03:27 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2225>
  03:32 [视频-长播] <|video_begin|><s_a_5907><s_b_5445><s_c_5194>
  03:37 [视频-长播] <|video_begin|><s_a_4403><s_b_3589><s_c_6278>
  03:42 [视频-长播] <|video_begin|><s_a_3717><s_b_311><s_c_1428>
  04:15 [视频-点赞/长播] <|video_begin|><s_a_3600><s_b_1715><s_c_4570>
  04:38 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:38 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6819><s_c_853>
  04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_558><s_c_1119>
  04:58 [视频-长播] <|video_begin|><s_a_7879><s_b_2865><s_c_47>
  07:22 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
  07:22 [广告-点击] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
  07:23 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
  07:24 [视频-长播] <|video_begin|><s_a_5998><s_b_8179><s_c_904>
  07:24 [视频-长播] <|video_begin|><s_a_993><s_b_2854><s_c_5843>
  23:38 [视频-长播] <|video_begin|><s_a_4646><s_b_1284><s_c_359>
  23:38 [视频-长播] <|video_begin|><s_a_7312><s_b_2419><s_c_607>
  23:45 [视频-长播] <|video_begin|><s_a_1883><s_b_3828><s_c_3054>
  23:46 [视频-长播] <|video_begin|><s_a_458><s_b_3420><s_c_607>
  23:51 [广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_5349>
  23:56 [视频-长播] <|video_begin|><s_a_16><s_b_8179><s_c_2370>
  23:56 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_677>
【2026-02-04】
  00:09 [视频-长播] <|video_begin|><s_a_2252><s_b_414><s_c_4810>
  03:26 [视频-长播] <|video_begin|><s_a_7149><s_b_7016><s_c_1957>
  03:26 [视频-长播] <|video_begin|><s_a_7879><s_b_6045><s_c_4724>
  03:36 [广告-点击] <|ad_begin|><s_a_4928><s_b_800><s_c_5115>
  03:37 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  03:37 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
  03:44 [视频-长播] <|video_begin|><s_a_457><s_b_4996><s_c_3041>
  04:24 [广告-点击] <|ad_begin|><s_a_1383><s_b_6874><s_c_7683>
  05:06 [视频-长播] <|video_begin|><s_a_5968><s_b_2826><s_c_6561>
  05:09 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
  05:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
  05:10 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
  05:10 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
  05:10 [广告-点击] <|ad_begin|><s_a_1210><s_b_727><s_c_2704>
  05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5061>
  05:46 [视频-长播] <|video_begin|><s_a_3829><s_b_5659><s_c_1935>
  05:46 [视频-长播] <|video_begin|><s_a_4646><s_b_1720><s_c_47>
  08:59 [广告-点击] <|ad_begin|><s_a_4649><s_b_1740><s_c_7099>
  09:00 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
  09:07 [视频-关注/点赞/长播] <|video_begin|><s_a_2350><s_b_6442><s_c_4879>
  09:15 [视频-长播] <|video_begin|><s_a_2428><s_b_4688><s_c_2530>
  09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6436><s_c_7925>
  09:16 [视频-关注/点赞/长播] <|video_begin|><s_a_8159><s_b_7749><s_c_5209>
  23:32 [视频-长播] <|video_begin|><s_a_5019><s_b_632><s_c_2530>
  23:33 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_7718>
【2026-02-05】
  00:10 [视频-长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
  00:10 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_7437><s_c_853>
  00:14 [视频-长播] <|video_begin|><s_a_4646><s_b_3447><s_c_7378>
  00:16 [视频-长播] <|video_begin|><s_a_7149><s_b_19><s_c_2123>
  01:08 [视频-长播] <|video_begin|><s_a_3510><s_b_1642><s_c_47>
  01:08 [视频-长播] <|video_begin|><s_a_1336><s_b_952><s_c_853>
  01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_7749><s_c_1161>
  01:29 [视频-长播] <|video_begin|><s_a_1883><s_b_6972><s_c_7979>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3208><s_c_3111>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
  --:-- [商品-点击] <|prod_begin|><s_a_1953><s_b_7537><s_c_7706>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_3165>
  --:-- [商品-点击] <|prod_begin|><s_a_605><s_b_6426><s_c_7656>
  --:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_2808><s_c_5331>
  --:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_152><s_c_941>
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6675><s_c_7656>
  --:-- [商品-点击] <|prod_begin|><s_a_936><s_b_3635><s_c_7334>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_6426><s_c_4109>
  --:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_3132><s_c_3317>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1715><s_c_3650>
  --:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_3295><s_c_8099>
  --:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
  --:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_1165><s_c_5957>
  --:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_203><s_c_4134>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7604><s_c_2077>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1290><s_c_3240>
  --:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
  --:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
  03:11 [广告-点击] <|ad_begin|><s_a_7034><s_b_1188><s_c_4952>
  03:31 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_351><s_c_5673>
  03:35 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_4305><s_c_607>
  03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7312><s_b_2008><s_c_360>
  04:00 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4200>
  04:47 [视频-长播] <|video_begin|><s_a_6219><s_b_5329><s_c_6754>
  04:53 [视频-长播] <|video_begin|><s_a_4064><s_b_1720><s_c_3026>
  04:54 [视频-长播] <|video_begin|><s_a_3510><s_b_451><s_c_6112>
  04:54 [视频-长播] <|video_begin|><s_a_3363><s_b_6006><s_c_7899>
  04:54 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_1591>
  05:02 [视频-长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
  06:17 [广告-点击] <|ad_begin|><s_a_1383><s_b_4723><s_c_7616>
  06:18 [广告-深度转化] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
  06:18 [广告-点击] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
  06:19 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
  06:19 [广告-点击] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
  06:20 [广告-深度转化] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
  06:20 [广告-点击] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
  06:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1510><s_c_2678>
  08:11 [视频-评论/收藏/长播] <|video_begin|><s_a_16><s_b_4262><s_c_3775>
  08:22 [视频-长播] <|video_begin|><s_a_3373><s_b_621><s_c_47>
  08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_4262><s_c_7979>
  08:43 [视频-长播] <|video_begin|><s_a_3935><s_b_6045><s_c_853>
  08:51 [视频-长播] <|video_begin|><s_a_3510><s_b_6045><s_c_77>
  08:59 [广告-深度转化] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
  08:59 [广告-点击] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
  11:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_1740><s_c_2242>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6352><s_c_2770>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_747><s_b_6224><s_c_1553>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_1906><s_b_7764><s_c_6971>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_1303>
  --:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_2091><s_c_7743>
  --:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6352><s_c_3824>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_1157>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4458><s_c_3909>
  --:-- [商品-点击] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
  --:-- [商品-点击] <|prod_begin|><s_a_779><s_b_3233><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_845><s_b_3340><s_c_3456>
  --:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_6209><s_c_4899>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_1717><s_c_1900>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
请围绕以下主题提取行为逻辑链：
主题：从泛化健康焦虑到聚焦特定问题的解决方案探索

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化健康焦虑到聚焦特定问题的解决方案探索",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

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":"从泛化健康焦虑到聚焦特定问题的解决方案探索","events":[{"date":"2025-06-26","action":"[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>","logic":"问题触发与初步尝试：首次购买明确指向“便秘”问题的产品，表明用户开始正视该健康问题，并尝试通过天然食疗方式解决。"},{"date":"2025-06-29","action":"[商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>","logic":"认知升级与路径修正：在购买食疗产品后仅3天，用户迅速转向购买具有明确药理作用的“通便”胶囊。这表明食疗方案可能效果不佳或不及时，促使用户寻求更直接、更强效的药物解决方案，完成了从“调理”到“治疗”的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_5689>
【2024-03-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7032><s_c_2023>
【2024-09-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_2422><s_c_1026>
  --:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_7270><s_c_8075>
  --:-- [商品-购买] <|prod_begin|><s_a_605><s_b_3138><s_c_6808>
  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7027><s_c_5219>
  --:-- [商品-购买] <|prod_begin|><s_a_3798><s_b_7861><s_c_527>
  --:-- [商品-购买] <|prod_begin|><s_a_7232><s_b_3633><s_c_4259>
【2024-09-11】
  --:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_7047><s_c_4740>
  --:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_7330><s_c_229>
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_2422><s_c_1026>
【2024-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_8024><s_b_3737><s_c_1640>
  --:-- [商品-购买] <|prod_begin|><s_a_582><s_b_6816><s_c_2073>
  --:-- [商品-购买] <|prod_begin|><s_a_7446><s_b_4903><s_c_7329>
  --:-- [商品-购买] <|prod_begin|><s_a_2398><s_b_1717><s_c_4259>
  --:-- [商品-购买] <|prod_begin|><s_a_582><s_b_6095><s_c_5589>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_3915><s_c_7486>
  --:-- [商品-购买] <|prod_begin|><s_a_577><s_b_2864><s_c_7042>
  --:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_7047><s_c_4740>
  --:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_7725><s_c_7978>
  --:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7725><s_c_2960>
  --:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_3802><s_c_1867>
【2024-09-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2398><s_b_6095><s_c_3568>
【2024-09-21】
  --:-- [商品-购买] <|prod_begin|><s_a_2209><s_b_5224><s_c_4610>
【2024-09-27】
  --:-- [商品-购买] <|prod_begin|><s_a_2568><s_b_7600><s_c_1235>
【2025-03-23】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2616><s_b_3614><s_c_2987>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_5904><s_c_7529>
【2025-03-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_3614><s_c_4468>
【2025-05-22】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7877><s_c_3501>
【2025-05-29】
  --:-- [直播-打赏] <|living_begin|><s_a_7403><s_b_5165><s_c_4909>
【2025-07-29】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_1347><s_c_4468>
【2025-08-01】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_423><s_c_1306>
【2025-08-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6973><s_c_2912>
【2025-08-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_1519><s_c_4252>
【2025-08-08】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
【2025-08-13】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4663><s_c_2413>
【2025-08-14】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4663><s_c_2413>
  --:-- [商品-点击] <|prod_begin|><s_a_4453><s_b_4950><s_c_7157>
【2025-08-16】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6506><s_c_1131>
【2025-08-20】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_6234><s_c_5513>
【2025-08-27】
  --:-- [商品-点击] <|prod_begin|><s_a_1099><s_b_5221><s_c_3459>
【2025-09-02】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4931><s_b_7495><s_c_5563>
【2025-09-06】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6704>
【2025-09-08】
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_5496><s_c_2297>
【2025-09-09】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_2513>
【2025-09-11】
  --:-- [商品-点击] <|prod_begin|><s_a_1099><s_b_5221><s_c_3459>
【2025-09-13】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>
【2025-09-14】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6484><s_c_3026>
【2025-09-15】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_4043>
【2025-09-18】
  --:-- [商品-点击] <|prod_begin|><s_a_4877><s_b_3217><s_c_5300>
【2025-09-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_5452>
  --:-- [商品-点击] <|prod_begin|><s_a_3438><s_b_3967><s_c_131>
【2025-09-22】
  --:-- [商品-点击] <|prod_begin|><s_a_573><s_b_3674><s_c_7287>
【2025-09-23】
  --:-- [直播-关注] <|living_begin|><s_a_4326><s_b_3885><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4212>
【2025-09-27】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_5673>
  --:-- [商品-点击] <|prod_begin|><s_a_4628><s_b_5221><s_c_1038>
【2025-09-28】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8008><s_c_1306>
【2025-10-01】
  --:-- [商品-点击] <|prod_begin|><s_a_6853><s_b_5221><s_c_398>
【2025-10-02】
  --:-- [商品-点击] <|prod_begin|><s_a_1099><s_b_5221><s_c_3459>
【2025-10-06】
  --:-- [直播-打赏] <|living_begin|><s_a_384><s_b_6095><s_c_7951>
【2025-10-09】
  --:-- [商品-点击] <|prod_begin|><s_a_7020><s_b_864><s_c_5688>
【2025-10-11】
  --:-- [商品-点击] <|prod_begin|><s_a_2045><s_b_2304><s_c_5347>
【2025-10-12】
  --:-- [商品-点击] <|prod_begin|><s_a_185><s_b_632><s_c_1079>
【2025-10-14】
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_4150><s_c_5315>
【2025-10-16】
  --:-- [直播-关注] <|living_begin|><s_a_2616><s_b_7344><s_c_7754>
【2025-10-21】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_620><s_c_2513>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_952><s_c_5640>
  --:-- [商品-点击] <|prod_begin|><s_a_2472><s_b_6544><s_c_1909>
【2025-10-25】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4043>
  --:-- [商品-点击] <|prod_begin|><s_a_4447><s_b_5639><s_c_7791>
【2025-10-26】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2616><s_b_4723><s_c_7951>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_5699><s_c_4539>
【2025-10-29】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7945>
【2025-10-30】
  --:-- [商品-点击] <|prod_begin|><s_a_1343><s_b_1330><s_c_1399>
【2025-10-31】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4427>
【2025-11-02】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_913><s_c_7951>
【2025-11-03】
  --:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1957>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_1227><s_c_5956>
【2025-11-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7390><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_2196>
【2025-11-18】
  --:-- [商品-点击] <|prod_begin|><s_a_6091><s_b_4839><s_c_3315>
【2025-11-19】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1873><s_c_6236>
【2025-11-24】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_6202>
【2025-11-26】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6627><s_b_765><s_c_3770>
【2025-11-28】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_3456><s_c_3026>
【2025-11-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4342><s_c_7289>
【2025-12-01】
  --:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_876><s_c_7951>
【2025-12-02】
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_6818><s_c_3526>
【2025-12-04】
  --:-- [商品-点击] <|prod_begin|><s_a_6449><s_b_2056><s_c_2056>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_6007>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6758>
【2025-12-07】
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_5588><s_c_7864>
【2025-12-08】
  20:45 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4939><s_c_6126>
【2025-12-10】
  --:-- [直播-首次打赏] <|living_begin|><s_a_8004><s_b_8049><s_c_2366>
【2025-12-11】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_2403>
【2025-12-15】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6477><s_c_7616>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_2192>
【2025-12-16】
  --:-- [商品-点击] <|prod_begin|><s_a_5370><s_b_663><s_c_2871>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_4410><s_c_2513>
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_697><s_c_2403>
【2025-12-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5803><s_b_5165><s_c_6676>
  --:-- [商品-点击] <|prod_begin|><s_a_573><s_b_5608><s_c_862>
【2025-12-19】
  --:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_3915><s_c_5563>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6263><s_b_5727><s_c_589>
【2025-12-21】
  15:22 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6907><s_c_638>
【2025-12-23】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_5106><s_c_7741>
  04:13 [广告-深度转化] <|ad_begin|><s_a_6321><s_b_6874><s_c_2344>
【2025-12-26】
  --:-- [直播-关注] <|living_begin|><s_a_4427><s_b_5328><s_c_3355>
【2025-12-27】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_1306>
【2025-12-28】
  10:59 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1277><s_c_4092>
【2025-12-31】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3731><s_c_4631>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_4336>
【2026-01-02】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_7646><s_c_6935>
  03:18 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_3913>
  03:19 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6234><s_c_3709>
  03:20 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_8148><s_c_6390>
【2026-01-03】
  04:28 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1699><s_c_7598>
【2026-01-04】
  04:15 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7894><s_c_5186>
【2026-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_2869><s_b_3999><s_c_3482>
【2026-01-06】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_6278>
【2026-01-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
  --:-- [商品-点击] <|prod_begin|><s_a_5160><s_b_6058><s_c_680>
  --:-- [商品-点击] <|prod_begin|><s_a_3611><s_b_4556><s_c_6965>
  --:-- [商品-点击] <|prod_begin|><s_a_6778><s_b_5160><s_c_7368>
  --:-- [商品-点击] <|prod_begin|><s_a_3471><s_b_830><s_c_140>
  --:-- [商品-点击] <|prod_begin|><s_a_6778><s_b_5892><s_c_1787>
  --:-- [商品-点击] <|prod_begin|><s_a_4083><s_b_3982><s_c_17>
  --:-- [商品-点击] <|prod_begin|><s_a_4083><s_b_6342><s_c_6906>
  --:-- [商品-点击] <|prod_begin|><s_a_4083><s_b_3920><s_c_7502>
  --:-- [商品-点击] <|prod_begin|><s_a_3438><s_b_5549><s_c_3573>
【2026-01-09】
  --:-- [直播-首次打赏] <|living_begin|><s_a_459><s_b_6599><s_c_5956>
【2026-01-10】
  --:-- [直播-首次打赏] <|living_begin|><s_a_8085><s_b_765><s_c_1423>
  11:31 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7963><s_c_2370>
  11:33 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_123><s_c_1317>
【2026-01-12】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6456><s_b_697><s_c_7395>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6185>
  07:05 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5268><s_c_6313>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2826><s_c_77>
  --:-- [商品-点击] <|prod_begin|><s_a_4083><s_b_376><s_c_6443>
【2026-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3589>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_7677>
  --:-- [直播-关注] <|living_begin|><s_a_2616><s_b_2550><s_c_6871>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3795><s_c_2513>
【2026-01-18】
  --:-- [商品-点击] <|prod_begin|><s_a_4083><s_b_7330><s_c_4333>
  --:-- [商品-点击] <|prod_begin|><s_a_193><s_b_5934><s_c_2773>
  --:-- [商品-点击] <|prod_begin|><s_a_4083><s_b_5465><s_c_7502>
  --:-- [商品-点击] <|prod_begin|><s_a_6778><s_b_5160><s_c_7368>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_423><s_c_7125>
  --:-- [商品-点击] <|prod_begin|><s_a_1663><s_b_7768><s_c_7220>
【2026-01-21】
  --:-- [商品-点击] <|prod_begin|><s_a_1663><s_b_3651><s_c_6180>
【2026-01-23】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_2513>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4407>
【2026-01-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_2695>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1575><s_c_3950>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_8049><s_c_846>
  00:42 [视频-长播] <|video_begin|><s_a_7189><s_b_3337><s_c_1451>
  16:02 [视频-长播] <|video_begin|><s_a_5906><s_b_575><s_c_5961>
  20:01 [视频-长播] <|video_begin|><s_a_5023><s_b_7181><s_c_1170>
【2026-01-26】
  00:01 [视频-长播] <|video_begin|><s_a_3689><s_b_1596><s_c_2661>
  00:01 [视频-长播] <|video_begin|><s_a_1013><s_b_506><s_c_3171>
  00:01 [视频-长播] <|video_begin|><s_a_4667><s_b_530><s_c_1148>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_8139><s_c_5640>
【2026-01-27】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_884><s_c_2403>
  00:47 [视频-长播] <|video_begin|><s_a_1013><s_b_1494><s_c_2494>
  06:22 [视频-长播] <|video_begin|><s_a_3632><s_b_4944><s_c_146>
  15:36 [视频-长播] <|video_begin|><s_a_6846><s_b_1795><s_c_4810>
【2026-01-28】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_3406>
  --:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_8150><s_c_5563>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_4851>
  05:46 [视频-长播] <|video_begin|><s_a_1013><s_b_1002><s_c_1399>
  07:53 [视频-长播] <|video_begin|><s_a_3632><s_b_7180><s_c_1591>
  07:53 [视频-长播] <|video_begin|><s_a_4667><s_b_7936><s_c_4952>
  07:53 [视频-长播] <|video_begin|><s_a_877><s_b_108><s_c_4808>
  07:53 [视频-长播] <|video_begin|><s_a_7738><s_b_711><s_c_598>
  07:53 [视频-长播] <|video_begin|><s_a_2408><s_b_1494><s_c_4247>
  08:10 [视频-长播] <|video_begin|><s_a_2080><s_b_4958><s_c_5563>
  08:10 [视频-长播] <|video_begin|><s_a_3632><s_b_3952><s_c_5194>
  08:10 [视频-长播] <|video_begin|><s_a_1336><s_b_5597><s_c_2693>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_952><s_c_5640>
【2026-01-29】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_7342><s_c_3534>
  08:35 [视频-长播] <|video_begin|><s_a_3632><s_b_759><s_c_1591>
  08:35 [视频-长播] <|video_begin|><s_a_2015><s_b_4399><s_c_1767>
  08:57 [视频-长播] <|video_begin|><s_a_5903><s_b_4711><s_c_4247>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
  00:47 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_6982>
  05:36 [视频-长播] <|video_begin|><s_a_410><s_b_4010><s_c_8057>
  05:36 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_4932>
  05:36 [视频-长播] <|video_begin|><s_a_335><s_b_4958><s_c_6614>
  05:36 [视频-长播] <|video_begin|><s_a_5058><s_b_697><s_c_1806>
  05:36 [视频-长播] <|video_begin|><s_a_5907><s_b_7455><s_c_3402>
  05:43 [视频-长播] <|video_begin|><s_a_1981><s_b_6730><s_c_61>
  15:36 [视频-长播] <|video_begin|><s_a_2364><s_b_6761><s_c_2661>
  15:40 [视频-长播] <|video_begin|><s_a_7385><s_b_4949><s_c_3016>
  21:02 [广告-点击] <|ad_begin|><s_a_562><s_b_8151><s_c_6896>
  --:-- [商品-点击] <|prod_begin|><s_a_781><s_b_2255><s_c_3890>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_7142><s_b_6230><s_c_3882>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4603><s_b_697><s_c_3676>
  03:12 [视频-长播] <|video_begin|><s_a_5720><s_b_727><s_c_499>
  03:52 [广告-点击] <|ad_begin|><s_a_7014><s_b_7608><s_c_6162>
  06:48 [广告-点击] <|ad_begin|><s_a_6099><s_b_7603><s_c_6366>
  12:44 [广告-点击] <|ad_begin|><s_a_99><s_b_7877><s_c_1118>
  16:06 [广告-点击] <|ad_begin|><s_a_5229><s_b_4932><s_c_7879>
  16:09 [广告-点击] <|ad_begin|><s_a_7479><s_b_7877><s_c_58>
  16:11 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  16:12 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  16:42 [广告-点击] <|ad_begin|><s_a_1076><s_b_1918><s_c_5506>
  16:50 [广告-点击] <|ad_begin|><s_a_1584><s_b_3932><s_c_5628>
  20:32 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_929>
  23:44 [广告-点击] <|ad_begin|><s_a_7479><s_b_6047><s_c_2057>
  23:46 [广告-点击] <|ad_begin|><s_a_7157><s_b_4959><s_c_8061>
【2026-02-01】
  03:45 [广告-点击] <|ad_begin|><s_a_578><s_b_6874><s_c_5315>
  03:58 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
  04:01 [广告-点击] <|ad_begin|><s_a_250><s_b_588><s_c_6523>
  04:02 [广告-点击] <|ad_begin|><s_a_5229><s_b_1822><s_c_1719>
  04:40 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
  06:33 [视频-长播] <|video_begin|><s_a_2364><s_b_1645><s_c_2661>
  06:49 [视频-长播] <|video_begin|><s_a_850><s_b_1434><s_c_3973>
  09:19 [视频-收藏/长播] <|video_begin|><s_a_8012><s_b_6973><s_c_6733>
  09:58 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
  10:51 [广告-点击] <|ad_begin|><s_a_7374><s_b_5044><s_c_2341>
  16:03 [广告-点击] <|ad_begin|><s_a_2675><s_b_1413><s_c_2814>
  16:08 [广告-点击] <|ad_begin|><s_a_3711><s_b_3992><s_c_4707>
  16:38 [广告-点击] <|ad_begin|><s_a_5229><s_b_8137><s_c_3047>
  16:55 [广告-点击] <|ad_begin|><s_a_1076><s_b_1918><s_c_5506>
  23:31 [广告-点击] <|ad_begin|><s_a_5229><s_b_876><s_c_1>
  23:33 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3278><s_c_2513>
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_1856><s_c_6945>
  00:49 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  04:42 [视频-长播] <|video_begin|><s_a_3632><s_b_3417><s_c_2082>
  04:42 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_1975>
  05:09 [广告-点击] <|ad_begin|><s_a_562><s_b_2127><s_c_2370>
  06:06 [视频-长播] <|video_begin|><s_a_5600><s_b_1596><s_c_544>
  06:15 [视频-长播] <|video_begin|><s_a_2211><s_b_6726><s_c_6189>
  06:15 [视频-长播] <|video_begin|><s_a_5600><s_b_8150><s_c_2658>
  06:15 [视频-长播] <|video_begin|><s_a_1013><s_b_1702><s_c_7790>
  06:15 [视频-长播] <|video_begin|><s_a_1115><s_b_8150><s_c_1180>
  06:46 [视频-长播] <|video_begin|><s_a_1013><s_b_59><s_c_7501>
  11:04 [广告-点击] <|ad_begin|><s_a_2899><s_b_3932><s_c_3616>
  11:05 [广告-点击] <|ad_begin|><s_a_217><s_b_1813><s_c_6523>
  13:06 [广告-点击] <|ad_begin|><s_a_1088><s_b_7391><s_c_853>
  16:07 [广告-点击] <|ad_begin|><s_a_5229><s_b_3278><s_c_5687>
  16:10 [广告-点击] <|ad_begin|><s_a_4078><s_b_7355><s_c_3500>
  16:12 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  16:16 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  16:53 [广告-点击] <|ad_begin|><s_a_5960><s_b_5511><s_c_6956>
  17:25 [广告-点击] <|ad_begin|><s_a_790><s_b_7827><s_c_6523>
  17:26 [广告-点击] <|ad_begin|><s_a_5229><s_b_8068><s_c_5713>
  20:19 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
  23:06 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
  23:07 [广告-点击] <|ad_begin|><s_a_7587><s_b_6874><s_c_6366>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_6021><s_c_3198>
  23:17 [广告-点击] <|ad_begin|><s_a_250><s_b_2918><s_c_7904>
  23:21 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_5413>
【2026-02-03】
  00:29 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
  05:26 [视频-长播] <|video_begin|><s_a_3632><s_b_7762><s_c_4718>
  05:26 [视频-长播] <|video_begin|><s_a_7830><s_b_6006><s_c_1859>
  16:04 [广告-点击] <|ad_begin|><s_a_7228><s_b_7200><s_c_4643>
  16:07 [广告-点击] <|ad_begin|><s_a_2675><s_b_2918><s_c_8180>
  16:09 [广告-点击] <|ad_begin|><s_a_5229><s_b_4932><s_c_6215>
  16:11 [广告-点击] <|ad_begin|><s_a_2675><s_b_4502><s_c_4718>
  16:18 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  16:46 [广告-点击] <|ad_begin|><s_a_7679><s_b_1206><s_c_3913>
  17:14 [广告-点击] <|ad_begin|><s_a_7886><s_b_7483><s_c_1719>
  17:24 [广告-点击] <|ad_begin|><s_a_6159><s_b_4330><s_c_6523>
  17:26 [广告-点击] <|ad_begin|><s_a_2464><s_b_4746><s_c_1140>
  --:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_1798><s_c_2006>
  23:24 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
  23:26 [广告-点击] <|ad_begin|><s_a_7331><s_b_798><s_c_635>
  23:46 [广告-点击] <|ad_begin|><s_a_7130><s_b_7391><s_c_1322>
  23:47 [广告-点击] <|ad_begin|><s_a_217><s_b_1813><s_c_6523>
【2026-02-04】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_1423>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1785><s_b_6913><s_c_7754>
  00:00 [视频-长播] <|video_begin|><s_a_3632><s_b_2737><s_c_2693>
  00:00 [视频-长播] <|video_begin|><s_a_2211><s_b_6726><s_c_1399>
  00:00 [视频-长播] <|video_begin|><s_a_3632><s_b_3417><s_c_1118>
  03:51 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
  05:26 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
  08:34 [广告-点击] <|ad_begin|><s_a_2814><s_b_1701><s_c_2465>
  16:09 [广告-点击] <|ad_begin|><s_a_3845><s_b_5676><s_c_6313>
  16:11 [广告-点击] <|ad_begin|><s_a_574><s_b_4893><s_c_1638>
  16:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_3932><s_c_5628>
  16:31 [广告-点击] <|ad_begin|><s_a_250><s_b_6532><s_c_1535>
  17:16 [广告-点击] <|ad_begin|><s_a_1041><s_b_2422><s_c_4952>
  20:13 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  20:17 [广告-点击] <|ad_begin|><s_a_6171><s_b_5241><s_c_1389>
  23:37 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
  23:45 [广告-点击] <|ad_begin|><s_a_2257><s_b_7608><s_c_6523>
  23:46 [广告-点击] <|ad_begin|><s_a_3732><s_b_3193><s_c_372>
【2026-02-05】
  00:02 [视频-长播] <|video_begin|><s_a_3632><s_b_3831><s_c_2225>
  00:02 [视频-长播] <|video_begin|><s_a_3632><s_b_59><s_c_367>
  08:09 [视频-长播] <|video_begin|><s_a_3858><s_b_4753><s_c_2460>
  08:09 [视频-长播] <|video_begin|><s_a_3632><s_b_7870><s_c_7616>

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的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从被动信息接收到主动探索国际地缘政治与军事话题的认知深化

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|video_begin|><s_a_5906><s_b_575><s_c_5961>", "<|video_begin|><s_a_3689><s_b_1596><s_c_2661>", "<|video_begin|><s_a_4667><s_b_530><s_c_1148>", "<|video_begin|><s_a_3632><s_b_4944><s_c_146>", "<|video_begin|><s_a_3632><s_b_7180><s_c_1591>", "<|video_begin|><s_a_4667><s_b_7936><s_c_4952>", "<|video_begin|><s_a_3632><s_b_759><s_c_1591>", "<|video_begin|><s_a_5903><s_b_4711><s_c_4247>", "<|video_begin|><s_a_2364><s_b_1596><s_c_6982>", "<|video_begin|><s_a_2364><s_b_6761><s_c_2661>", "<|video_begin|><s_a_2364><s_b_1645><s_c_2661>", "<|video_begin|><s_a_3632><s_b_3417><s_c_2082>", "<|video_begin|><s_a_3632><s_b_1822><s_c_1975>", "<|video_begin|><s_a_3632><s_b_7762><s_c_4718>", "<|video_begin|><s_a_3632><s_b_2737><s_c_2693>", "<|video_begin|><s_a_3632><s_b_3417><s_c_1118>", "<|video_begin|><s_a_3632><s_b_3831><s_c_2225>", "<|video_begin|><s_a_3632><s_b_59><s_c_367>", "<|video_begin|><s_a_3858><s_b_4753><s_c_2460>", "<|video_begin|><s_a_3632><s_b_7870><s_c_7616>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-06-14】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_820><s_c_7689>
【2024-07-28】
  --:-- [商品-购买] <|prod_begin|><s_a_3120><s_b_3679><s_c_3177>
【2024-08-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_636>
【2024-08-10】
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_5499><s_c_3881>
【2025-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_36><s_c_4060>
【2025-01-18】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_647><s_c_1692>
【2025-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7975><s_c_677>
【2025-02-15】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6006><s_c_6278>
【2025-02-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2025-02-27】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2025-03-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_5956>
【2025-03-22】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_8049><s_c_5956>
【2025-04-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_636>
【2025-04-02】
  --:-- [直播-关注] <|living_begin|><s_a_5667><s_b_8008><s_c_6278>
【2025-04-05】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_4394>
【2025-04-10】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_5563>
【2025-04-11】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2025-04-12】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_77><s_b_7342><s_c_3423>
【2025-04-29】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_3081><s_c_4058>
【2025-05-03】
  --:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7342><s_c_2145>
【2025-05-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6722><s_b_135><s_c_2625>
【2025-05-19】
  --:-- [商品-购买] <|prod_begin|><s_a_2266><s_b_7084><s_c_917>
【2025-06-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_5961>
【2025-06-05】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3006><s_c_3120>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7344><s_c_4647>
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_2221><s_c_5563>
【2025-06-10】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2025-07-03】
  --:-- [商品-购买] <|prod_begin|><s_a_2976><s_b_820><s_c_2717>
【2025-07-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_529><s_c_2513>
【2025-07-21】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7756><s_c_2695>
【2025-08-09】
  --:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_2171>
【2025-08-10】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_5452>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_2976><s_b_1966><s_c_7068>
【2025-08-16】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
【2025-08-19】
  --:-- [商品-购买] <|prod_begin|><s_a_2375><s_b_1686><s_c_5779>
【2025-08-21】
  --:-- [商品-购买] <|prod_begin|><s_a_8128><s_b_4709><s_c_5688>
【2025-09-21】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1873><s_c_6236>
【2025-09-22】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7216><s_c_814>
  --:-- [直播-关注] <|living_begin|><s_a_384><s_b_6095><s_c_7951>
【2025-10-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_644>
【2025-10-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2246><s_c_8146>
【2025-11-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5087><s_c_6280>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_277><s_b_5974><s_c_3842>
【2025-12-12】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3915><s_c_5563>
【2025-12-13】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_6073>
【2025-12-17】
  13:26 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_3589><s_c_6390>
【2025-12-18】
  12:26 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5754><s_c_1085>
【2025-12-19】
  12:58 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_4944><s_c_1640>
【2025-12-20】
  03:52 [广告-深度转化] <|ad_begin|><s_a_1383><s_b_6234><s_c_1093>
  09:29 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_123><s_c_47>
  12:52 [广告-深度转化] <|ad_begin|><s_a_6137><s_b_827><s_c_1708>
【2025-12-21】
  15:53 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_1740><s_c_7320>
【2025-12-23】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_2820>
  11:37 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_4293><s_c_6171>
  12:29 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_311><s_c_3034>
  13:51 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_978><s_c_6171>
  14:20 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_61>
  14:32 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3034>
  14:39 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_2514>
  14:50 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3034>
  14:59 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_4198><s_c_61>
  15:07 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_4293><s_c_6171>
  15:45 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3877>
  16:09 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_978><s_c_6171>
【2025-12-24】
  05:08 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_574>
【2025-12-26】
  02:36 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  06:50 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  06:59 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  08:58 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
【2025-12-27】
  01:26 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6956>
  14:36 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
【2025-12-28】
  03:41 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
【2025-12-30】
  08:13 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
【2025-12-31】
  --:-- [直播-关注] <|living_begin|><s_a_5476><s_b_3586><s_c_616>
  01:38 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_4293><s_c_6171>
  09:18 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
  14:24 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_2784>
  14:26 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_2784>
【2026-01-02】
  09:00 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_2784>
  --:-- [商品-购买] <|prod_begin|><s_a_6974><s_b_5><s_c_5193>
  14:26 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
【2026-01-03】
  --:-- [商品-购买] <|prod_begin|><s_a_7139><s_b_4538><s_c_7066>
  13:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4009><s_c_2261>
【2026-01-05】
  12:28 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_6726><s_c_3026>
【2026-01-06】
  09:17 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
  10:27 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1596><s_c_4451>
【2026-01-07】
  06:38 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
  08:27 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_2299><s_c_535>
【2026-01-11】
  10:52 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
【2026-01-12】
  13:18 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_2299><s_c_1306>
【2026-01-13】
  13:01 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_1596><s_c_1835>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1392><s_c_2224>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_4688>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2069><s_c_1014>
  14:12 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_6519><s_c_6227>
【2026-01-16】
  14:18 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  14:18 [广告-深度转化] <|ad_begin|><s_a_2402><s_b_2828><s_c_3391>
  14:18 [广告-点击] <|ad_begin|><s_a_2402><s_b_2828><s_c_3391>
  15:23 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_19><s_c_3171>
  15:23 [广告-点击] <|ad_begin|><s_a_1596><s_b_19><s_c_3171>
  21:14 [广告-点击] <|ad_begin|><s_a_7539><s_b_6162><s_c_4508>
  21:47 [广告-点击] <|ad_begin|><s_a_3641><s_b_5496><s_c_6057>
  21:50 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_1288><s_c_853>
  21:50 [广告-点击] <|ad_begin|><s_a_1883><s_b_1288><s_c_853>
  21:50 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
【2026-01-17】
  09:28 [广告-点击] <|ad_begin|><s_a_7847><s_b_3898><s_c_4067>
  --:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_2824><s_c_7689>
  --:-- [商品-点击] <|prod_begin|><s_a_3205><s_b_5576><s_c_2686>
  13:26 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_6879>
  13:26 [广告-点击] <|ad_begin|><s_a_2817><s_b_6006><s_c_6879>
  13:27 [广告-点击] <|ad_begin|><s_a_1210><s_b_4932><s_c_6940>
  13:29 [广告-点击] <|ad_begin|><s_a_2817><s_b_6006><s_c_6879>
  13:29 [广告-点击] <|ad_begin|><s_a_458><s_b_7391><s_c_7800>
  13:30 [广告-点击] <|ad_begin|><s_a_562><s_b_1856><s_c_5654>
  13:33 [广告-点击] <|ad_begin|><s_a_4607><s_b_7525><s_c_5004>
  13:59 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4003>
  09:38 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  --:-- [商品-点击] <|prod_begin|><s_a_7889><s_b_5576><s_c_6965>
  12:33 [广告-点击] <|ad_begin|><s_a_5115><s_b_2927><s_c_1976>
  12:33 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_2927><s_c_1976>
  12:33 [广告-点击] <|ad_begin|><s_a_5115><s_b_2927><s_c_1976>
  12:37 [广告-点击] <|ad_begin|><s_a_4607><s_b_6334><s_c_6059>
【2026-01-19】
  12:32 [广告-点击] <|ad_begin|><s_a_7847><s_b_3898><s_c_4067>
  14:00 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_2221><s_c_2370>
  14:00 [广告-点击] <|ad_begin|><s_a_1210><s_b_2221><s_c_2370>
  14:05 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5084><s_c_5839>
  14:05 [广告-点击] <|ad_begin|><s_a_5894><s_b_5084><s_c_5839>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_4326><s_b_7052><s_c_7616>
  09:04 [广告-点击] <|ad_begin|><s_a_7331><s_b_1636><s_c_7015>
  --:-- [商品-点击] <|prod_begin|><s_a_1454><s_b_3919><s_c_1686>
  --:-- [商品-点击] <|prod_begin|><s_a_4345><s_b_573><s_c_6909>
  --:-- [商品-点击] <|prod_begin|><s_a_4345><s_b_573><s_c_6909>
  --:-- [商品-点击] <|prod_begin|><s_a_4345><s_b_6584><s_c_7749>
  --:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_2060><s_c_7978>
  12:33 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  15:01 [广告-点击] <|ad_begin|><s_a_5115><s_b_1404><s_c_406>
  19:21 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
  19:21 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
【2026-01-21】
  03:55 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  06:08 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7063><s_c_3968>
  06:08 [广告-点击] <|ad_begin|><s_a_1210><s_b_7063><s_c_3968>
  06:13 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7342><s_c_1939>
  06:13 [广告-点击] <|ad_begin|><s_a_4928><s_b_7342><s_c_1939>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_506><s_c_1307>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_506><s_c_7091>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_506><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_506><s_c_7091>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_506><s_c_7091>
【2026-01-22】
  01:44 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  03:23 [广告-点击] <|ad_begin|><s_a_2624><s_b_2767><s_c_372>
  --:-- [商品-点击] <|prod_begin|><s_a_4518><s_b_5612><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3606><s_c_646>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_506><s_c_4895>
  21:39 [广告-点击] <|ad_begin|><s_a_4403><s_b_2865><s_c_4427>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_2296><s_c_3392>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5884><s_c_1259>
  11:35 [视频-收藏/长播] <|video_begin|><s_a_1106><s_b_5952><s_c_8005>
  12:24 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5748><s_c_6616>
  12:24 [广告-点击] <|ad_begin|><s_a_1210><s_b_5748><s_c_6616>
【2026-01-24】
  01:02 [广告-点击] <|ad_begin|><s_a_5673><s_b_3009><s_c_2699>
  03:37 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5349><s_c_503>
  03:37 [广告-点击] <|ad_begin|><s_a_4928><s_b_5349><s_c_503>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6354><s_c_2273>
  --:-- [商品-点击] <|prod_begin|><s_a_635><s_b_7662><s_c_6468>
  13:53 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3727><s_c_2482>
  13:53 [广告-点击] <|ad_begin|><s_a_1584><s_b_3727><s_c_2482>
  14:15 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_1699><s_c_2482>
  14:15 [广告-点击] <|ad_begin|><s_a_3062><s_b_1699><s_c_2482>
  22:32 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
【2026-01-25】
  06:28 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6243><s_c_2369>
  06:28 [广告-点击] <|ad_begin|><s_a_2817><s_b_6243><s_c_2369>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_566><s_c_4003>
  --:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_1695><s_c_2972>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3019><s_c_1990>
  12:48 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_8013><s_c_6557>
  12:48 [广告-点击] <|ad_begin|><s_a_3062><s_b_8013><s_c_6557>
  12:51 [广告-点击] <|ad_begin|><s_a_7331><s_b_4702><s_c_2881>
  23:33 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
【2026-01-26】
  06:44 [广告-点击] <|ad_begin|><s_a_7187><s_b_3015><s_c_6162>
  07:15 [视频-收藏/长播] <|video_begin|><s_a_3689><s_b_800><s_c_793>
  07:36 [广告-点击] <|ad_begin|><s_a_2817><s_b_7261><s_c_4636>
  07:36 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7261><s_c_6579>
  07:36 [广告-点击] <|ad_begin|><s_a_2817><s_b_7261><s_c_6579>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3712><s_c_7491>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_4386><s_c_1112>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3712><s_c_3001>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_3569><s_c_7325>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_1523><s_c_2956>
  --:-- [商品-点击] <|prod_begin|><s_a_4268><s_b_100><s_c_2411>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_3048><s_c_5383>
  13:08 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  13:08 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_5347><s_b_2500><s_c_1012>
  13:19 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_1916><s_c_6227>
  13:19 [广告-点击] <|ad_begin|><s_a_4928><s_b_1916><s_c_6227>
  13:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1310><s_c_5186>
  13:47 [广告-点击] <|ad_begin|><s_a_1584><s_b_1310><s_c_5186>
  13:59 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_4124><s_b_44><s_c_7508>
  13:14 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
【2026-01-29】
  04:18 [广告-点击] <|ad_begin|><s_a_3463><s_b_7455><s_c_607>
  05:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_144><s_c_6447>
  05:47 [广告-点击] <|ad_begin|><s_a_5115><s_b_144><s_c_6447>
  06:27 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_7333><s_c_55>
  06:27 [广告-点击] <|ad_begin|><s_a_5368><s_b_7333><s_c_55>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_2863><s_c_5193>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_7072>
  14:27 [视频-收藏/长播] <|video_begin|><s_a_6604><s_b_6234><s_c_3464>
【2026-01-30】
  03:46 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5061><s_c_6306>
  03:46 [广告-点击] <|ad_begin|><s_a_2817><s_b_5061><s_c_6306>
  04:59 [广告-点击] <|ad_begin|><s_a_6101><s_b_3280><s_c_6456>
  06:54 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
  07:04 [广告-点击] <|ad_begin|><s_a_2111><s_b_8179><s_c_3363>
  07:27 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_6519><s_c_2661>
  07:29 [广告-点击] <|ad_begin|><s_a_5229><s_b_7214><s_c_6366>
  --:-- [商品-点击] <|prod_begin|><s_a_3538><s_b_5449><s_c_4818>
  --:-- [商品-点击] <|prod_begin|><s_a_6684><s_b_6426><s_c_5513>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_506><s_c_7091>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5711><s_c_3849>
  12:14 [广告-点击] <|ad_begin|><s_a_4060><s_b_3932><s_c_2781>
  12:33 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_4030>
  12:33 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_4030>
  12:34 [广告-点击] <|ad_begin|><s_a_6101><s_b_6209><s_c_401>
  12:39 [广告-点击] <|ad_begin|><s_a_3777><s_b_6544><s_c_3847>
  12:53 [广告-点击] <|ad_begin|><s_a_4540><s_b_5175><s_c_6992>
【2026-01-31】
  09:31 [广告-点击] <|ad_begin|><s_a_7847><s_b_2675><s_c_5115>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_3156><s_c_7599>
  --:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_566><s_c_4003>
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3156><s_c_7599>
  --:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_566><s_c_4003>
【2026-02-02】
  05:59 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  12:39 [广告-点击] <|ad_begin|><s_a_2814><s_b_1701><s_c_960>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_2296><s_c_3392>
  --:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_1395><s_c_5347>
  21:20 [广告-点击] <|ad_begin|><s_a_4157><s_b_4324><s_c_5906>
【2026-02-04】
  01:48 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6465><s_c_2049>
  01:48 [广告-点击] <|ad_begin|><s_a_5115><s_b_6465><s_c_2049>
  03:13 [视频-长播] <|video_begin|><s_a_4521><s_b_800><s_c_3987>
  03:13 [视频-长播] <|video_begin|><s_a_7893><s_b_3417><s_c_3501>
  03:21 [视频-长播] <|video_begin|><s_a_6347><s_b_3923><s_c_907>
  03:21 [视频-长播] <|video_begin|><s_a_2562><s_b_4305><s_c_5776>
  05:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1310><s_c_4126>
  05:47 [广告-点击] <|ad_begin|><s_a_5115><s_b_1310><s_c_4126>
  06:20 [视频-长播] <|video_begin|><s_a_16><s_b_1669><s_c_5845>
  06:20 [视频-长播] <|video_begin|><s_a_2688><s_b_7877><s_c_3755>
  07:39 [视频-长播] <|video_begin|><s_a_646><s_b_5216><s_c_7257>
  07:45 [视频-长播] <|video_begin|><s_a_116><s_b_3380><s_c_360>
  07:49 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_4140>
  11:02 [视频-长播] <|video_begin|><s_a_7149><s_b_6634><s_c_6047>
  --:-- [商品-点击] <|prod_begin|><s_a_5977><s_b_4729><s_c_4003>
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_506><s_c_7366>
  11:46 [视频-浏览] <|video_begin|><s_a_4808><s_b_5419><s_c_181>
  12:11 [视频-长播] <|video_begin|><s_a_1306><s_b_7932><s_c_499>
  12:27 [视频-长播] <|video_begin|><s_a_3268><s_b_5241><s_c_5908>
  13:14 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_853>
  14:03 [视频-长播] <|video_begin|><s_a_7879><s_b_5985><s_c_607>
  14:14 [视频-长播] <|video_begin|><s_a_1335><s_b_3019><s_c_6873>
  14:44 [视频-长播] <|video_begin|><s_a_6321><s_b_4076><s_c_4923>
【2026-02-05】
  03:19 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_4212>
  05:36 [视频-长播] <|video_begin|><s_a_6140><s_b_6006><s_c_853>
  05:36 [视频-长播] <|video_begin|><s_a_3689><s_b_6234><s_c_6355>
  05:36 [视频-长播] <|video_begin|><s_a_6321><s_b_876><s_c_2411>
  06:02 [视频-长播] <|video_begin|><s_a_5019><s_b_6234><s_c_5510>
  06:18 [视频-长播] <|video_begin|><s_a_1409><s_b_3009><s_c_3818>
  06:43 [视频-长播] <|video_begin|><s_a_3689><s_b_6234><s_c_6965>
  07:18 [视频-长播] <|video_begin|><s_a_2655><s_b_5923><s_c_4927>
  07:18 [视频-点赞/长播] <|video_begin|><s_a_3935><s_b_6234><s_c_2484>
  07:29 [视频-长播] <|video_begin|><s_a_6321><s_b_1595><s_c_92>
  07:29 [视频-长播] <|video_begin|><s_a_5643><s_b_6165><s_c_7257>
  07:39 [视频-长播] <|video_begin|><s_a_2768><s_b_1822><s_c_5673>
  07:39 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_4479>
  07:50 [视频-长播] <|video_begin|><s_a_5254><s_b_7917><s_c_6919>
  08:38 [视频-长播] <|video_begin|><s_a_6321><s_b_5748><s_c_5162>
  08:38 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_4212>
  08:38 [视频-长播] <|video_begin|><s_a_3606><s_b_3614><s_c_4014>
  08:55 [视频-长播] <|video_begin|><s_a_6321><s_b_5511><s_c_141>
  08:55 [视频-长播] <|video_begin|><s_a_1335><s_b_4150><s_c_471>
  09:12 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_1282>
  10:31 [视频-长播] <|video_begin|><s_a_1335><s_b_4458><s_c_92>
  10:31 [视频-长播] <|video_begin|><s_a_2015><s_b_6792><s_c_5187>
  10:37 [视频-长播] <|video_begin|><s_a_3510><s_b_2485><s_c_3726>
  10:37 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_5823>
  10:37 [视频-长播] <|video_begin|><s_a_1272><s_b_581><s_c_4212>
  --:-- [商品-点击] <|prod_begin|><s_a_4273><s_b_475><s_c_95>
  --:-- [商品-点击] <|prod_begin|><s_a_6722><s_b_135><s_c_1635>
  11:31 [视频-长播] <|video_begin|><s_a_5067><s_b_6442><s_c_113>
  11:38 [视频-长播] <|video_begin|><s_a_7385><s_b_2865><s_c_853>
  11:38 [视频-长播] <|video_begin|><s_a_4646><s_b_594><s_c_7548>
  11:38 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_853>
  12:02 [视频-长播] <|video_begin|><s_a_3689><s_b_6545><s_c_1960>
  12:07 [视频-长播] <|video_begin|><s_a_4646><s_b_4794><s_c_6357>
  12:07 [视频-长播] <|video_begin|><s_a_7879><s_b_1543><s_c_405>
  12:10 [视频-长播] <|video_begin|><s_a_5695><s_b_928><s_c_8005>
  12:25 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6818><s_c_6486>
  12:25 [广告-点击] <|ad_begin|><s_a_5687><s_b_6818><s_c_6486>
  12:58 [视频-长播] <|video_begin|><s_a_1336><s_b_2365><s_c_7106>
  12:58 [视频-长播] <|video_begin|><s_a_2051><s_b_2799><s_c_1642>

角色任务：你是极端严苛的用户行为数据挖掘与数据格式化专家，请结合上述用户交互历史，面向给定主题，全面提取出所有具备关联性的历史交互数据。

主题：从被动娱乐到主动求知的认知转向

输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|ad_begin|><s_a_3641><s_b_4293><s_c_6171>", "<|ad_begin|><s_a_3641><s_b_311><s_c_3034>", "<|ad_begin|><s_a_3641><s_b_978><s_c_6171>", "<|ad_begin|><s_a_3641><s_b_6047><s_c_61>", "<|ad_begin|><s_a_3641><s_b_6047><s_c_3034>", "<|ad_begin|><s_a_3641><s_b_6047><s_c_2514>", "<|ad_begin|><s_a_3641><s_b_4198><s_c_61>", "<|ad_begin|><s_a_5863><s_b_6234><s_c_3877>", "<|video_begin|><s_a_6604><s_b_6234><s_c_3464>", "<|video_begin|><s_a_3632><s_b_6519><s_c_2661>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7272><s_c_5993>
【2025-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_264>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6742><s_c_8079>
【2025-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6477><s_c_5452>
【2025-02-15】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_8079>
【2025-08-10】
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_2513>
【2025-08-17】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_859>
【2025-09-01】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_6073>
【2025-09-13】
  --:-- [直播-关注] <|living_begin|><s_a_4931><s_b_7495><s_c_5563>
【2025-11-11】
  --:-- [商品-购买] <|prod_begin|><s_a_3882><s_b_5194><s_c_4771>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_5064><s_b_6584><s_c_1704>
【2025-11-18】
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_3399><s_c_3118>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_3909><s_b_6138><s_c_199>
【2025-11-21】
  --:-- [商品-购买] <|prod_begin|><s_a_6104><s_b_196><s_c_4594>
【2025-11-22】
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_5718><s_c_1720>
【2025-12-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5716><s_c_6571>
  --:-- [商品-购买] <|prod_begin|><s_a_7493><s_b_2771><s_c_4822>
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3712><s_c_638>
【2025-12-05】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2595><s_b_2355><s_c_6384>
【2025-12-10】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-12-11】
  --:-- [商品-购买] <|prod_begin|><s_a_8046><s_b_7650><s_c_1062>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_6351><s_c_6011>
  --:-- [商品-购买] <|prod_begin|><s_a_67><s_b_6634><s_c_4757>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_582><s_b_582><s_c_1298>
【2025-12-15】
  --:-- [商品-购买] <|prod_begin|><s_a_7906><s_b_7650><s_c_2042>
【2025-12-22】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_1873><s_c_7951>
【2025-12-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6128><s_b_7650><s_c_6712>
【2025-12-26】
  --:-- [商品-购买] <|prod_begin|><s_a_4665><s_b_2795><s_c_344>
  --:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_160><s_c_3755>
【2025-12-27】
  12:24 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_8091>
  22:39 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3340>
【2025-12-28】
  12:04 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_8037>
【2025-12-29】
  --:-- [商品-购买] <|prod_begin|><s_a_2595><s_b_1604><s_c_1683>
  08:25 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3340>
  10:13 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_55>
【2025-12-30】
  --:-- [商品-购买] <|prod_begin|><s_a_326><s_b_5340><s_c_4226>
  --:-- [商品-购买] <|prod_begin|><s_a_3909><s_b_4682><s_c_4306>
  02:12 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7342><s_c_5120>
  02:12 [广告-点击] <|ad_begin|><s_a_5960><s_b_7342><s_c_5120>
  04:44 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
  04:44 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
  14:24 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3363>
  14:24 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_3363>
【2025-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_756><s_b_7737><s_c_3361>
  07:01 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7878><s_c_907>
  07:01 [广告-点击] <|ad_begin|><s_a_4039><s_b_7878><s_c_907>
  07:21 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_4548>
  09:34 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_7214><s_c_6390>
  09:34 [广告-点击] <|ad_begin|><s_a_5273><s_b_7214><s_c_6390>
  11:31 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_6254>
  13:39 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1642><s_c_1148>
  13:39 [广告-点击] <|ad_begin|><s_a_5673><s_b_1642><s_c_1148>
【2026-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_5598><s_b_5549><s_c_248>
【2026-01-02】
  --:-- [商品-购买] <|prod_begin|><s_a_756><s_b_7737><s_c_3361>
  12:18 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1352>
  12:53 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2699>
  13:00 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_3363>
  13:00 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_3363>
【2026-01-03】
  00:27 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4783>
  --:-- [商品-购买] <|prod_begin|><s_a_2093><s_b_1996><s_c_2361>
  03:37 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3036>
  03:37 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3036>
【2026-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2026-01-06】
  --:-- [商品-购买] <|prod_begin|><s_a_4800><s_b_667><s_c_5300>
  --:-- [商品-购买] <|prod_begin|><s_a_2477><s_b_7292><s_c_3085>
【2026-01-08】
  --:-- [商品-购买] <|prod_begin|><s_a_6720><s_b_1878><s_c_7314>
  12:25 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1141><s_c_2460>
  12:25 [广告-点击] <|ad_begin|><s_a_1393><s_b_1141><s_c_2460>
  12:32 [广告-点击] <|ad_begin|><s_a_7039><s_b_4702><s_c_2398>
  15:55 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2146>
  15:55 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2146>
【2026-01-09】
  --:-- [商品-购买] <|prod_begin|><s_a_4590><s_b_3000><s_c_3683>
  --:-- [商品-购买] <|prod_begin|><s_a_2477><s_b_7292><s_c_3085>
  11:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6047><s_c_3026>
  11:10 [广告-点击] <|ad_begin|><s_a_5673><s_b_6047><s_c_3026>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5462><s_c_3367>
  03:08 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7342><s_c_2693>
  03:08 [广告-点击] <|ad_begin|><s_a_7879><s_b_7342><s_c_2693>
【2026-01-17】
  05:34 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_6234><s_c_6879>
  05:34 [广告-点击] <|ad_begin|><s_a_6399><s_b_6234><s_c_6879>
  14:43 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_845>
【2026-01-19】
  02:08 [广告-点击] <|ad_begin|><s_a_6275><s_b_6234><s_c_8109>
  03:48 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_6674>
  03:48 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_6674>
  10:38 [广告-点击] <|ad_begin|><s_a_5673><s_b_7391><s_c_1423>
  10:52 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_1659>
  13:51 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2082>
【2026-01-20】
  --:-- [商品-购买] <|prod_begin|><s_a_234><s_b_6454><s_c_6735>
  --:-- [商品-购买] <|prod_begin|><s_a_6128><s_b_2994><s_c_958>
  08:29 [广告-点击] <|ad_begin|><s_a_1108><s_b_3472><s_c_1161>
  20:09 [广告-深度转化] <|ad_begin|><s_a_5991><s_b_7655><s_c_851>
  20:09 [广告-点击] <|ad_begin|><s_a_5991><s_b_7655><s_c_851>
【2026-01-21】
  15:13 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
  15:13 [广告-点击] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
【2026-01-22】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4899><s_c_2233>
  04:05 [视频-关注/长播] <|video_begin|><s_a_6123><s_b_6234><s_c_6597>
  13:18 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3501>
  13:18 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3501>
【2026-01-23】
  06:10 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_655>
  06:10 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_655>
  12:03 [视频-关注/长播] <|video_begin|><s_a_3528><s_b_6234><s_c_4518>
【2026-01-24】
  10:30 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_294>
  10:30 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_294>
  21:59 [广告-深度转化] <|ad_begin|><s_a_2134><s_b_665><s_c_6419>
  21:59 [广告-点击] <|ad_begin|><s_a_2134><s_b_665><s_c_6419>
【2026-01-25】
  01:43 [视频-关注/长播] <|video_begin|><s_a_6958><s_b_6234><s_c_8096>
  12:11 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_5511><s_c_1119>
  12:11 [广告-点击] <|ad_begin|><s_a_1474><s_b_5511><s_c_1119>
  13:29 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_6954>
  13:29 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_6954>
【2026-01-26】
  03:04 [广告-点击] <|ad_begin|><s_a_7939><s_b_5349><s_c_6008>
  07:05 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_2370>
  07:05 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_2370>
  08:43 [视频-转发/长播] <|video_begin|><s_a_7385><s_b_1119><s_c_5244>
【2026-01-27】
  01:38 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_1246>
  01:38 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_1246>
  --:-- [商品-购买] <|prod_begin|><s_a_2183><s_b_147><s_c_3367>
  --:-- [商品-购买] <|prod_begin|><s_a_6093><s_b_3368><s_c_5171>
  --:-- [商品-购买] <|prod_begin|><s_a_2563><s_b_3323><s_c_1026>
  --:-- [商品-购买] <|prod_begin|><s_a_6213><s_b_5989><s_c_3133>
  --:-- [商品-购买] <|prod_begin|><s_a_6213><s_b_5989><s_c_7220>
  --:-- [商品-购买] <|prod_begin|><s_a_467><s_b_6788><s_c_5983>
  06:11 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_581><s_c_1659>
  06:11 [广告-点击] <|ad_begin|><s_a_1708><s_b_581><s_c_1659>
  08:53 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_640>
  08:53 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_640>
  14:01 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_3193><s_c_6900>
  14:01 [广告-点击] <|ad_begin|><s_a_1375><s_b_3193><s_c_6900>
  23:05 [视频-关注/长播] <|video_begin|><s_a_4678><s_b_4990><s_c_987>
【2026-01-28】
  07:12 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_3363>
  07:12 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_3363>
  12:35 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6051><s_c_7486>
  12:35 [广告-点击] <|ad_begin|><s_a_923><s_b_6051><s_c_7486>
【2026-01-29】
  03:07 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  03:07 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  04:51 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_3014>
  04:51 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_3014>
  06:09 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_907>
  06:09 [广告-点击] <|ad_begin|><s_a_4039><s_b_5511><s_c_907>
  14:13 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_997>
  14:13 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_997>
【2026-01-30】
  07:16 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6442><s_c_2988>
  07:16 [广告-点击] <|ad_begin|><s_a_1393><s_b_6442><s_c_2988>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_4051><s_b_4021><s_c_4631>
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_3335><s_c_6689>
  --:-- [商品-点击] <|prod_begin|><s_a_7445><s_b_1259><s_c_1159>
  --:-- [商品-点击] <|prod_begin|><s_a_4877><s_b_4989><s_c_6731>
  --:-- [商品-点击] <|prod_begin|><s_a_2225><s_b_6517><s_c_5286>
  02:45 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5511><s_c_2988>
  02:45 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_2988>
  05:16 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  05:16 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  10:54 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2189>
  10:54 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_2189>
  11:38 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_3659>
  11:38 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_3659>
  14:49 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_581><s_c_8180>
  14:49 [广告-点击] <|ad_begin|><s_a_3308><s_b_581><s_c_8180>
  22:59 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6123><s_c_6674>
  22:59 [广告-点击] <|ad_begin|><s_a_5863><s_b_6123><s_c_6674>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_3074><s_b_1025><s_c_891>
  --:-- [商品-点击] <|prod_begin|><s_a_2449><s_b_7437><s_c_4452>
  --:-- [商品-点击] <|prod_begin|><s_a_5706><s_b_4562><s_c_224>
  --:-- [商品-点击] <|prod_begin|><s_a_2064><s_b_6293><s_c_2421>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_6293><s_c_4626>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_6293><s_c_5688>
  --:-- [商品-点击] <|prod_begin|><s_a_5825><s_b_4804><s_c_7871>
  --:-- [商品-点击] <|prod_begin|><s_a_5006><s_b_4075><s_c_7929>
  --:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_6677><s_c_7377>
  --:-- [商品-点击] <|prod_begin|><s_a_6449><s_b_8101><s_c_17>
  --:-- [商品-购买] <|prod_begin|><s_a_3074><s_b_1025><s_c_891>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6293><s_c_5688>
  03:22 [广告-点击] <|ad_begin|><s_a_1474><s_b_7342><s_c_5589>
  03:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6616>
  03:46 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6616>
  06:26 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_8128>
【2026-02-02】
  00:24 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_6185>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_3399><s_c_475>
  --:-- [商品-点击] <|prod_begin|><s_a_7933><s_b_5292><s_c_1870>
  04:09 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_1399>
  04:09 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_1399>
  06:24 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_3438>
  06:24 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_3438>
  11:11 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_8128>
  11:11 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_8128>
【2026-02-03】
  01:13 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_5193>
  01:13 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_5193>
  --:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_4262><s_c_2262>
  --:-- [商品-点击] <|prod_begin|><s_a_3365><s_b_7203><s_c_583>
  --:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_5487><s_c_984>
  --:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_7203><s_c_7586>
  04:35 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_1282><s_c_8042>
  04:35 [广告-点击] <|ad_begin|><s_a_6577><s_b_1282><s_c_8042>
  04:45 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_3340>
  06:04 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_200><s_c_6227>
  06:04 [广告-点击] <|ad_begin|><s_a_1393><s_b_200><s_c_6227>
  08:52 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_2678>
  08:52 [广告-点击] <|ad_begin|><s_a_4039><s_b_5511><s_c_2678>
  11:02 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_655>
  11:02 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_655>
  23:23 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
  23:23 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_7856><s_b_4794><s_c_7590>
  03:25 [视频-长播] <|video_begin|><s_a_4751><s_b_1952><s_c_6557>
  03:52 [视频-长播] <|video_begin|><s_a_3532><s_b_6234><s_c_1738>
  03:52 [视频-长播] <|video_begin|><s_a_5295><s_b_6234><s_c_7676>
  06:43 [视频-长播] <|video_begin|><s_a_3689><s_b_3898><s_c_7676>
  06:43 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_800><s_c_3659>
  06:54 [视频-长播] <|video_begin|><s_a_3430><s_b_2021><s_c_7264>
  07:03 [视频-长播] <|video_begin|><s_a_2015><s_b_1952><s_c_4548>
  07:03 [视频-长播] <|video_begin|><s_a_2015><s_b_800><s_c_1738>
  07:03 [视频-长播] <|video_begin|><s_a_7314><s_b_5419><s_c_3026>
  07:03 [视频-长播] <|video_begin|><s_a_4751><s_b_6234><s_c_6557>
  07:03 [视频-长播] <|video_begin|><s_a_2562><s_b_1310><s_c_1368>
  07:48 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_8113>
  07:48 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_8113>
  11:58 [视频-长播] <|video_begin|><s_a_2135><s_b_8049><s_c_6557>
  11:58 [视频-长播] <|video_begin|><s_a_116><s_b_6123><s_c_827>
  11:58 [视频-长播] <|video_begin|><s_a_6510><s_b_1232><s_c_7586>
  12:03 [视频-长播] <|video_begin|><s_a_4615><s_b_7498><s_c_1403>
  13:44 [视频-长播] <|video_begin|><s_a_2015><s_b_4866><s_c_7616>
  13:52 [视频-长播] <|video_begin|><s_a_2015><s_b_5102><s_c_6327>
  13:52 [视频-长播] <|video_begin|><s_a_6904><s_b_1720><s_c_7899>
  13:52 [视频-长播] <|video_begin|><s_a_194><s_b_1952><s_c_1372>
  13:52 [视频-长播] <|video_begin|><s_a_599><s_b_5429><s_c_7899>
  14:03 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_7900>
  14:03 [视频-长播] <|video_begin|><s_a_5907><s_b_6690><s_c_3543>
  14:18 [视频-长播] <|video_begin|><s_a_2015><s_b_3019><s_c_5563>
  14:18 [视频-长播] <|video_begin|><s_a_71><s_b_4641><s_c_6108>
  14:24 [视频-长播] <|video_begin|><s_a_4946><s_b_7180><s_c_2357>
  14:24 [视频-长播] <|video_begin|><s_a_1106><s_b_6047><s_c_5228>
  14:24 [视频-长播] <|video_begin|><s_a_2125><s_b_6582><s_c_2568>
  14:27 [视频-长播] <|video_begin|><s_a_6321><s_b_1720><s_c_3116>
  14:27 [视频-长播] <|video_begin|><s_a_7830><s_b_1940><s_c_6992>
  14:27 [视频-长播] <|video_begin|><s_a_7830><s_b_850><s_c_2468>
  14:32 [视频-长播] <|video_begin|><s_a_3935><s_b_6261><s_c_851>
  23:38 [视频-长播] <|video_begin|><s_a_1633><s_b_438><s_c_5677>
  23:38 [视频-长播] <|video_begin|><s_a_4946><s_b_1142><s_c_6954>
  23:38 [视频-长播] <|video_begin|><s_a_4646><s_b_6234><s_c_3062>
  23:38 [视频-长播] <|video_begin|><s_a_6347><s_b_1013><s_c_2460>
  23:38 [视频-长播] <|video_begin|><s_a_6329><s_b_8072><s_c_47>
【2026-02-05】
  --:-- [商品-点击] <|prod_begin|><s_a_2440><s_b_2550><s_c_4414>
  --:-- [商品-点击] <|prod_begin|><s_a_6226><s_b_691><s_c_4355>
  --:-- [商品-点击] <|prod_begin|><s_a_6204><s_b_2660><s_c_4107>
  --:-- [商品-点击] <|prod_begin|><s_a_2595><s_b_1604><s_c_1683>
  --:-- [商品-点击] <|prod_begin|><s_a_2855><s_b_691><s_c_4801>
  --:-- [商品-点击] <|prod_begin|><s_a_2195><s_b_4803><s_c_5789>
  --:-- [商品-点击] <|prod_begin|><s_a_5825><s_b_3652><s_c_1662>
  --:-- [商品-点击] <|prod_begin|><s_a_2967><s_b_649><s_c_3470>
  --:-- [商品-点击] <|prod_begin|><s_a_6720><s_b_6517><s_c_2032>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7032><s_c_6762>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7032><s_c_3726>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7032><s_c_1298>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7032><s_c_7187>
  --:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_4386><s_c_4038>
  --:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_1715><s_c_4038>
  --:-- [商品-点击] <|prod_begin|><s_a_5984><s_b_7067><s_c_6248>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7032><s_c_7187>
  --:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_4386><s_c_4038>
  03:14 [视频-长播] <|video_begin|><s_a_7385><s_b_800><s_c_3363>
  03:38 [视频-长播] <|video_begin|><s_a_116><s_b_164><s_c_8042>
  03:38 [视频-长播] <|video_begin|><s_a_4032><s_b_6234><s_c_2116>
  03:46 [视频-长播] <|video_begin|><s_a_6987><s_b_6726><s_c_499>
  04:33 [视频-长播] <|video_begin|><s_a_7385><s_b_1799><s_c_728>
  04:33 [视频-长播] <|video_begin|><s_a_1173><s_b_763><s_c_6170>
  04:35 [视频-长播] <|video_begin|><s_a_2746><s_b_7665><s_c_3225>
  07:16 [视频-长播] <|video_begin|><s_a_7385><s_b_1119><s_c_535>
  07:48 [视频-长播] <|video_begin|><s_a_2252><s_b_1002><s_c_4158>
  07:59 [视频-长播] <|video_begin|><s_a_7385><s_b_4944><s_c_827>
  08:02 [视频-长播] <|video_begin|><s_a_4795><s_b_429><s_c_875>
  08:24 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_6815>
  08:24 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_6815>
  09:07 [视频-长播] <|video_begin|><s_a_4039><s_b_4879><s_c_7404>
  09:07 [视频-长播] <|video_begin|><s_a_2726><s_b_665><s_c_4467>
  09:22 [视频-长播] <|video_begin|><s_a_2746><s_b_2357><s_c_1295>
  09:57 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2758>
  09:57 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_2758>
  11:31 [视频-长播] <|video_begin|><s_a_5146><s_b_6151><s_c_853>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_3178><s_b_2195><s_c_6669>
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）： 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、广告-点击、广告-深度转化
核心逻辑要求（递进性准则）：
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
1.场景驱动协同：交互 B 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 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从泛化需求到精准解决：围绕墙面修复问题的决策收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化需求到精准解决：围绕墙面修复问题的决策收敛",
    "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":"从泛化需求到精准解决：围绕墙面修复问题的决策收敛","events":[{"date":"2026-02-01","action":"[商品-点击] <|prod_begin|><s_a_2449><s_b_7437><s_c_4452>","logic":"问题触发与方案探索：首次点击“墙面自喷漆补墙膏”，明确了“墙面修复”这一具体需求，并开始探索市场上的解决方案。"},{"date":"2026-02-01","action":"[商品-点击] <|prod_begin|><s_a_3074><s_b_1025><s_c_891>","logic":"参数对比与需求细化：从宽泛的“补墙膏”转向关注具体参数的产品，如“1600ml加量”、“5合1”、“净味”、“修复发霉发黄”，显示用户在对比中认知升级，开始筛选具备特定功能和更高性价比的产品。"},{"date":"2026-02-01","action":"[商品-购买] <|prod_begin|><s_a_7433><s_b_6293><s_c_5688>","logic":"决策闭环：在密集对比多款产品后，最终购买了明确标注“19.9两瓶”、“300ml大容量”的商品，完成了从问题识别、方案对比到最终购买决策的完整、收敛的行为链条。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5815>
【2025-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_7096>
【2025-01-23】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6461><s_c_5563>
【2025-02-03】
  --:-- [直播-关注] <|living_begin|><s_a_2616><s_b_5131><s_c_4631>
【2025-02-18】
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7493><s_c_6278>
【2025-02-28】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_3145>
【2025-03-15】
  --:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_6278>
【2025-03-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_2224><s_c_1148>
【2025-03-26】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1224><s_c_4543>
【2025-03-27】
  --:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6334><s_c_346>
【2025-04-23】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1583><s_c_6278>
【2025-05-11】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7975><s_c_5273>
【2025-06-18】
  --:-- [直播-关注] <|living_begin|><s_a_4515><s_b_697><s_c_6278>
【2025-07-19】
  --:-- [直播-关注] <|living_begin|><s_a_4427><s_b_1813><s_c_677>
【2025-09-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1347><s_c_4468>
【2025-09-21】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_2113><s_c_5563>
【2025-10-21】
  --:-- [直播-关注] <|living_begin|><s_a_5523><s_b_5762><s_c_7616>
【2025-10-22】
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_4010><s_c_4684>
【2025-10-25】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6872><s_b_6220><s_c_2491>
【2025-10-29】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_6278>
【2025-10-30】
  --:-- [直播-关注] <|living_begin|><s_a_4669><s_b_2969><s_c_5563>
【2025-10-31】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
【2025-11-07】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_6056>
【2025-11-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2513>
【2025-11-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_839><s_c_5956>
【2025-11-11】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_7548>
【2025-11-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2012><s_b_7342><s_c_7819>
【2025-11-24】
  --:-- [直播-关注] <|living_begin|><s_a_4666><s_b_4885><s_c_7616>
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_7840>
【2025-11-25】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1435><s_c_2513>
【2025-11-28】
  --:-- [直播-关注] <|living_begin|><s_a_4445><s_b_5727><s_c_5890>
【2025-12-09】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6757>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1880>
  12:55 [广告-点击] <|ad_begin|><s_a_3578><s_b_1277><s_c_5563>
  13:10 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_3659>
  13:10 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3659>
【2025-12-10】
  --:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_1029><s_c_1131>
  14:01 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_1335>
  14:01 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_1335>
  21:18 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6486>
  21:39 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_646>
【2025-12-11】
  --:-- [商品-购买] <|prod_begin|><s_a_4626><s_b_4516><s_c_5062>
  --:-- [商品-购买] <|prod_begin|><s_a_4436><s_b_7109><s_c_6124>
【2025-12-12】
  12:12 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4135>
【2025-12-13】
  16:19 [广告-点击] <|ad_begin|><s_a_1276><s_b_6483><s_c_6390>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_5876><s_b_6065><s_c_5974>
【2025-12-16】
  --:-- [商品-购买] <|prod_begin|><s_a_3865><s_b_7388><s_c_4224>
【2025-12-17】
  04:46 [广告-点击] <|ad_begin|><s_a_1608><s_b_1596><s_c_6686>
【2025-12-20】
  20:24 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_7979>
  20:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_5714><s_c_1322>
  20:55 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6769>
【2025-12-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1606><s_b_6461><s_c_6177>
  --:-- [商品-购买] <|prod_begin|><s_a_2237><s_b_7216><s_c_8045>
  --:-- [商品-购买] <|prod_begin|><s_a_8077><s_b_6461><s_c_3530>
【2025-12-22】
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_1636><s_c_2795>
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_1606><s_c_5104>
  --:-- [商品-购买] <|prod_begin|><s_a_2234><s_b_6461><s_c_4132>
【2025-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_2237><s_b_3318><s_c_1609>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_1498><s_b_5449><s_c_586>
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_6354><s_c_2224>
【2025-12-25】
  --:-- [商品-购买] <|prod_begin|><s_a_210><s_b_3297><s_c_6784>
  --:-- [商品-购买] <|prod_begin|><s_a_2237><s_b_42><s_c_4003>
  14:53 [广告-点击] <|ad_begin|><s_a_5313><s_b_6421><s_c_6784>
【2025-12-26】
  --:-- [商品-加购] <|prod_begin|><s_a_3108><s_b_788><s_c_4027>
  --:-- [商品-加购] <|prod_begin|><s_a_721><s_b_4692><s_c_5795>
  --:-- [商品-加购] <|prod_begin|><s_a_2138><s_b_7910><s_c_5301>
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
  13:58 [广告-点击] <|ad_begin|><s_a_1730><s_b_2981><s_c_7081>
【2025-12-27】
  --:-- [商品-加购] <|prod_begin|><s_a_2138><s_b_7910><s_c_5301>
【2025-12-28】
  --:-- [商品-加购] <|prod_begin|><s_a_3108><s_b_788><s_c_4027>
  --:-- [商品-加购] <|prod_begin|><s_a_2138><s_b_7910><s_c_5301>
【2025-12-29】
  --:-- [商品-加购] <|prod_begin|><s_a_2138><s_b_7910><s_c_5301>
  --:-- [商品-加购] <|prod_begin|><s_a_3108><s_b_788><s_c_4027>
  --:-- [商品-加购] <|prod_begin|><s_a_721><s_b_4692><s_c_5795>
【2025-12-30】
  --:-- [商品-加购] <|prod_begin|><s_a_2138><s_b_7910><s_c_5301>
【2025-12-31】
  21:34 [广告-点击] <|ad_begin|><s_a_903><s_b_4733><s_c_539>
  21:42 [广告-深度转化] <|ad_begin|><s_a_4609><s_b_7391><s_c_503>
  21:42 [广告-点击] <|ad_begin|><s_a_4609><s_b_7391><s_c_503>
  22:53 [广告-点击] <|ad_begin|><s_a_2942><s_b_2439><s_c_3498>
【2026-01-01】
  --:-- [商品-加购] <|prod_begin|><s_a_2138><s_b_7910><s_c_5301>
【2026-01-03】
  --:-- [商品-购买] <|prod_begin|><s_a_3865><s_b_2721><s_c_2901>
【2026-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_5322><s_b_370><s_c_7215>
  --:-- [商品-购买] <|prod_begin|><s_a_1191><s_b_6678><s_c_2325>
  --:-- [商品-购买] <|prod_begin|><s_a_7367><s_b_7941><s_c_724>
  13:39 [广告-点击] <|ad_begin|><s_a_6302><s_b_6379><s_c_5673>
【2026-01-06】
  07:14 [广告-点击] <|ad_begin|><s_a_7989><s_b_4059><s_c_7333>
  12:51 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_959>
  12:51 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_959>
  12:53 [广告-深度转化] <|ad_begin|><s_a_7008><s_b_1411><s_c_6298>
  12:53 [广告-点击] <|ad_begin|><s_a_7008><s_b_1411><s_c_6298>
【2026-01-07】
  04:32 [广告-深度转化] <|ad_begin|><s_a_2830><s_b_2848><s_c_7076>
  04:32 [广告-点击] <|ad_begin|><s_a_2830><s_b_2848><s_c_7076>
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_7861><s_c_780>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1748><s_c_7487>
  11:31 [广告-点击] <|ad_begin|><s_a_4157><s_b_57><s_c_4512>
【2026-01-08】
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_5302><s_c_4740>
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_2439><s_c_104>
  23:50 [广告-点击] <|ad_begin|><s_a_2832><s_b_3618><s_c_2568>
【2026-01-09】
  --:-- [商品-购买] <|prod_begin|><s_a_6728><s_b_5087><s_c_8146>
  20:43 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
【2026-01-10】
  --:-- [商品-购买] <|prod_begin|><s_a_5617><s_b_44><s_c_5640>
  12:21 [广告-点击] <|ad_begin|><s_a_7042><s_b_1119><s_c_991>
【2026-01-11】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_3399><s_c_6624>
【2026-01-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_3335><s_c_8156>
  --:-- [商品-购买] <|prod_begin|><s_a_330><s_b_4538><s_c_5135>
【2026-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_765><s_c_661>
  --:-- [商品-加购] <|prod_begin|><s_a_721><s_b_4692><s_c_5795>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_3806><s_b_425><s_c_223>
【2026-01-18】
  05:57 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_2826><s_c_3998>
  05:57 [广告-点击] <|ad_begin|><s_a_1474><s_b_2826><s_c_3998>
  --:-- [商品-购买] <|prod_begin|><s_a_2758><s_b_2491><s_c_3268>
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_3399><s_c_6624>
【2026-01-19】
  15:49 [广告-点击] <|ad_begin|><s_a_6567><s_b_4733><s_c_2530>
【2026-01-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_4182><s_b_5458><s_c_1397>
【2026-01-21】
  --:-- [商品-购买] <|prod_begin|><s_a_135><s_b_6584><s_c_5246>
【2026-01-22】
  --:-- [商品-购买] <|prod_begin|><s_a_7184><s_b_5487><s_c_6235>
  09:35 [广告-点击] <|ad_begin|><s_a_4078><s_b_4653><s_c_7671>
【2026-01-23】
  04:29 [视频-收藏/长播] <|video_begin|><s_a_562><s_b_8086><s_c_4755>
  04:29 [视频-长播] <|video_begin|><s_a_7790><s_b_3952><s_c_3010>
  --:-- [商品-购买] <|prod_begin|><s_a_3692><s_b_6906><s_c_993>
  --:-- [商品-购买] <|prod_begin|><s_a_135><s_b_5636><s_c_993>
  --:-- [商品-购买] <|prod_begin|><s_a_1831><s_b_5864><s_c_4631>
  15:39 [视频-长播] <|video_begin|><s_a_6425><s_b_964><s_c_4647>
  15:39 [视频-关注/长播] <|video_begin|><s_a_7282><s_b_581><s_c_4182>
【2026-01-24】
  04:12 [视频-收藏/长播] <|video_begin|><s_a_2236><s_b_2489><s_c_5141>
  04:12 [视频-关注/长播] <|video_begin|><s_a_2236><s_b_1025><s_c_5733>
  --:-- [商品-购买] <|prod_begin|><s_a_2138><s_b_7910><s_c_6590>
  16:10 [视频-长播] <|video_begin|><s_a_562><s_b_978><s_c_6072>
【2026-01-25】
  15:51 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_6447>
  16:13 [视频-长播] <|video_begin|><s_a_7282><s_b_4841><s_c_7532>
【2026-01-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7212><s_b_6461><s_c_1342>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_1968><s_b_4062><s_c_3268>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_1968><s_b_4062><s_c_3268>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_3108><s_b_788><s_c_4027>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
  23:49 [视频-长播] <|video_begin|><s_a_7077><s_b_7203><s_c_6442>
  23:50 [视频-长播] <|video_begin|><s_a_6140><s_b_6234><s_c_6659>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_1371><s_c_8045>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_4246><s_c_2770>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_4268><s_c_696>
  --:-- [商品-点击] <|prod_begin|><s_a_1968><s_b_4062><s_c_3268>
  --:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_4246><s_c_2770>
  22:20 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_5776>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_2303><s_b_736><s_c_3268>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_4268><s_c_696>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_5220>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
  --:-- [商品-点击] <|prod_begin|><s_a_1968><s_b_4062><s_c_3268>
  --:-- [商品-点击] <|prod_begin|><s_a_1315><s_b_6461><s_c_870>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_4613><s_c_670>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_4613><s_c_3755>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_1630><s_c_642>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_6354><s_c_1342>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_6354><s_c_331>
  --:-- [商品-购买] <|prod_begin|><s_a_2237><s_b_4613><s_c_670>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_1392><s_b_6461><s_c_6467>
  --:-- [商品-点击] <|prod_begin|><s_a_1809><s_b_6461><s_c_4801>
  --:-- [商品-点击] <|prod_begin|><s_a_2234><s_b_6461><s_c_6176>
  --:-- [商品-点击] <|prod_begin|><s_a_2303><s_b_4062><s_c_2758>
  --:-- [商品-点击] <|prod_begin|><s_a_1025><s_b_4062><s_c_5090>
  --:-- [商品-购买] <|prod_begin|><s_a_1392><s_b_6461><s_c_6467>
  07:30 [视频-长播] <|video_begin|><s_a_1766><s_b_6293><s_c_5563>
  08:07 [视频-长播] <|video_begin|><s_a_189><s_b_7662><s_c_5060>
  13:57 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_2756>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_1638><s_c_803>
  --:-- [商品-点击] <|prod_begin|><s_a_340><s_b_6461><s_c_7491>
  07:02 [视频-长播] <|video_begin|><s_a_6378><s_b_697><s_c_4596>
【2026-02-02】
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_4613><s_c_670>
  --:-- [商品-点击] <|prod_begin|><s_a_1392><s_b_6461><s_c_6467>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_1290><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_1315><s_b_6461><s_c_870>
  23:55 [视频-长播] <|video_begin|><s_a_5750><s_b_4246><s_c_4770>
  23:55 [视频-长播] <|video_begin|><s_a_4795><s_b_7549><s_c_526>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_4299><s_b_4462><s_c_7742>
  --:-- [商品-点击] <|prod_begin|><s_a_4299><s_b_4488><s_c_636>
  07:16 [广告-点击] <|ad_begin|><s_a_6567><s_b_4733><s_c_532>
【2026-02-04】
  01:14 [视频-关注/长播] <|video_begin|><s_a_542><s_b_6461><s_c_7557>
  04:22 [视频-长播] <|video_begin|><s_a_5295><s_b_4841><s_c_7137>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_4618><s_c_594>
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_6461><s_c_1167>
  --:-- [商品-点击] <|prod_begin|><s_a_1809><s_b_2439><s_c_5835>
  12:30 [视频-长播] <|video_begin|><s_a_5602><s_b_1399><s_c_5135>
  12:30 [视频-长播] <|video_begin|><s_a_2983><s_b_5841><s_c_6561>
【2026-02-05】
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_4618><s_c_2600>
  --:-- [商品-点击] <|prod_begin|><s_a_2237><s_b_3633><s_c_3770>
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_6461><s_c_1167>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_721><s_b_4692><s_c_5795>
  --:-- [商品-点击] <|prod_begin|><s_a_721><s_b_5974><s_c_5795>
  --:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_7853><s_c_7314>
  --:-- [商品-购买] <|prod_begin|><s_a_721><s_b_4692><s_c_5795>
  --:-- [商品-购买] <|prod_begin|><s_a_721><s_b_5974><s_c_5795>

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的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从文玩入门到专业化工具升级的消费演化

输出格式要求：输出必须且仅为包含 SID 的 JSON 数组，绝对不要输出任何额外的解释、提示或格式化外的文字。

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
["<|living_begin|><s_a_4372><s_b_1347><s_c_4468>","<|living_begin|><s_a_6872><s_b_6220><s_c_2491>","<|living_begin|><s_a_901><s_b_3865><s_c_6278>","<|living_begin|><s_a_901><s_b_3865><s_c_6056>","<|living_begin|><s_a_901><s_b_3865><s_c_7548>","<|living_begin|><s_a_901><s_b_3865><s_c_7840>","<|prod_begin|><s_a_4887><s_b_1029><s_c_1131>","<|prod_begin|><s_a_4626><s_b_4516><s_c_5062>","<|prod_begin|><s_a_4436><s_b_7109><s_c_6124>","<|prod_begin|><s_a_3865><s_b_7388><s_c_4224>","<|prod_begin|><s_a_3865><s_b_2721><s_c_2901>"]<|im_end|>
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[INFO|configuration_utils.py:769] 2026-07-15 04:08:47,700 >> loading configuration file /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:08:47,701 >> 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 04:08:47] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-15 04:08:47] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-15 04:08:48,019 >> loading weights file /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-15 04:08:48,019 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-15 04:08:48,167 >> 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 04:08:48,446 >> loading configuration file /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-15 04:08:48,446 >> 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 04:08:48,446 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/.v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2_stage1_temporary.
[INFO|2026-07-15 04:08:48] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-15 04:08:48] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-15 04:08:48] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-15 04:08:48] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-15 04:08:48] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-15 04:08:48,575 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-15 04:08:48,575 >>   Num examples = 1,634
[INFO|trainer.py:1471] 2026-07-15 04:08:48,575 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-15 04:08:48,575 >>   Num update steps per epoch = 409
[INFO|trainer.py:1473] 2026-07-15 04:08:48,575 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-15 04:08:48,575 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-15 04:08:48,575 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-15 04:08:48,575 >>   Total optimization steps = 328
[INFO|trainer.py:1479] 2026-07-15 04:08:48,575 >>   Number of trainable parameters = 801,433,600

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{'loss': '2.037', 'grad_norm': '13.88', 'learning_rate': '4.956e-07', 'epoch': '0.07344'}

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{'loss': '2.078', 'grad_norm': '12.31', 'learning_rate': '4.898e-07', 'epoch': '0.09792'}

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{'loss': '2.168', 'grad_norm': '11.69', 'learning_rate': '4.817e-07', 'epoch': '0.1224'}

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{'loss': '2.266', 'grad_norm': '14.69', 'learning_rate': '4.587e-07', 'epoch': '0.1714'}

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{'loss': '2.266', 'grad_norm': '5.312', 'learning_rate': '4.276e-07', 'epoch': '0.2203'}

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{'loss': '2.088', 'grad_norm': '24.38', 'learning_rate': '4.094e-07', 'epoch': '0.2448'}

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{'loss': '2.187', 'grad_norm': '5.562', 'learning_rate': '3.897e-07', 'epoch': '0.2693'}

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{'loss': '2.239', 'grad_norm': '15.5', 'learning_rate': '3.685e-07', 'epoch': '0.2938'}

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{'loss': '2.059', 'grad_norm': '14.19', 'learning_rate': '3.462e-07', 'epoch': '0.3182'}

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{'loss': '2.071', 'grad_norm': '10.88', 'learning_rate': '3.23e-07', 'epoch': '0.3427'}

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{'loss': '2.121', 'grad_norm': '10.75', 'learning_rate': '2.991e-07', 'epoch': '0.3672'}

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{'loss': '1.971', 'grad_norm': '5.156', 'learning_rate': '2.747e-07', 'epoch': '0.3917'}

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{'loss': '2.138', 'grad_norm': '9.625', 'learning_rate': '2.5e-07', 'epoch': '0.4162'}

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{'loss': '2.01', 'grad_norm': '7.344', 'learning_rate': '2.253e-07', 'epoch': '0.4406'}

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{'loss': '2.076', 'grad_norm': '10', 'learning_rate': '2.009e-07', 'epoch': '0.4651'}

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{'loss': '2.112', 'grad_norm': '9.688', 'learning_rate': '1.77e-07', 'epoch': '0.4896'}

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{'loss': '1.956', 'grad_norm': '7.531', 'learning_rate': '1.538e-07', 'epoch': '0.5141'}

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{'loss': '1.945', 'grad_norm': '10.31', 'learning_rate': '1.315e-07', 'epoch': '0.5386'}

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{'loss': '2.245', 'grad_norm': '13.31', 'learning_rate': '1.103e-07', 'epoch': '0.563'}

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{'loss': '2.166', 'grad_norm': '11.19', 'learning_rate': '9.057e-08', 'epoch': '0.5875'}

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{'loss': '2.372', 'grad_norm': '18.5', 'learning_rate': '7.235e-08', 'epoch': '0.612'}

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{'loss': '2.126', 'grad_norm': '8.312', 'learning_rate': '5.587e-08', 'epoch': '0.6365'}

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{'loss': '2.065', 'grad_norm': '8.812', 'learning_rate': '4.128e-08', 'epoch': '0.661'}

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{'loss': '2.085', 'grad_norm': '14.56', 'learning_rate': '2.872e-08', 'epoch': '0.6854'}

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{'loss': '2.113', 'grad_norm': '17.25', 'learning_rate': '1.833e-08', 'epoch': '0.7099'}

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{'loss': '2.057', 'grad_norm': '10.62', 'learning_rate': '1.019e-08', 'epoch': '0.7344'}

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{'loss': '2.139', 'grad_norm': '13.75', 'learning_rate': '4.391e-09', 'epoch': '0.7589'}

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{'loss': '2.129', 'grad_norm': '14.81', 'learning_rate': '9.875e-10', 'epoch': '0.7834'}

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



                                                 
{'train_runtime': '2487', 'train_samples_per_second': '0.526', 'train_steps_per_second': '0.132', 'train_loss': '2.109', 'epoch': '0.8029'}

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[INFO|trainer.py:3815] 2026-07-15 04:50:15,858 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2
[INFO|configuration_utils.py:533] 2026-07-15 04:50:15,860 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2/config.json
[INFO|configuration_utils.py:816] 2026-07-15 04:50:15,860 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2/generation_config.json

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[INFO|modeling_utils.py:3471] 2026-07-15 04:50:16,725 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-15 04:50:16,858 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-15 04:50:16,880 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2/tokenizer_config.json
***** train metrics *****
  epoch                    =      0.8029
  total_flos               = 145083896GF
  train_loss               =      2.1088
  train_runtime            =  0:41:27.28
  train_samples_per_second =       0.526
  train_steps_per_second   =       0.132
Figure saved at: /home/ll/llm4rec/experiments/outputs/v39_v29_curriculum_r0_to_r3_lr6e7_ep08x2/training_loss.png
[WARNING|2026-07-15 04:50:16] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-15 04:50:16] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-15 04:50:16,975 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}