[2026-07-15 04:01:51] stage 1/1: /home/ll/llm4rec/experiments/configs/v40_scratch_source_paper_mix_lr3e6_ep15.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 04:01:53] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:771] 2026-07-15 04:01:54,863 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:01:54,865 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:771] 2026-07-15 04:01:59,457 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:01:59,458 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:771] 2026-07-15 04:01:59,914 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:01:59,915 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|2026-07-15 04:02:01] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v34_paper_mix.jsonl...

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training example:
input_ids:
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788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 17, 24, 497, 330, 1311, 788, 10545, 45943, 12, 103946, 60, 220, 176247, 158490, 166026, 175730, 497, 330, 24225, 788, 330, 101070, 115309, 5122, 103941, 103946, 34187, 57218, 100134, 43815, 101251, 105470, 99369, 107865, 107644, 3837, 105236, 45181, 2073, 47764, 99190, 99800, 854, 26939, 2073, 99565, 99800, 101077, 99190, 97907, 100873, 102875, 57218, 100675, 115309, 3837, 48927, 34187, 24562, 32044, 100134, 101070, 9370, 101041, 101548, 101062, 1773, 9207, 60, 3417, 151645, 198, 151644, 872, 198, 2461, 264, 2477, 47612, 19488, 4532, 16715, 304, 264, 23970, 2070, 400, 33, 28, 17, 1124, 11, 1124, 1318, 76025, 31716, 41108, 3156, 1147, 35321, 11, 11047, 279, 9919, 15977, 4802, 44373, 57960, 20277, 468, 3, 979, 279, 23970, 4445, 21264, 311, 12616, 20314, 23270, 13, 5443, 57960, 15128, 1668, 28, 24, 13, 17, 22, 4955, 1733, 16, 15, 87210, 17, 19, 92, 1124, 11, 1124, 1318, 90, 41, 16731, 31716, 323, 400, 70, 643, 28, 17, 3, 369, 16715, 342, 74097, 1725, 26865, 151645, 198, 151644, 77091, 198, 151667, 198, 1654, 525, 4588, 25, 330, 2461, 264, 2477, 47612, 19488, 4532, 16715, 304, 264, 23970, 2070, 425, 28, 17, 350, 41108, 3156, 1147, 35321, 11, 11047, 279, 9919, 15977, 4802, 44373, 81163, 36, 979, 279, 23970, 4445, 21264, 311, 12616, 20314, 23270, 13, 5443, 32883, 1668, 28, 24, 13, 17, 22, 17568, 16, 15, 87210, 17, 19, 92, 619, 16731, 323, 342, 643, 28, 17, 369, 16715, 342, 74097, 2217, 3306, 8043, 367, 25, 576, 9919, 15977, 44373, 369, 458, 16715, 304, 264, 23970, 2070, 4152, 311, 1181, 12616, 25, 576, 16715, 702, 264, 23970, 4445, 32883, 284, 481, 70, 643, 32883, 1668, 328, 14, 145796, 30, 33763, 279, 12616, 23970, 4445, 374, 32883, 643, 284, 481, 70, 643, 32883, 1668, 328, 14, 145796, 30, 13824, 16585, 25, 576, 12616, 23970, 4445, 5675, 374, 25, 32883, 643, 284, 481, 70, 643, 32883, 1668, 328, 14, 145796, 30, 33763, 279, 23970, 4445, 4152, 311, 12616, 374, 32883, 643, 284, 481, 70, 643, 32883, 1668, 320, 50, 14, 145796, 568, 8704, 328, 702, 8153, 315, 20314, 23270, 320, 145796, 568, 45302, 582, 614, 32883, 643, 284, 481, 70, 643, 32883, 1668, 328, 14, 145796, 30, 1988, 304, 1657, 37597, 582, 3270, 32883, 643, 284, 481, 70, 643, 32883, 1668, 320, 50, 14, 145796, 568, 4354, 279, 4802, 374, 468, 284, 481, 43123, 13935, 33, 13, 2055, 369, 12616, 25, 468, 284, 481, 32883, 643, 9592, 425, 284, 481, 4080, 70, 643, 32883, 1668, 320, 50, 14, 145796, 593, 13935, 33, 284, 342, 643, 32883, 1668, 320, 50, 13935, 33, 5620, 145796, 13, 8704, 425, 374, 3156, 1147, 11, 328, 6415, 284, 296, 643, 9843, 100, 11, 448, 296, 643, 284, 20287, 16, 14, 17, 13, 2055, 468, 284, 342, 643, 32883, 1668, 296, 643, 320, 11284, 328, 13935, 33, 284, 328, 6415, 425, 11, 323, 49702, 553, 9843, 100, 6696, 296, 643, 425, 568, 33763, 1077, 594, 42430, 1447, 43123, 643, 284, 481, 70, 643, 32883, 1668, 320, 50, 14, 145796, 568, 2055, 481, 43123, 643, 13935, 33, 284, 481, 4080, 70, 643, 32883, 1668, 14, 145796, 8, 328, 13935, 33, 284, 320, 70, 643, 32883, 1668, 14, 145796, 8, 328, 13935, 33, 13, 1752, 425, 284, 425, 1147, 2832, 266, 11, 328, 13935, 33, 284, 328, 6415, 425, 13, 2055, 468, 284, 320, 70, 643, 32883, 1668, 14, 145796, 8, 328, 6415, 425, 284, 342, 643, 32883, 1668, 320, 50, 6415, 14, 145796, 8, 425, 284, 342, 643, 32883, 1668, 296, 643, 425, 382, 12549, 328, 6415, 28724, 3661, 25, 296, 643, 9843, 100, 11, 773, 296, 643, 284, 20287, 16, 14, 17, 13, 2055, 48869, 25, 468, 8237, 320, 76, 643, 28, 10, 16, 14, 17, 8, 284, 320, 16, 14, 17, 8, 342, 643, 32883, 1668, 425, 26, 468, 13998, 320, 76, 643, 10829, 16, 14, 17, 8, 284, 28406, 16, 14, 17, 8, 342, 643, 32883, 1668, 425, 13, 5005, 81163, 36, 284, 468, 8237, 481, 468, 13998, 284, 342, 643, 32883, 1668, 425, 382, 92014, 7025, 807, 1896, 342, 643, 28, 17, 11, 773, 81163, 36, 284, 220, 17, 32883, 1668, 425, 13, 3085, 425, 28, 17, 350, 11, 32883, 1668, 28, 24, 13, 17, 22, 68, 12, 17, 19, 619, 16731, 11, 773, 81163, 36, 284, 220, 17, 353, 220, 24, 13, 17, 22, 68, 12, 17, 19, 353, 220, 17, 284, 220, 19, 353, 220, 24, 13, 17, 22, 68, 12, 17, 19, 30, 13824, 16585, 25, 81163, 36, 284, 342, 643, 32883, 1668, 425, 284, 220, 17, 353, 220, 24, 13, 17, 22, 68, 12, 17, 19, 619, 16731, 353, 220, 17, 350, 284, 220, 19, 353, 220, 24, 13, 17, 22, 68, 12, 17, 19, 619, 284, 220, 18, 13, 22, 15, 23, 68, 12, 17, 18, 619, 13, 1988, 1779, 25, 220, 17, 9, 17, 284, 19, 11, 773, 220, 19, 9, 24, 13, 17, 22, 68, 12, 17, 19, 284, 220, 18, 22, 13, 15, 23, 68, 12, 17, 19, 30, 33763, 220, 24, 13, 17, 22, 68, 12, 17, 19, 353, 220, 19, 284, 220, 18, 13, 22, 15, 23, 68, 12, 17, 18, 13, 7414, 382, 3983, 582, 1410, 1083, 2908, 44373, 1948, 296, 643, 28, 37021, 16, 14, 17, 374, 342, 643, 32883, 1668, 425, 11, 892, 374, 4396, 382, 785, 3491, 5114, 2727, 330, 59462, 15977, 4802, 44373, 81163, 36, 979, 279, 23970, 4445, 21264, 311, 12616, 20314, 23270, 1189, 2055, 807, 1366, 279, 6672, 1948, 279, 1378, 4802, 5866, 382, 44500, 4226, 25, 81163, 36, 284, 342, 643, 32883, 1668, 425, 284, 220, 17, 353, 220, 24, 13, 17, 22, 17568, 16, 15, 87210, 17, 19, 92, 619, 16731, 353, 220, 17, 350, 284, 220, 18, 13, 22, 15, 23, 17568, 16, 15, 87210, 17, 18, 92, 619, 382, 1654, 1410, 1083, 3158, 304, 384, 53, 421, 4362, 30, 1988, 279, 3405, 5711, 619, 16731, 11, 773, 4363, 4226, 304, 619, 13, 2379, 3207, 944, 2548, 369, 384, 53, 382, 44500, 1590, 4226, 25, 81163, 36, 284, 220, 18, 13, 22, 16, 17568, 16, 15, 87210, 17, 18, 92, 619, 320, 48053, 568, 1988, 582, 646, 2506, 2480, 25, 220, 18, 13, 22, 15, 23, 17568, 16, 15, 87210, 17, 18, 92, 619, 382, 3983, 7196, 807, 1366, 304, 384, 53, 25, 220, 16, 384, 53, 284, 220, 16, 13, 21, 15, 17, 17568, 16, 15, 87210, 16, 24, 92, 619, 11, 773, 81163, 36, 21103, 230, 220, 18, 13, 22, 15, 23, 68, 12, 17, 18, 608, 220, 16, 13, 21, 15, 17, 68, 12, 16, 24, 284, 220, 17, 13, 18, 16, 68, 12, 19, 384, 53, 13, 1988, 2474, 807, 6551, 32883, 1668, 304, 619, 16731, 11, 807, 1720, 619, 382, 1654, 3278, 3410, 25, 81163, 36, 284, 220, 18, 13, 22, 16, 17568, 16, 15, 87210, 17, 18, 92, 619, 320, 36760, 51562, 568, 33763, 220, 24, 13, 17, 22, 17568, 16, 15, 87210, 17, 19, 92, 353, 220, 19, 284, 220, 18, 13, 22, 15, 23, 17568, 16, 15, 87210, 17, 18, 7810, 13655, 2326, 5089, 12396, 30, 32883, 1668, 2661, 438, 220, 24, 13, 17, 22, 17568, 16, 15, 87210, 17, 19, 92, 702, 2326, 5089, 12396, 11, 425, 28, 17, 350, 374, 4734, 30, 79191, 220, 17, 13, 15, 30, 33251, 387, 6509, 4734, 438, 220, 17, 13, 2055, 582, 646, 2968, 81163, 36, 284, 220, 18, 13, 22, 16, 17568, 16, 15, 87210, 17, 18, 92, 619, 382, 3983, 807, 2578, 1366, 4734, 7493, 25, 81163, 36, 284, 342, 643, 32883, 1668, 425, 284, 220, 17, 353, 220, 24, 13, 17, 22, 68, 12, 17, 19, 353, 220, 17, 284, 220, 18, 13, 22, 15, 23, 68, 12, 17, 18, 619, 382, 44500, 1590, 4226, 624, 151668, 198, 785, 9919, 15977, 4802, 44373, 369, 458, 16715, 4152, 311, 1181, 12616, 374, 2661, 553, 1447, 59, 9640, 59, 20277, 468, 284, 342, 643, 1124, 15128, 1668, 425, 198, 59, 2533, 22043, 17767, 70, 643, 284, 220, 17, 59, 701, 1124, 11520, 15128, 1668, 284, 220, 24, 13, 17, 22, 1124, 15136, 220, 16, 15, 87210, 17, 19, 92, 1124, 11, 1124, 1318, 90, 41, 16731, 11035, 701, 323, 17767, 33, 284, 220, 17, 1124, 11, 1124, 1318, 76025, 11035, 18459, 59, 9640, 59, 20277, 468, 284, 220, 17, 1124, 15136, 320, 24, 13, 17, 22, 1124, 15136, 220, 16, 15, 87210, 17, 19, 92, 1124, 11, 1124, 1318, 90, 41, 16731, 5410, 1124, 15136, 220, 17, 1124, 11, 1124, 1318, 76025, 92, 284, 220, 19, 1124, 15136, 220, 24, 13, 17, 22, 1124, 15136, 220, 16, 15, 87210, 17, 19, 92, 1124, 11, 1124, 1318, 90, 41, 92, 284, 220, 18, 13, 22, 15, 23, 1124, 15136, 220, 16, 15, 87210, 17, 18, 92, 1124, 11, 1124, 1318, 90, 41, 27275, 59, 2533, 44500, 11, 279, 4802, 44373, 374, 1124, 11520, 79075, 90, 18, 13, 22, 16, 1124, 15136, 220, 16, 15, 87210, 17, 18, 92, 1124, 11, 1124, 1318, 90, 41, 3417, 57758, 320, 43991, 311, 2326, 5089, 12396, 568, 151645, 198, 151643, 151643, 151643, 151643, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-01-03】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5627><s_c_5244>
【2025-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_5892><s_c_4631>
【2025-02-15】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_3524>
【2025-03-14】
  --:-- [直播-关注] <|living_begin|><s_a_2073><s_b_1557><s_c_5244>
【2025-04-22】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1053><s_c_3503>
【2025-04-23】
  --:-- [商品-购买] <|prod_begin|><s_a_820><s_b_1632><s_c_297>
【2025-04-25】
  --:-- [商品-购买] <|prod_begin|><s_a_3331><s_b_5106><s_c_2973>
【2025-05-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3058><s_b_3790><s_c_2403>
【2025-05-23】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_7869><s_c_5650>
【2025-05-25】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4464><s_c_1570>
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_8002><s_c_3890>
【2025-05-27】
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
【2025-06-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4680><s_b_1808><s_c_5491>
  --:-- [商品-购买] <|prod_begin|><s_a_8191><s_b_5487><s_c_2175>
  --:-- [商品-购买] <|prod_begin|><s_a_1193><s_b_5934><s_c_7783>
【2025-06-14】
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_2919><s_c_7188>
  --:-- [商品-购买] <|prod_begin|><s_a_631><s_b_1834><s_c_81>
【2025-06-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7541><s_b_7043><s_c_1045>
【2025-06-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_3970>
【2025-07-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6609>
【2025-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7765><s_b_5509><s_c_2332>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_2204><s_b_4768><s_c_3253>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_2808><s_c_1322>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2064><s_c_7536>
  --:-- [商品-购买] <|prod_begin|><s_a_4968><s_b_2087><s_c_6291>
【2025-08-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_677>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_4980>
【2025-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_2919><s_c_6993>
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
【2025-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6695><s_b_6652><s_c_4929>
  --:-- [商品-购买] <|prod_begin|><s_a_6972><s_b_4106><s_c_5153>
【2025-09-15】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3280><s_c_2793>
【2025-09-16】
  --:-- [直播-打赏] <|living_begin|><s_a_933><s_b_3898><s_c_2556>
【2025-09-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_8142>
【2025-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_1777><s_c_6256>
  --:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_6180>
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_5719><s_c_3345>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_990><s_b_989><s_c_2639>
【2025-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_990><s_b_63><s_c_7804>
【2025-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_3257>
【2025-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1992><s_b_5549><s_c_6631>
  --:-- [商品-购买] <|prod_begin|><s_a_1798><s_b_2085><s_c_3434>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>
【2025-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_2390><s_c_131>
【2025-11-05】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5244>
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_5340><s_c_2589>
【2025-11-07】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6545><s_c_6653>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1838><s_c_1125>
【2025-11-08】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7047><s_c_3676>
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_2069><s_c_6202>
【2025-11-17】
  --:-- [直播-关注] <|living_begin|><s_a_4566><s_b_7342><s_c_6202>
【2025-11-19】
  --:-- [商品-点击] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
  --:-- [商品-购买] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5956>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5237><s_c_4518>
【2025-11-22】
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_6256>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
  --:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_3894><s_c_366>
  --:-- [商品-点击] <|prod_begin|><s_a_5888><s_b_664><s_c_2998>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_2114><s_c_3568>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_7218><s_c_4920>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_7971><s_c_574>
  --:-- [商品-点击] <|prod_begin|><s_a_820><s_b_5398><s_c_4368>
  --:-- [商品-点击] <|prod_begin|><s_a_1604><s_b_6641><s_c_1291>
  --:-- [商品-点击] <|prod_begin|><s_a_996><s_b_3645><s_c_7703>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-23】
  --:-- [商品-点击] <|prod_begin|><s_a_4368><s_b_2958><s_c_3335>
  --:-- [商品-点击] <|prod_begin|><s_a_5578><s_b_5487><s_c_7405>
  --:-- [商品-点击] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
  --:-- [商品-点击] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_1808><s_c_297>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_132><s_c_1561>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
  --:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-25】
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
【2025-11-28】
  --:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
【2025-11-30】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_4459>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1275><s_b_4410><s_c_6278>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_5563>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_602>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_4722>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7548>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_6240>
【2025-12-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-12-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3442>
【2025-12-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_7047><s_c_2309>
【2025-12-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_7342><s_c_3026>
【2025-12-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
【2025-12-20】
  --:-- [直播-打赏] <|living_begin|><s_a_1957><s_b_6039><s_c_909>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_451><s_c_5244>
【2025-12-22】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_6234><s_c_1306>
  --:-- [商品-点击] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
  --:-- [商品-购买] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
【2025-12-28】
  --:-- [商品-点击] <|prod_begin|><s_a_6695><s_b_2390><s_c_5215>
【2025-12-31】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4323><s_c_6202>
【2026-01-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_7342><s_c_4771>
【2026-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6202>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2026-01-04】
  06:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_6857>
  09:08 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
  18:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_558><s_c_5563>
【2026-01-05】
  03:43 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_1659>
  04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1335>
  05:08 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  13:13 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7638>
  15:30 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_7548>
  17:25 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_4636>
  17:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1178>
【2026-01-06】
  04:53 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6782><s_c_6240>
  23:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
【2026-01-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4208>
  10:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5687>
  17:25 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1246>
  17:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_5776>
【2026-01-08】
  03:27 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_2919><s_c_7188>
  16:22 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4595>
  16:32 [广告-点击] <|ad_begin|><s_a_2692><s_b_5511><s_c_1170>
  16:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
  16:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
  19:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
  19:38 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_7052><s_c_2784>
  02:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
  02:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
  09:06 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
  09:06 [广告-点击] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
  --:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_7727><s_c_7742>
【2026-01-10】
  03:02 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
  03:02 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
  03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3775>
  05:07 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_3026>
  05:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  05:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  08:07 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
  08:07 [广告-点击] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
  08:15 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
  08:15 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
  08:31 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
  08:31 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
  09:01 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
  09:01 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
  16:06 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
  16:06 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
  17:42 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
  17:42 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
  17:52 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2194>
  18:04 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  18:04 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
【2026-01-11】
  04:38 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
  04:38 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
【2026-01-12】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_2803>
  06:35 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
  06:35 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
  15:36 [广告-点击] <|ad_begin|><s_a_1474><s_b_5511><s_c_4724>
【2026-01-13】
  03:09 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  03:09 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  04:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
  04:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
  08:28 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  08:28 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  09:54 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
  09:54 [广告-点击] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
  11:11 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  11:11 [广告-点击] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  13:18 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
  13:18 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
【2026-01-14】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_5673>
  04:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
  04:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
  10:23 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
  10:23 [广告-点击] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
  17:10 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
  17:10 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
  20:10 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
  20:10 [广告-点击] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
【2026-01-16】
  03:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
  03:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>
【2026-01-18】
  03:11 [广告-点击] <|ad_begin|><s_a_1708><s_b_2485><s_c_3958>
  04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
  04:23 [广告-点击] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
  18:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
  18:31 [广告-点击] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
【2026-01-19】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
  --:-- [商品-点击] <|prod_begin|><s_a_4228><s_b_1392><s_c_724>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_1561><s_b_4358><s_c_2653>
  --:-- [直播-关注] <|living_begin|><s_a_511><s_b_1277><s_c_5563>
  04:13 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_6390>
  18:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
  18:02 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
【2026-01-21】
  03:26 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
  03:26 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
  03:41 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  03:41 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  05:41 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
  05:47 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
  05:47 [广告-点击] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
  09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
  09:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
  09:29 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
  09:29 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
  09:43 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
  09:43 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
  17:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
  17:29 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
【2026-01-22】
  11:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_6358><s_c_7552>
  --:-- [商品-点击] <|prod_begin|><s_a_8051><s_b_6384><s_c_3345>
  --:-- [商品-点击] <|prod_begin|><s_a_731><s_b_2095><s_c_1247>
  14:08 [视频-点赞/长播] <|video_begin|><s_a_4505><s_b_3586><s_c_2401>
  18:03 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3402>
  18:10 [视频-点赞/长播] <|video_begin|><s_a_7715><s_b_4120><s_c_6341>
【2026-01-23】
  04:00 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1916><s_c_728>
  07:08 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
  07:08 [广告-点击] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7047><s_c_3026>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6848><s_c_4318>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_1707>
  11:35 [广告-深度转化] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
  11:35 [广告-点击] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
  14:48 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
  15:48 [视频-点赞/长播] <|video_begin|><s_a_1585><s_b_5237><s_c_6390>
【2026-01-24】
  03:05 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
  03:05 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_338><s_c_5353>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  --:-- [商品-购买] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  15:16 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7342><s_c_6940>
  15:16 [视频-点赞/长播] <|video_begin|><s_a_1651><s_b_697><s_c_7037>
【2026-01-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_6757>
  06:42 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_6737>
  09:07 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_480>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
  15:37 [视频-浏览] <|video_begin|><s_a_6904><s_b_7870><s_c_6805>
  17:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
  17:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
  21:19 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6185>
【2026-01-26】
  07:11 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_3878>
  10:08 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
  10:08 [广告-点击] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
  15:55 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_1025><s_c_6805>
  18:08 [视频-点赞/长播] <|video_begin|><s_a_1607><s_b_8008><s_c_3589>
  18:10 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_8179><s_c_7548>
  18:14 [视频-评论/点赞/长播] <|video_begin|><s_a_7771><s_b_7756><s_c_6185>
  19:26 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  19:26 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_3395>
  03:35 [视频-浏览] <|video_begin|><s_a_3396><s_b_915><s_c_7635>
  09:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
  15:10 [视频-点赞/长播] <|video_begin|><s_a_2853><s_b_4059><s_c_237>
  15:10 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_7877><s_c_1457>
  16:20 [视频-点赞/长播] <|video_begin|><s_a_8187><s_b_850><s_c_7172>
【2026-01-28】
  03:29 [视频-浏览] <|video_begin|><s_a_116><s_b_7493><s_c_1009>
  03:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
  03:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
  04:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
  04:05 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
  07:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
  07:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_5916>
  14:19 [视频-点赞/长播] <|video_begin|><s_a_6132><s_b_3068><s_c_3352>
【2026-01-29】
  03:06 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_6123><s_c_4636>
  03:24 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_5647><s_c_1128>
  10:36 [视频-关注/长播] <|video_begin|><s_a_3667><s_b_4087><s_c_1476>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_2828><s_b_759><s_c_7127>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3006><s_c_2049>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
  13:23 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_6358><s_c_5988>
  15:52 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_6519><s_c_4726>
  17:53 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_7>
  20:59 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
  21:13 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4949><s_c_7970>
  22:48 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
  23:03 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_325><s_c_8057>
  23:17 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_7571><s_c_2224>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
  04:00 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7047><s_c_2925>
  04:11 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_434><s_c_5988>
  04:26 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7879>
  10:51 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_7756><s_c_5890>
  10:55 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3898><s_c_4345>
  --:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_6652><s_c_6073>
  17:48 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_4949><s_c_2551>
  17:58 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
  17:58 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
【2026-01-31】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_6039><s_c_1662>
  03:37 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_6057>
  03:52 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  03:52 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  12:35 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6848><s_c_7548>
  12:35 [视频-点赞/长播] <|video_begin|><s_a_5470><s_b_6358><s_c_516>
  18:20 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
  18:20 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
  18:39 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_3348><s_c_1471>
  18:50 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
  18:50 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
  19:31 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_5511><s_c_607>
  19:40 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_4746><s_c_6848>
【2026-02-01】
  06:11 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
  06:11 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
  15:14 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
  15:14 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
  15:44 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3775>
  16:27 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7554><s_c_4699>
  16:27 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_5237><s_c_1039>
  18:07 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7756><s_c_943>
  18:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  18:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  21:04 [广告-点击] <|ad_begin|><s_a_786><s_b_2854><s_c_3003>
【2026-02-02】
  18:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_8179><s_c_1707>
  19:11 [视频-点赞/长播] <|video_begin|><s_a_7159><s_b_7109><s_c_4467>
【2026-02-03】
  02:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
  02:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
  03:17 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_8134><s_c_5673>
  03:20 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_5647><s_c_40>
  08:46 [视频-长播] <|video_begin|><s_a_7830><s_b_423><s_c_6154>
  08:46 [视频-长播] <|video_begin|><s_a_5843><s_b_6091><s_c_499>
  09:27 [视频-长播] <|video_begin|><s_a_148><s_b_6973><s_c_967>
  12:34 [视频-长播] <|video_begin|><s_a_532><s_b_6848><s_c_6767>
  13:31 [视频-长播] <|video_begin|><s_a_7830><s_b_6358><s_c_6973>
  13:31 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_7951>
  13:31 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_294>
  13:36 [视频-长播] <|video_begin|><s_a_5910><s_b_8024><s_c_4277>
  13:36 [视频-长播] <|video_begin|><s_a_2080><s_b_5511><s_c_6848>
  13:36 [视频-长播] <|video_begin|><s_a_1640><s_b_2906><s_c_2530>
  13:39 [视频-长播] <|video_begin|><s_a_1469><s_b_6844><s_c_7605>
  13:39 [视频-长播] <|video_begin|><s_a_3510><s_b_4746><s_c_3670>
  14:58 [视频-长播] <|video_begin|><s_a_1106><s_b_1994><s_c_4512>
  14:58 [视频-长播] <|video_begin|><s_a_5144><s_b_7047><s_c_2661>
  15:12 [视频-点赞/长播] <|video_begin|><s_a_7133><s_b_3059><s_c_2807>
【2026-02-04】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7047><s_c_2298>
  01:56 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_6833>
  04:09 [视频-长播] <|video_begin|><s_a_1335><s_b_4350><s_c_7588>
  10:50 [视频-长播] <|video_begin|><s_a_2828><s_b_2221><s_c_5654>
  10:50 [视频-长播] <|video_begin|><s_a_1640><s_b_8049><s_c_7106>
  20:36 [视频-长播] <|video_begin|><s_a_3528><s_b_6234><s_c_5851>
  20:38 [视频-长播] <|video_begin|><s_a_5673><s_b_6435><s_c_4548>
  20:38 [视频-长播] <|video_begin|><s_a_3510><s_b_4509><s_c_7566>
  22:20 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_4932>
  22:28 [视频-长播] <|video_begin|><s_a_457><s_b_6848><s_c_7243>
  22:29 [视频-长播] <|video_begin|><s_a_2134><s_b_6435><s_c_3534>
  22:29 [视频-长播] <|video_begin|><s_a_2562><s_b_6848><s_c_2530>
  22:29 [视频-长播] <|video_begin|><s_a_7879><s_b_7348><s_c_8042>
  22:38 [视频-长播] <|video_begin|><s_a_3532><s_b_6782><s_c_3184>
  22:45 [视频-长播] <|video_begin|><s_a_3091><s_b_7505><s_c_2407>
  23:03 [视频-长播] <|video_begin|><s_a_4024><s_b_7608><s_c_1935>
  23:09 [视频-长播] <|video_begin|><s_a_2194><s_b_7549><s_c_5874>
  23:09 [视频-长播] <|video_begin|><s_a_5863><s_b_2246><s_c_2758>
  23:09 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_7741>
  23:17 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_5452>
  23:22 [视频-长播] <|video_begin|><s_a_1207><s_b_5419><s_c_853>
  23:22 [视频-长播] <|video_begin|><s_a_575><s_b_5200><s_c_6222>
  23:28 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_5749>
  23:28 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_1451>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_7124>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_3777>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_7261><s_c_1148>
【2026-02-05】
  04:48 [视频-长播] <|video_begin|><s_a_1274><s_b_5511><s_c_2057>
  05:02 [视频-长播] <|video_begin|><s_a_3430><s_b_4508><s_c_8091>
  11:21 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7756><s_c_2123>
  13:00 [视频-长播] <|video_begin|><s_a_4036><s_b_697><s_c_7970>
  13:00 [视频-长播] <|video_begin|><s_a_3510><s_b_5647><s_c_7378>
  14:23 [视频-长播] <|video_begin|><s_a_16><s_b_5119><s_c_4932>
  14:24 [视频-长播] <|video_begin|><s_a_732><s_b_697><s_c_7548>
  14:24 [视频-长播] <|video_begin|><s_a_410><s_b_5241><s_c_1377>
  14:24 [视频-长播] <|video_begin|><s_a_7738><s_b_4275><s_c_6978>
  14:25 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_6531>
  15:48 [视频-长播] <|video_begin|><s_a_5144><s_b_5336><s_c_5713>
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心逻辑要求（递进性准则）：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在相同主题类目下，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：从地域偏好到特定风物特产的兴趣收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从地域偏好到特定风物特产的兴趣收敛",
    "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"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从地域偏好到特定风物特产的兴趣收敛", "events": [{"date": "2025-11-21", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>", "logic": "兴趣沉浸：在长达数月对云南主播（尤其是临沧地区）的持续关注和互动中，不断被动接收地域文化和生活方式信息，形成对“云南”的深度情感连接和认知背景。"}, {"date": "2025-10-27", "action": "[商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>", "logic": "行为转化：基于对云南文化的长期兴趣，首次将线上情感消费（打赏/关注）转化为对具体地域风物（傣味腌菜）的实体消费尝试，实现了从“云体验”到“实体感知”的跨越。"}, {"date": "2026-01-17", "action": "[商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>", "logic": "兴趣聚焦与收敛：用户的兴趣点从泛化的“云南特产”进一步收敛到更具体的地理单元“永德县”（临沧市下辖县）。这表明用户不再满足于宽泛的地域标签，而是基于已有的认知（可能源于直播内容），开始对特定子区域的标志性产品进行精准探索，体现了认知地图的精细化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_4763><s_c_7586>
【2024-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5270><s_c_7599>
【2024-11-04】
  --:-- [商品-购买] <|prod_begin|><s_a_3831><s_b_6092><s_c_6995>
【2024-11-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_7178><s_c_6582>
【2024-12-27】
  --:-- [商品-购买] <|prod_begin|><s_a_2639><s_b_4618><s_c_1061>
【2025-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_2661><s_b_2916><s_c_968>
【2025-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_4516><s_c_4481>
【2025-01-17】
  --:-- [商品-购买] <|prod_begin|><s_a_3850><s_b_6454><s_c_8023>
【2025-05-02】
  --:-- [直播-打赏] <|living_begin|><s_a_3460><s_b_1910><s_c_4805>
【2025-05-07】
  --:-- [商品-购买] <|prod_begin|><s_a_4009><s_b_4391><s_c_5485>
【2025-05-17】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_7014>
【2025-07-07】
  --:-- [直播-关注] <|living_begin|><s_a_2073><s_b_765><s_c_1386>
【2025-07-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7052><s_c_4724>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3676>
【2025-07-16】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_7502>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_6525><s_c_7754>
【2025-07-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3898><s_c_7616>
【2025-07-18】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_624><s_c_5432>
【2025-07-19】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_1234>
【2025-07-21】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6758>
【2025-07-22】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4252><s_c_5452>
【2025-07-26】
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_4043>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5518>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_209><s_b_6788><s_c_3038>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2087><s_c_4209>
【2025-07-28】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3815><s_c_439>
【2025-07-31】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_909>
【2025-08-02】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_56><s_c_3970>
【2025-08-04】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1901>
【2025-08-14】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1362><s_c_4987>
【2025-08-19】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2221><s_c_4467>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_6611>
【2025-08-22】
  --:-- [商品-购买] <|prod_begin|><s_a_5944><s_b_2010><s_c_3450>
  --:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2098><s_c_1703>
【2025-08-23】
  --:-- [商品-购买] <|prod_begin|><s_a_307><s_b_4962><s_c_5981>
  --:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_5658><s_c_6555>
【2025-08-25】
  --:-- [直播-关注] <|living_begin|><s_a_7146><s_b_697><s_c_6609>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3501>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6509>
【2025-08-29】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_2809><s_c_4053>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-08-30】
  --:-- [直播-关注] <|living_begin|><s_a_6136><s_b_3722><s_c_20>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4879><s_c_5452>
【2025-08-31】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3791><s_c_536>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4185><s_c_594>
【2025-09-04】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6058><s_c_875>
【2025-09-05】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1590><s_c_4315>
  --:-- [商品-购买] <|prod_begin|><s_a_4732><s_b_2498><s_c_5135>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4430><s_c_2028>
【2025-09-08】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_2403>
【2025-09-16】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
【2025-09-23】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5145><s_c_6202>
【2025-10-01】
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
【2025-10-15】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_1313><s_c_1613>
【2025-10-27】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_35>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5961><s_c_2793>
【2025-10-28】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2025-10-31】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4976><s_c_7794>
【2025-11-21】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_3803><s_c_4586>
【2025-12-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5956>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_875>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_5379><s_b_2687><s_c_495>
【2025-12-27】
  02:54 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_581><s_c_4978>
  03:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2370>
  05:26 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6544><s_c_6227>
  08:33 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_1029><s_c_4625>
  10:03 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2737><s_c_4636>
  11:52 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7180><s_c_4636>
  14:53 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7180>
【2025-12-29】
  10:01 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_113>
【2025-12-31】
  00:29 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
  00:40 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
【2026-01-02】
  09:50 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_1322>
  11:58 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3476>
【2026-01-03】
  11:44 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1322>
  12:09 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_414><s_c_2988>
  16:00 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1206><s_c_3998>
  17:05 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_3193><s_c_7449>
【2026-01-04】
  11:29 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1141><s_c_2370>
  13:22 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5200><s_c_5563>
  16:14 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_5339><s_c_6313>
  17:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
【2026-01-05】
  10:44 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2370>
  13:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_1935>
【2026-01-06】
  06:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7665><s_c_1659>
  18:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_191>
  19:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1368>
  19:41 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7608><s_c_5554>
【2026-01-07】
  01:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6776><s_c_4879>
  13:47 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_2737><s_c_143>
【2026-01-08】
  05:04 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_5267>
  16:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_3713><s_b_7342><s_c_2513>
  08:15 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_6879>
  08:30 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5840><s_c_597>
【2026-01-11】
  02:48 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
【2026-01-12】
  06:12 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1141><s_c_3877>
  08:20 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5073>
【2026-01-13】
  05:16 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6519><s_c_2568>
  08:17 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_1206><s_c_7003>
  12:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  12:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  13:24 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
  13:24 [广告-点击] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
【2026-01-14】
  05:47 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
  05:47 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
  06:32 [广告-深度转化] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
  06:32 [广告-点击] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
  11:54 [广告-点击] <|ad_begin|><s_a_6921><s_b_1141><s_c_4923>
  12:11 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
  12:11 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
  12:43 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
  14:28 [广告-点击] <|ad_begin|><s_a_3738><s_b_839><s_c_3501>
【2026-01-15】
  03:23 [广告-点击] <|ad_begin|><s_a_7075><s_b_3932><s_c_1284>
  13:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
  13:04 [广告-点击] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
【2026-01-16】
  04:24 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
  04:24 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
  07:37 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
  07:37 [广告-点击] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
  16:20 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
  16:20 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
  20:35 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
【2026-01-17】
  01:27 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
  01:27 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
  03:32 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
  03:32 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
  05:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
  05:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
  07:13 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
  07:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
  13:13 [广告-点击] <|ad_begin|><s_a_1351><s_b_1277><s_c_842>
  13:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
  13:33 [广告-点击] <|ad_begin|><s_a_5687><s_b_7498><s_c_141>
  14:47 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
  14:47 [广告-点击] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
【2026-01-18】
  08:11 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
  08:11 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
  09:23 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
【2026-01-19】
  11:47 [广告-点击] <|ad_begin|><s_a_7931><s_b_1206><s_c_7548>
  13:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
  13:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
【2026-01-20】
  04:07 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
  04:07 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
【2026-01-21】
  15:51 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
  15:51 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
【2026-01-22】
  00:28 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
  00:28 [广告-点击] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
  01:22 [广告-点击] <|ad_begin|><s_a_1754><s_b_3518><s_c_4742>
  04:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
  04:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
  04:51 [广告-点击] <|ad_begin|><s_a_5555><s_b_1141><s_c_7449>
【2026-01-23】
  03:41 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
  14:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3594><s_c_5609>
  17:44 [广告-点击] <|ad_begin|><s_a_562><s_b_1717><s_c_1009>
  20:38 [广告-点击] <|ad_begin|><s_a_2470><s_b_5074><s_c_5952>
【2026-01-24】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
  07:31 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3026>
  08:02 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
  08:02 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
  08:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_7671>
  12:37 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  15:07 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
  15:07 [广告-点击] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
  15:24 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
【2026-01-25】
  04:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
  23:17 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
【2026-01-26】
  07:12 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
  07:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
  07:36 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
  07:36 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
  12:35 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
  12:35 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
  18:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
  18:12 [广告-点击] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_3340><s_c_1342>
  --:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_2237><s_c_4277>
  --:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_200><s_c_2035>
  --:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_5590><s_c_6542>
  09:33 [广告-深度转化] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
  09:33 [广告-点击] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
  12:33 [广告-点击] <|ad_begin|><s_a_2899><s_b_3193><s_c_3402>
  16:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_1277><s_c_5964>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_7537><s_c_1167>
  --:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
  13:03 [广告-点击] <|ad_begin|><s_a_7374><s_b_4497><s_c_439>
  14:27 [视频-评论/长播] <|video_begin|><s_a_7729><s_b_2200><s_c_535>
  15:32 [视频-评论/长播] <|video_begin|><s_a_6258><s_b_6924><s_c_4654>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6194><s_c_642>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3147><s_c_5434>
  --:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2448><s_c_912>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_6351><s_c_6777>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_7251>
  07:03 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
  07:03 [广告-点击] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
  15:12 [视频-评论/长播] <|video_begin|><s_a_5720><s_b_7762><s_c_71>
  15:16 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3898><s_c_3115>
  16:05 [视频-评论/长播] <|video_begin|><s_a_6697><s_b_4688><s_c_2788>
  16:13 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_3472><s_c_1321>
  16:24 [广告-点击] <|ad_begin|><s_a_8127><s_b_8058><s_c_2568>
  17:46 [视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5963><s_c_3909>
  --:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5658><s_c_2237>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2572><s_c_4908>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1966><s_c_5540>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3378><s_c_1164>
  04:18 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_2678>
【2026-01-31】
  05:00 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
  05:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
  11:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_6170>
  14:54 [视频-转发/长播] <|video_begin|><s_a_2616><s_b_3417><s_c_7684>
  17:10 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_4311>
  17:11 [视频-评论/长播] <|video_begin|><s_a_16><s_b_7549><s_c_1004>
  17:40 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
【2026-02-01】
  00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
  02:09 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_6436><s_c_7076>
  02:16 [视频-评论/长播] <|video_begin|><s_a_4113><s_b_5647><s_c_7241>
  --:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_2752><s_c_3965>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5348><s_c_7506>
  04:30 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_7566>
  04:44 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
  04:44 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
  11:55 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_1315>
  14:57 [视频-转发/点赞/长播] <|video_begin|><s_a_4684><s_b_6436><s_c_2344>
  19:22 [视频-评论/长播] <|video_begin|><s_a_5741><s_b_4932><s_c_1403>
【2026-02-02】
  01:19 [视频-评论/长播] <|video_begin|><s_a_488><s_b_4879><s_c_5657>
  01:47 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_7894><s_c_7452>
  --:-- [商品-点击] <|prod_begin|><s_a_102><s_b_6160><s_c_7486>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6158><s_c_6608>
  --:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_3471><s_c_4856>
  --:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_5246>
  05:25 [视频-评论/长播] <|video_begin|><s_a_457><s_b_6400><s_c_5737>
  05:40 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1552>
  05:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_800><s_c_2262>
  07:03 [广告-点击] <|ad_begin|><s_a_3001><s_b_4753><s_c_3447>
  07:47 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_3902><s_c_7899>
  08:10 [视频-评论/长播] <|video_begin|><s_a_3026><s_b_2817><s_c_2661>
  12:04 [视频-评论/长播] <|video_begin|><s_a_5146><s_b_59><s_c_7790>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_1226><s_c_3207>
  --:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_1395><s_c_4085>
  --:-- [商品-点击] <|prod_begin|><s_a_1263><s_b_1966><s_c_3797>
  06:37 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_6436><s_c_1535>
  06:47 [视频-浏览] <|video_begin|><s_a_5144><s_b_6436><s_c_2693>
  06:54 [视频-评论/长播] <|video_begin|><s_a_892><s_b_988><s_c_2568>
  07:01 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_7257>
  12:33 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
  12:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
  12:57 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
  12:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
  13:23 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_7549><s_c_3116>
  14:47 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_8008><s_c_6185>
  15:20 [视频-评论/长播] <|video_begin|><s_a_457><s_b_4410><s_c_7601>
  16:58 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6006><s_c_6185>
  17:21 [视频-评论/长播] <|video_begin|><s_a_457><s_b_3193><s_c_5679>
  17:39 [视频-浏览] <|video_begin|><s_a_5023><s_b_6436><s_c_3330>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_4072><s_c_5975>
  --:-- [商品-点击] <|prod_begin|><s_a_6634><s_b_1991><s_c_6005>
  --:-- [商品-点击] <|prod_begin|><s_a_6148><s_b_4975><s_c_7297>
  --:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_689><s_c_81>
  --:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_1700><s_c_1609>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_5755><s_b_4150><s_c_4244>
  --:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_5487><s_c_6981>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
  --:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_4692><s_c_234>
  --:-- [商品-点击] <|prod_begin|><s_a_7772><s_b_3297><s_c_5785>
  --:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_326><s_c_4886>
  20:43 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7586>
  20:53 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_2568>
  21:10 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_2419><s_c_5209>
  21:18 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6761><s_c_4247>
  21:25 [视频-评论/长播] <|video_begin|><s_a_2080><s_b_7164><s_c_2447>
  21:35 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6051><s_c_2425>
  21:39 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_4548>
  21:44 [视频-评论/长播] <|video_begin|><s_a_3363><s_b_6436><s_c_5928>
  21:52 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_6436><s_c_967>
  21:52 [视频-评论/长播] <|video_begin|><s_a_4284><s_b_4939><s_c_6185>
  21:59 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_853>
  22:12 [视频-评论/长播] <|video_begin|><s_a_6776><s_b_2919><s_c_2768>
  23:19 [广告-点击] <|ad_begin|><s_a_1726><s_b_6432><s_c_3777>
  23:52 [视频-浏览] <|video_begin|><s_a_5555><s_b_2799><s_c_6547>
【2026-02-05】
  00:37 [视频-长播] <|video_begin|><s_a_5903><s_b_8008><s_c_7899>
  00:41 [视频-长播] <|video_begin|><s_a_1336><s_b_4508><s_c_77>
  00:41 [视频-长播] <|video_begin|><s_a_8127><s_b_4496><s_c_4373>
  00:41 [视频-长播] <|video_begin|><s_a_3766><s_b_3417><s_c_6379>
  01:08 [视频-收藏/长播] <|video_begin|><s_a_3095><s_b_6726><s_c_7187>
  01:25 [视频-长播] <|video_begin|><s_a_5903><s_b_6442><s_c_1939>
  01:31 [视频-长播] <|video_begin|><s_a_7328><s_b_5714><s_c_499>
  01:31 [视频-长播] <|video_begin|><s_a_2058><s_b_1292><s_c_853>
  01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_4125><s_c_4451>
  01:38 [视频-长播] <|video_begin|><s_a_3431><s_b_7684><s_c_359>
  01:38 [视频-长播] <|video_begin|><s_a_6442><s_b_1284><s_c_1658>
  01:54 [视频-评论/长播] <|video_begin|><s_a_532><s_b_978><s_c_814>
  01:54 [视频-长播] <|video_begin|><s_a_7130><s_b_4932><s_c_6767>
  01:54 [视频-长播] <|video_begin|><s_a_3115><s_b_4932><s_c_2913>
  02:06 [视频-评论/长播] <|video_begin|><s_a_1210><s_b_8024><s_c_7598>
  02:06 [视频-长播] <|video_begin|><s_a_4598><s_b_6761><s_c_2398>
  02:16 [视频-评论/长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
  02:25 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6730><s_c_47>
  02:25 [视频-长播] <|video_begin|><s_a_5146><s_b_1190><s_c_4923>
  02:25 [视频-长播] <|video_begin|><s_a_2051><s_b_7337><s_c_7073>
  02:30 [视频-长播] <|video_begin|><s_a_6594><s_b_978><s_c_2530>
  02:40 [视频-长播] <|video_begin|><s_a_6219><s_b_7386><s_c_2298>
  02:43 [视频-长播] <|video_begin|><s_a_5720><s_b_5511><s_c_677>
  02:43 [视频-长播] <|video_begin|><s_a_5568><s_b_1292><s_c_6379>
  02:47 [视频-长播] <|video_begin|><s_a_2015><s_b_3873><s_c_6509>
  02:51 [视频-评论/长播] <|video_begin|><s_a_5134><s_b_1411><s_c_3716>
  03:11 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_4944><s_c_7899>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_2469><s_c_6795>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_6358><s_c_7329>
  --:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
  --:-- [商品-点击] <|prod_begin|><s_a_4048><s_b_206><s_c_4393>
  03:32 [视频-长播] <|video_begin|><s_a_757><s_b_177><s_c_6047>
  03:32 [视频-长播] <|video_begin|><s_a_2367><s_b_6442><s_c_7390>
  03:37 [视频-长播] <|video_begin|><s_a_2367><s_b_5511><s_c_7390>
  03:55 [视频-长播] <|video_begin|><s_a_4367><s_b_6358><s_c_5641>
  03:55 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_696>
  04:01 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_4252><s_c_7754>
  04:01 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_4746><s_c_2912>
  04:01 [视频-长播] <|video_begin|><s_a_4540><s_b_5676><s_c_1933>
  04:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
  04:09 [视频-长播] <|video_begin|><s_a_4615><s_b_1292><s_c_441>
  04:17 [视频-长播] <|video_begin|><s_a_3689><s_b_2737><s_c_4629>
  04:53 [视频-长播] <|video_begin|><s_a_7562><s_b_3235><s_c_638>
  04:53 [视频-长播] <|video_begin|><s_a_4392><s_b_2817><s_c_3171>
  05:45 [视频-长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
  05:59 [视频-长播] <|video_begin|><s_a_3738><s_b_6234><s_c_1178>
  05:59 [视频-长播] <|video_begin|><s_a_3001><s_b_3063><s_c_5563>
  05:59 [视频-长播] <|video_begin|><s_a_6704><s_b_5714><s_c_6674>
  06:13 [视频-长播] <|video_begin|><s_a_4615><s_b_5797><s_c_6962>
  06:13 [视频-长播] <|video_begin|><s_a_148><s_b_434><s_c_25>
  06:32 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_7493><s_c_6707>
  06:32 [视频-长播] <|video_begin|><s_a_2015><s_b_1799><s_c_7315>
  06:39 [视频-长播] <|video_begin|><s_a_1853><s_b_4246><s_c_2070>
  06:45 [视频-长播] <|video_begin|><s_a_3738><s_b_1206><s_c_3026>
  07:01 [视频-长播] <|video_begin|><s_a_5903><s_b_5797><s_c_6873>
  07:01 [视频-长播] <|video_begin|><s_a_2015><s_b_978><s_c_4636>
  07:07 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4595>
  07:07 [视频-长播] <|video_begin|><s_a_942><s_b_4746><s_c_5737>
  07:22 [视频-长播] <|video_begin|><s_a_4615><s_b_1795><s_c_2693>
  07:22 [视频-长播] <|video_begin|><s_a_6604><s_b_7344><s_c_406>
  07:22 [视频-长播] <|video_begin|><s_a_3935><s_b_850><s_c_3775>
  07:34 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_978><s_c_1118>
  07:34 [视频-长播] <|video_begin|><s_a_2411><s_b_7337><s_c_6032>
  07:34 [视频-长播] <|video_begin|><s_a_892><s_b_6436><s_c_7456>
  07:41 [视频-长播] <|video_begin|><s_a_4615><s_b_3235><s_c_4712>
  07:41 [视频-长播] <|video_begin|><s_a_1781><s_b_5200><s_c_7420>
  07:57 [视频-长播] <|video_begin|><s_a_7453><s_b_5216><s_c_4221>
  07:57 [视频-长播] <|video_begin|><s_a_7385><s_b_3731><s_c_47>
  08:10 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1265>
  13:01 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
  13:01 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心逻辑要求（递进性准则）：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
2.兴趣因果递进：交互 B 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
请根据以下主题提取行为逻辑链：
主题：从被动接收信息到主动探索知识的兴趣演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收信息到主动探索知识的兴趣演化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain":{"name":"从被动接收信息到主动探索知识的兴趣演化","events":[{"date":"2026-01-26","action":"[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>","logic":"初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"},{"date":"2026-01-29","action":"[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>","logic":"行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-04-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_5968>
【2024-04-24】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7687><s_c_6618>
【2024-04-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1037><s_c_5000>
【2024-04-27】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2339><s_c_2264>
【2024-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_5649><s_c_2773>
【2024-06-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_6243><s_c_1250>
【2024-08-30】
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
【2024-09-16】
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
【2024-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_3405><s_c_3080>
【2024-10-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4839><s_c_8116>
【2024-10-11】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2024-10-24】
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2327><s_c_2533>
【2024-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
【2024-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4975><s_c_3419>
【2024-12-15】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_5369><s_c_1644>
【2024-12-21】
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5576><s_c_5417>
【2024-12-22】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_160><s_c_1495>
【2025-02-07】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_6524>
【2025-02-10】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_3206><s_c_7366>
【2025-02-17】
  --:-- [商品-购买] <|prod_begin|><s_a_8180><s_b_989><s_c_7807>
【2025-03-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6398><s_b_5852><s_c_4817>
【2025-03-20】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_6434><s_c_5688>
【2025-04-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4692><s_c_6653>
【2025-04-13】
  --:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_5893><s_c_2006>
【2025-04-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_2114><s_c_4502>
【2025-04-26】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3037><s_c_6065>
【2025-04-27】
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5638><s_c_5413>
【2025-05-01】
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5638><s_c_5413>
【2025-05-21】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_2428><s_c_4822>
【2025-06-13】
  --:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_5050><s_c_4626>
【2025-07-30】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5176><s_c_1640>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4356><s_c_6409>
【2025-08-21】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_6138><s_c_1882>
【2025-09-03】
  --:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
【2025-09-06】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5699><s_c_5650>
【2025-09-14】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3380><s_c_5563>
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_1715><s_c_3720>
【2025-09-16】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_2828><s_c_925>
【2025-10-04】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_2357><s_c_6416>
【2025-10-08】
  --:-- [直播-关注] <|living_begin|><s_a_464><s_b_6234><s_c_1368>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1747><s_c_1125>
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_567>
【2025-10-17】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4849>
【2025-10-18】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_481><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_8049><s_c_846>
【2025-10-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3952><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
  --:-- [商品-购买] <|prod_begin|><s_a_8007><s_b_1751><s_c_4822>
【2025-10-20】
  --:-- [直播-关注] <|living_begin|><s_a_3241><s_b_5693><s_c_2165>
【2025-10-21】
  --:-- [直播-关注] <|living_begin|><s_a_4931><s_b_7495><s_c_5563>
【2025-10-25】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8062><s_c_3676>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_3589>
【2025-10-27】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_449><s_c_47>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_2880>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_3736><s_c_5673>
【2025-11-01】
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_5384><s_c_1306>
  --:-- [直播-关注] <|living_begin|><s_a_3753><s_b_4794><s_c_3038>
  --:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_6932><s_c_1620>
【2025-11-02】
  --:-- [直播-关注] <|living_begin|><s_a_2194><s_b_766><s_c_6278>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5012><s_c_1303>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7186><s_c_1649>
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_2828><s_c_955>
【2025-11-06】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6352><s_c_5962>
【2025-11-08】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_1596><s_c_4742>
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_5131><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_1811><s_c_7319>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3335><s_c_3643>
【2025-11-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7390><s_c_3953>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1435><s_c_2513>
【2025-12-01】
  --:-- [直播-关注] <|living_begin|><s_a_7142><s_b_5801><s_c_4909>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_464><s_b_451><s_c_7125>
  --:-- [直播-关注] <|living_begin|><s_a_6704><s_b_7342><s_c_6310>
【2025-12-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_6820><s_c_2658>
【2025-12-22】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5727><s_c_3501>
【2025-12-23】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_5231><s_c_5563>
【2025-12-25】
  --:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_439>
【2025-12-28】
  --:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_3338><s_c_1620>
【2026-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3313><s_c_2298>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7225><s_c_3001>
【2026-01-14】
  08:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_1779><s_c_4479>
【2026-01-15】
  10:31 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2118>
  12:30 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_1519><s_c_7548>
  13:04 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_4746><s_c_1119>
【2026-01-16】
  01:48 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
  07:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_1206><s_c_2370>
  11:51 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_2960><s_c_5563>
【2026-01-17】
  08:58 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_2740>
  18:26 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_6621>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5489><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_7144><s_c_3953>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2820>
  01:12 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_5511><s_c_7726>
  03:55 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_7180><s_c_141>
  05:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1288><s_c_6390>
  --:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_6352><s_c_4102>
  --:-- [商品-点击] <|prod_begin|><s_a_8099><s_b_4782><s_c_6673>
  --:-- [商品-点击] <|prod_begin|><s_a_7859><s_b_1435><s_c_5689>
  --:-- [商品-点击] <|prod_begin|><s_a_6432><s_b_4613><s_c_5104>
  10:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4032>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_502><s_b_6820><s_c_4849>
  18:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  18:28 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1411><s_c_2038>
  18:33 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_4599>
  19:14 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_7333><s_c_141>
  21:20 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4944><s_c_6240>
【2026-01-20】
  02:02 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_1519><s_c_4586>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1290><s_c_6326>
  --:-- [商品-点击] <|prod_begin|><s_a_8007><s_b_3335><s_c_1125>
  --:-- [商品-点击] <|prod_begin|><s_a_5692><s_b_7227><s_c_7603>
  --:-- [商品-点击] <|prod_begin|><s_a_1653><s_b_6352><s_c_3311>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3840><s_c_4822>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6434><s_c_1241>
  06:01 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6642><s_c_1614>
【2026-01-21】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_557>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2008><s_c_6940>
  04:07 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_706>
  --:-- [商品-点击] <|prod_begin|><s_a_5278><s_b_2188><s_c_4422>
  --:-- [商品-点击] <|prod_begin|><s_a_210><s_b_3297><s_c_4657>
  --:-- [商品-点击] <|prod_begin|><s_a_4421><s_b_5426><s_c_3296>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
  06:36 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1952><s_c_5563>
  13:24 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5156>
  13:56 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_6234><s_c_3958>
  17:30 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_6234><s_c_3958>
  17:47 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_7136><s_c_5076>
  19:16 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_7136><s_c_5076>
【2026-01-22】
  00:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_665><s_c_5749>
  03:06 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_4923>
  05:04 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2369>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_4421><s_c_5968>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_746><s_c_8036>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6561><s_c_406>
  --:-- [商品-点击] <|prod_begin|><s_a_7959><s_b_5081><s_c_7673>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_321><s_c_1125>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_1125>
  --:-- [商品-点击] <|prod_begin|><s_a_4509><s_b_5081><s_c_1397>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_746><s_c_3389>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6387><s_c_3265>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
  07:00 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6730><s_c_4636>
  16:48 [广告-深度转化] <|ad_begin|><s_a_3409><s_b_7917><s_c_6486>
  17:55 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2854><s_c_3501>
  21:05 [视频-关注/长播] <|video_begin|><s_a_5288><s_b_5189><s_c_439>
  21:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1206><s_c_1223>
【2026-01-24】
  01:14 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_4173><s_c_1708>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3840><s_c_4822>
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_5543><s_c_406>
  --:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_5619><s_c_6478>
  --:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_5543><s_c_406>
  06:11 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_581><s_c_286>
  07:32 [广告-深度转化] <|ad_begin|><s_a_3536><s_b_1141><s_c_2118>
  20:20 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_6675><s_c_3877>
【2026-01-25】
  04:39 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_665><s_c_7076>
  --:-- [商品-点击] <|prod_begin|><s_a_1524><s_b_5458><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_5219><s_b_5050><s_c_7405>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
  08:30 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_8060><s_c_6171>
  11:38 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_7608><s_c_4636>
  16:38 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
  21:16 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6962>
【2026-01-26】
  --:-- [直播-关注] <|living_begin|><s_a_1140><s_b_7975><s_c_6278>
  00:18 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_1659>
  04:30 [视频-点赞/长播] <|video_begin|><s_a_7714><s_b_6442><s_c_774>
  04:52 [广告-深度转化] <|ad_begin|><s_a_1924><s_b_1471><s_c_4860>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_234><s_c_1038>
  05:42 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_646>
  05:59 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6006><s_c_3261>
  06:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_4479>
  06:58 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4595>
  07:12 [视频-收藏/长播] <|video_begin|><s_a_3996><s_b_5841><s_c_8085>
  10:26 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_3727><s_c_4932>
  10:26 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4932>
  13:24 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_6223>
  13:24 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_6223>
  19:44 [广告-点击] <|ad_begin|><s_a_3014><s_b_1119><s_c_7945>
  19:57 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  19:57 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  20:00 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  20:05 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_7234>
  20:06 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_7234>
  20:15 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6057>
  20:19 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  22:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_4542><s_c_354>
  22:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_4542><s_c_354>
  22:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6057>
  22:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6057>
  23:10 [视频-收藏/长播] <|video_begin|><s_a_2832><s_b_2497><s_c_3363>
【2026-01-27】
  01:11 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2581>
  01:11 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2581>
  02:21 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
  02:28 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1552>
  03:01 [广告-点击] <|ad_begin|><s_a_2038><s_b_5511><s_c_143>
  04:39 [广告-点击] <|ad_begin|><s_a_4403><s_b_5840><s_c_3026>
  05:06 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2826><s_c_4595>
  05:06 [广告-点击] <|ad_begin|><s_a_3091><s_b_2826><s_c_4595>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1959><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1959><s_c_4635>
  06:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
  06:00 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
  09:41 [广告-点击] <|ad_begin|><s_a_3014><s_b_1642><s_c_5402>
  10:15 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1162>
  10:16 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_354>
  15:48 [广告-点击] <|ad_begin|><s_a_7879><s_b_3295><s_c_4147>
  21:44 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3278><s_c_7395>
  21:44 [广告-点击] <|ad_begin|><s_a_2111><s_b_3278><s_c_7395>
  22:25 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_6268>
  22:25 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_3034>
  22:26 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4932>
  22:56 [广告-点击] <|ad_begin|><s_a_1924><s_b_588><s_c_5185>
  23:17 [广告-点击] <|ad_begin|><s_a_2350><s_b_7054><s_c_6379>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_5590><s_c_366>
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_5658><s_c_6718>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_7206><s_c_7132>
  14:02 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3198>
  14:02 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3198>
  19:43 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1595><s_c_3913>
  19:43 [广告-点击] <|ad_begin|><s_a_2111><s_b_1595><s_c_3913>
  20:00 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_2978>
  23:23 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_5518>
【2026-01-29】
  03:48 [广告-点击] <|ad_begin|><s_a_4632><s_b_1595><s_c_809>
  --:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_3857><s_c_2983>
  --:-- [商品-点击] <|prod_begin|><s_a_4383><s_b_6451><s_c_5964>
  19:53 [广告-点击] <|ad_begin|><s_a_3641><s_b_978><s_c_7072>
  19:55 [广告-点击] <|ad_begin|><s_a_2350><s_b_315><s_c_5049>
  19:56 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
【2026-01-30】
  02:23 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4595>
  05:13 [广告-点击] <|ad_begin|><s_a_4157><s_b_4746><s_c_3913>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
  06:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7736><s_c_5911>
  06:13 [广告-点击] <|ad_begin|><s_a_4746><s_b_7736><s_c_5911>
  12:26 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_286>
  12:26 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_286>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_923><s_b_1952><s_c_6239>
  01:52 [视频-转发/长播] <|video_begin|><s_a_6820><s_b_1720><s_c_113>
  04:53 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_1740>
  05:16 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2756>
  05:16 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_2756>
  --:-- [商品-点击] <|prod_begin|><s_a_6089><s_b_6065><s_c_1298>
  14:18 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_4032>
  14:18 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_4032>
  22:33 [广告-点击] <|ad_begin|><s_a_1393><s_b_581><s_c_708>
  23:15 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_2057>
  23:15 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2057>
  23:45 [广告-点击] <|ad_begin|><s_a_6101><s_b_594><s_c_3913>
  23:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_6171>
【2026-02-01】
  01:18 [广告-点击] <|ad_begin|><s_a_4403><s_b_1740><s_c_77>
  03:09 [视频-长播] <|video_begin|><s_a_5591><s_b_33><s_c_8136>
  03:09 [视频-长播] <|video_begin|><s_a_5019><s_b_4953><s_c_6857>
  03:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
  03:26 [广告-点击] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
  11:42 [广告-点击] <|ad_begin|><s_a_805><s_b_697><s_c_7945>
  13:11 [视频-长播] <|video_begin|><s_a_3510><s_b_5270><s_c_7671>
  13:43 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7180><s_c_5061>
  13:43 [广告-点击] <|ad_begin|><s_a_491><s_b_7180><s_c_5061>
  15:09 [视频-长播] <|video_begin|><s_a_6776><s_b_3417><s_c_7622>
  15:13 [视频-长播] <|video_begin|><s_a_2411><s_b_7317><s_c_5055>
  15:13 [视频-长播] <|video_begin|><s_a_4646><s_b_7572><s_c_2070>
  15:23 [视频-长播] <|video_begin|><s_a_264><s_b_1013><s_c_7320>
  15:44 [视频-长播] <|video_begin|><s_a_3600><s_b_6442><s_c_3551>
  15:44 [视频-长播] <|video_begin|><s_a_532><s_b_4508><s_c_8003>
  16:01 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_907>
  16:01 [视频-长播] <|video_begin|><s_a_1427><s_b_3942><s_c_99>
  16:48 [视频-长播] <|video_begin|><s_a_6166><s_b_1669><s_c_7106>
  17:12 [视频-长播] <|video_begin|><s_a_5146><s_b_4291><s_c_1767>
  17:19 [广告-点击] <|ad_begin|><s_a_4157><s_b_6435><s_c_6815>
  18:46 [视频-长播] <|video_begin|><s_a_532><s_b_6442><s_c_6215>
  18:57 [视频-长播] <|video_begin|><s_a_3510><s_b_800><s_c_1148>
  18:57 [视频-长播] <|video_begin|><s_a_2012><s_b_6244><s_c_2921>
  19:10 [视频-长播] <|video_begin|><s_a_5907><s_b_6234><s_c_2425>
  20:44 [视频-长播] <|video_begin|><s_a_6321><s_b_2485><s_c_5553>
  20:52 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_5928>
  20:52 [视频-长播] <|video_begin|><s_a_1427><s_b_1259><s_c_1164>
  21:06 [视频-长播] <|video_begin|><s_a_3510><s_b_800><s_c_5553>
  21:08 [视频-长播] <|video_begin|><s_a_7411><s_b_6234><s_c_1272>
  21:08 [视频-长播] <|video_begin|><s_a_557><s_b_48><s_c_7018>
  23:28 [视频-长播] <|video_begin|><s_a_3510><s_b_1277><s_c_3998>
【2026-02-02】
  01:44 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_4173><s_c_1708>
  01:44 [广告-点击] <|ad_begin|><s_a_3578><s_b_4173><s_c_1708>
  08:51 [视频-长播] <|video_begin|><s_a_5189><s_b_1822><s_c_4636>
  09:03 [视频-长播] <|video_begin|><s_a_7007><s_b_6293><s_c_8010>
  09:03 [视频-长播] <|video_begin|><s_a_6166><s_b_2854><s_c_6973>
【2026-02-03】
  04:09 [视频-长播] <|video_begin|><s_a_5146><s_b_2737><s_c_4923>
  04:21 [视频-长播] <|video_begin|><s_a_4946><s_b_2105><s_c_4790>
  04:46 [视频-长播] <|video_begin|><s_a_2015><s_b_1740><s_c_853>
  05:27 [视频-长播] <|video_begin|><s_a_6846><s_b_1404><s_c_6222>
  09:12 [视频-长播] <|video_begin|><s_a_1427><s_b_19><s_c_7456>
  10:50 [广告-点击] <|ad_begin|><s_a_3047><s_b_3447><s_c_5875>
  11:23 [广告-点击] <|ad_begin|><s_a_1028><s_b_2308><s_c_907>
  12:15 [视频-长播] <|video_begin|><s_a_2012><s_b_7180><s_c_519>
  13:43 [视频-长播] <|video_begin|><s_a_3990><s_b_3589><s_c_7216>
  15:28 [视频-长播] <|video_begin|><s_a_532><s_b_204><s_c_6047>
  15:28 [视频-长播] <|video_begin|><s_a_6474><s_b_5189><s_c_105>
  15:28 [视频-长播] <|video_begin|><s_a_532><s_b_3942><s_c_6047>
  15:28 [视频-点赞/长播] <|video_begin|><s_a_993><s_b_3923><s_c_3968>
  15:35 [视频-长播] <|video_begin|><s_a_6139><s_b_4198><s_c_845>
  15:35 [视频-长播] <|video_begin|><s_a_4946><s_b_7630><s_c_1080>
  15:42 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_5673>
  15:44 [视频-关注/长播] <|video_begin|><s_a_993><s_b_620><s_c_4209>
  16:30 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_6234><s_c_6377>
  16:42 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_3246><s_c_5749>
  16:42 [广告-点击] <|ad_begin|><s_a_6958><s_b_3246><s_c_5749>
  17:10 [广告-点击] <|ad_begin|><s_a_2038><s_b_2308><s_c_3014>
  17:13 [广告-点击] <|ad_begin|><s_a_1883><s_b_2419><s_c_3221>
  17:41 [广告-点击] <|ad_begin|><s_a_3014><s_b_3951><s_c_4318>
  17:48 [广告-点击] <|ad_begin|><s_a_2038><s_b_6047><s_c_2344>
  17:56 [广告-点击] <|ad_begin|><s_a_3014><s_b_3951><s_c_4318>
  17:59 [视频-长播] <|video_begin|><s_a_4946><s_b_7246><s_c_495>
  18:31 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_566><s_c_3026>
  18:31 [广告-点击] <|ad_begin|><s_a_2832><s_b_566><s_c_3026>
  19:25 [视频-长播] <|video_begin|><s_a_876><s_b_8007><s_c_7999>
  23:04 [广告-点击] <|ad_begin|><s_a_5998><s_b_6051><s_c_2756>
【2026-02-04】
  00:27 [视频-长播] <|video_begin|><s_a_6166><s_b_2854><s_c_7106>
  00:54 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_1277><s_c_1649>
  00:54 [广告-点击] <|ad_begin|><s_a_3082><s_b_1277><s_c_1649>
  03:15 [广告-点击] <|ad_begin|><s_a_5998><s_b_6051><s_c_2756>
  03:21 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  19:44 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5776>
  22:55 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_853>
  22:55 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_853>
【2026-02-05】
  02:36 [视频-长播] <|video_begin|><s_a_6820><s_b_6033><s_c_360>
  02:36 [视频-长播] <|video_begin|><s_a_3510><s_b_800><s_c_1740>
  02:43 [视频-长播] <|video_begin|><s_a_3373><s_b_2854><s_c_853>
  02:43 [视频-长播] <|video_begin|><s_a_1883><s_b_7809><s_c_5776>
  03:36 [视频-长播] <|video_begin|><s_a_7879><s_b_5329><s_c_1620>
  10:05 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3834>
  10:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3834>
  12:01 [视频-长播] <|video_begin|><s_a_6166><s_b_1669><s_c_4696>
  12:49 [广告-点击] <|ad_begin|><s_a_6958><s_b_3246><s_c_5749>

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：从泛化养生到聚焦血糖管理的认知收敛

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。

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_2950><s_b_5044><s_c_6524>","<|prod_begin|><s_a_8180><s_b_989><s_c_7807>","<|living_begin|><s_a_6627><s_b_481><s_c_1620>","<|prod_begin|><s_a_8174><s_b_6138><s_c_1882>","<|living_begin|><s_a_2012><s_b_2246><s_c_7951>","<|living_begin|><s_a_3241><s_b_5693><s_c_2165>","<|living_begin|><s_a_375><s_b_3736><s_c_5673>","<|prod_begin|><s_a_2950><s_b_5012><s_c_1303>","<|prod_begin|><s_a_8174><s_b_3335><s_c_3643>","<|living_begin|><s_a_6627><s_b_1435><s_c_2513>","<|prod_begin|><s_a_210><s_b_3297><s_c_4657>","<|video_begin|><s_a_3600><s_b_6442><s_c_3551>","<|video_begin|><s_a_532><s_b_6442><s_c_6215>","<|video_begin|><s_a_2012><s_b_6244><s_c_2921>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-04-04】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_1413><s_c_6278>
【2025-04-15】
  --:-- [直播-关注] <|living_begin|><s_a_5710><s_b_4185><s_c_6278>
【2025-04-21】
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
【2025-04-22】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6891><s_c_3026>
【2025-04-29】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_6278>
【2025-05-07】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3059><s_c_3676>
【2025-06-19】
  --:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_5565><s_c_6500>
【2025-07-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7139><s_b_5840><s_c_7673>
【2025-07-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_1870><s_c_6437>
【2025-07-11】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6426><s_c_7366>
【2025-07-14】
  --:-- [商品-购买] <|prod_begin|><s_a_4447><s_b_1094><s_c_1131>
【2025-07-16】
  --:-- [商品-购买] <|prod_begin|><s_a_1330><s_b_1695><s_c_1841>
  --:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_275><s_c_6361>
【2025-08-01】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_3206><s_c_7373>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5451><s_b_1862><s_c_5389>
【2025-08-07】
  --:-- [商品-购买] <|prod_begin|><s_a_4164><s_b_2148><s_c_4783>
【2025-08-13】
  --:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_8137><s_c_4696>
【2025-08-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_4576><s_c_5440>
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_7178><s_c_3198>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6426><s_c_6498>
  --:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_1671><s_c_2531>
【2025-08-17】
  --:-- [商品-购买] <|prod_begin|><s_a_2737><s_b_4026><s_c_6981>
【2025-08-25】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3538><s_c_6597>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_4975><s_c_398>
【2025-08-29】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5781><s_c_5461>
【2025-08-30】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_7304><s_c_5689>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2498><s_c_2782>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5101><s_c_1938>
  --:-- [商品-购买] <|prod_begin|><s_a_4783><s_b_4223><s_c_1131>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_3248><s_c_5122>
【2025-09-15】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
【2025-09-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_1870><s_c_2199>
【2025-09-24】
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_2428><s_c_8130>
【2025-09-27】
  --:-- [商品-购买] <|prod_begin|><s_a_6354><s_b_6434><s_c_4655>
【2025-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6276><s_b_3416><s_c_6675>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5781><s_c_5461>
【2025-10-23】
  --:-- [商品-购买] <|prod_begin|><s_a_3120><s_b_5426><s_c_3011>
【2025-10-28】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_2849><s_c_5461>
【2025-11-12】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_2849><s_c_5461>
【2025-11-15】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7975><s_c_5273>
【2025-11-19】
  --:-- [直播-关注] <|living_begin|><s_a_4409><s_b_6234><s_c_7548>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_17><s_b_2843><s_c_4301>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_1919><s_c_6784>
【2026-01-06】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_2849><s_c_5461>
【2026-01-09】
  10:36 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3674>
  12:18 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7180><s_c_6390>
  13:17 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_1246>
  15:18 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_7879>
【2026-01-10】
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1748><s_c_7501>
【2026-01-15】
  14:24 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2492>
  14:24 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_2492>
  14:43 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_7180><s_c_5008>
  14:43 [广告-点击] <|ad_begin|><s_a_7931><s_b_7180><s_c_5008>
【2026-01-16】
  06:49 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
  06:49 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
  09:23 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>
  09:23 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>
  10:15 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_7297>
  10:15 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_7297>
  11:23 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3363>
  11:23 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3363>
  11:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1322>
  11:57 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1322>
  13:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6006><s_c_5563>
  13:24 [广告-点击] <|ad_begin|><s_a_6921><s_b_6006><s_c_5563>
  16:15 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_3659>
  16:15 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_3659>
【2026-01-17】
  06:18 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_2740>
  06:18 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_2740>
【2026-01-18】
  13:50 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5776>
  13:50 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5776>
  15:02 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_3636><s_c_2740>
  15:02 [广告-点击] <|ad_begin|><s_a_1708><s_b_3636><s_c_2740>
  16:31 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_1148>
  16:31 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_1148>
  16:50 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6486>
  16:50 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6486>
【2026-01-19】
  02:23 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_5187>
  02:23 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5187>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
  --:-- [商品-购买] <|prod_begin|><s_a_4390><s_b_5974><s_c_5156>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_1142><s_c_104>
【2026-01-20】
  06:19 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_5749>
  07:19 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_8096>
  07:19 [广告-点击] <|ad_begin|><s_a_2551><s_b_6234><s_c_8096>
  08:43 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_3659>
  08:43 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_3659>
  12:57 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3402>
  12:57 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3402>
  15:11 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_2693>
  15:11 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_2693>
  15:45 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7184><s_c_2568>
  15:45 [广告-点击] <|ad_begin|><s_a_7879><s_b_7184><s_c_2568>
  15:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
  15:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
【2026-01-21】
  09:21 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_3659>
  09:21 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_3659>
  09:39 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_7065>
  09:39 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_7065>
  13:19 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_3302><s_c_6456>
  13:19 [广告-点击] <|ad_begin|><s_a_1608><s_b_3302><s_c_6456>
  14:07 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_47>
  14:07 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_47>
  14:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
  14:38 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
  15:11 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4755>
  15:11 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4755>
【2026-01-22】
  04:12 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_4636>
  04:12 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_4636>
【2026-01-23】
  04:00 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5553>
  04:00 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5553>
  07:57 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7571><s_c_1542>
  07:57 [广告-点击] <|ad_begin|><s_a_2111><s_b_7571><s_c_1542>
  09:07 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4069><s_c_7586>
  09:07 [广告-点击] <|ad_begin|><s_a_5673><s_b_4069><s_c_7586>
  14:40 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6857>
  14:40 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6857>
  15:41 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_714>
  15:41 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_714>
【2026-01-24】
  05:24 [视频-点赞/长播] <|video_begin|><s_a_2514><s_b_3380><s_c_5030>
  06:10 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6313>
  06:10 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6313>
【2026-01-25】
  05:56 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_2758>
  05:56 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_2758>
  08:08 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
  08:08 [广告-点击] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
  09:07 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2341>
  09:07 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2341>
  09:41 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3670>
  09:41 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3670>
  --:-- [商品-点击] <|prod_begin|><s_a_3602><s_b_7686><s_c_4954>
  --:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_5323><s_c_4821>
【2026-01-26】
  07:06 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>
  07:06 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>
  07:36 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_1642><s_c_6390>
  07:36 [广告-点击] <|ad_begin|><s_a_6962><s_b_1642><s_c_6390>
  08:44 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1317>
  08:44 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1317>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_441>
【2026-01-27】
  09:58 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6006><s_c_1317>
  09:58 [广告-点击] <|ad_begin|><s_a_2845><s_b_6006><s_c_1317>
  13:19 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1643>
  13:19 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1643>
  14:21 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1335>
  14:21 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1335>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
  16:02 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_1614>
  16:02 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_1614>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_4356><s_c_7395>
  --:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_7304><s_c_5689>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_835><s_c_441>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_835><s_c_441>
  15:29 [视频-长播] <|video_begin|><s_a_5739><s_b_6234><s_c_7169>
  16:01 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
  16:01 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
  16:27 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6006><s_c_6390>
  16:27 [广告-点击] <|ad_begin|><s_a_7892><s_b_6006><s_c_6390>
【2026-01-29】
  06:07 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_3026>
  06:07 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_3026>
  07:07 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_4725>
  07:07 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4725>
  07:37 [视频-长播] <|video_begin|><s_a_6166><s_b_594><s_c_1009>
  07:37 [视频-长播] <|video_begin|><s_a_464><s_b_8008><s_c_5452>
  10:00 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6006><s_c_1707>
  10:00 [广告-点击] <|ad_begin|><s_a_2845><s_b_6006><s_c_1707>
  13:04 [视频-长播] <|video_begin|><s_a_578><s_b_4746><s_c_7951>
  13:04 [视频-长播] <|video_begin|><s_a_5181><s_b_6045><s_c_4058>
  13:04 [视频-长播] <|video_begin|><s_a_3482><s_b_665><s_c_3049>
  13:23 [视频-长播] <|video_begin|><s_a_578><s_b_3915><s_c_1542>
  13:38 [视频-收藏/长播] <|video_begin|><s_a_1299><s_b_6165><s_c_7532>
  13:50 [视频-长播] <|video_begin|><s_a_1106><s_b_56><s_c_4318>
  13:50 [视频-长播] <|video_begin|><s_a_6829><s_b_6550><s_c_4139>
  13:50 [视频-长播] <|video_begin|><s_a_575><s_b_4041><s_c_3670>
  14:28 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6006><s_c_1935>
  14:28 [广告-点击] <|ad_begin|><s_a_3578><s_b_6006><s_c_1935>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_8002><s_c_2770>
  --:-- [商品-点击] <|prod_begin|><s_a_2668><s_b_1519><s_c_2531>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_4223><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_7132>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_7687><s_c_3198>
  --:-- [商品-点击] <|prod_begin|><s_a_8158><s_b_4062><s_c_7517>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4898><s_c_2779>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_6250>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_5699><s_c_5105>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_835><s_c_441>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_441>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_2347><s_c_5498>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_3692>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_5699><s_c_5105>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
  15:21 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_3659>
  15:21 [视频-长播] <|video_begin|><s_a_3510><s_b_2828><s_c_7028>
  15:21 [视频-长播] <|video_begin|><s_a_2132><s_b_7291><s_c_8010>
【2026-01-30】
  00:40 [视频-长播] <|video_begin|><s_a_6329><s_b_3009><s_c_92>
  00:40 [视频-长播] <|video_begin|><s_a_3510><s_b_6891><s_c_4512>
  03:50 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6436><s_c_3026>
  03:50 [广告-点击] <|ad_begin|><s_a_2111><s_b_6436><s_c_3026>
  04:31 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6782><s_c_3026>
  04:31 [广告-点击] <|ad_begin|><s_a_5673><s_b_6782><s_c_3026>
  07:19 [视频-长播] <|video_begin|><s_a_5739><s_b_6818><s_c_1023>
  --:-- [商品-点击] <|prod_begin|><s_a_5219><s_b_6806><s_c_7774>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_8007><s_c_7314>
  --:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_5934><s_c_3367>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1297><s_c_2658>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_6553><s_c_5461>
【2026-01-31】
  03:39 [视频-长播] <|video_begin|><s_a_1106><s_b_7390><s_c_360>
  03:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2756>
  03:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_2756>
  05:21 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
  05:21 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
  08:40 [视频-长播] <|video_begin|><s_a_3510><s_b_3189><s_c_5413>
  08:40 [视频-长播] <|video_begin|><s_a_2015><s_b_2497><s_c_7510>
  09:25 [视频-长播] <|video_begin|><s_a_7312><s_b_1822><s_c_1342>
  09:52 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
  09:52 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
  10:24 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_2658>
  10:24 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_2658>
  12:03 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_5776>
  12:03 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_5776>
  14:27 [视频-长播] <|video_begin|><s_a_6166><s_b_3009><s_c_2262>
  14:29 [视频-长播] <|video_begin|><s_a_3510><s_b_5131><s_c_25>
  15:36 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_3319><s_c_2427>
  15:36 [广告-点击] <|ad_begin|><s_a_3069><s_b_3319><s_c_2427>
  16:17 [视频-长播] <|video_begin|><s_a_6321><s_b_3549><s_c_143>
  16:30 [视频-长播] <|video_begin|><s_a_1336><s_b_5511><s_c_4817>
  16:47 [视频-长播] <|video_begin|><s_a_6401><s_b_4324><s_c_4487>
  17:03 [视频-长播] <|video_begin|><s_a_5058><s_b_6461><s_c_3355>
  17:03 [视频-长播] <|video_begin|><s_a_2015><s_b_6761><s_c_7609>
  17:11 [视频-长播] <|video_begin|><s_a_5058><s_b_1277><s_c_1119>
  17:11 [视频-长播] <|video_begin|><s_a_1106><s_b_57><s_c_47>
  17:11 [视频-长播] <|video_begin|><s_a_575><s_b_3189><s_c_2309>
  17:19 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_4878>
  17:19 [视频-长播] <|video_begin|><s_a_2015><s_b_3698><s_c_1423>
  17:26 [视频-长播] <|video_begin|><s_a_335><s_b_370><s_c_7269>
  17:26 [视频-长播] <|video_begin|><s_a_50><s_b_370><s_c_607>
  17:33 [视频-长播] <|video_begin|><s_a_2015><s_b_6127><s_c_851>
  17:33 [视频-长播] <|video_begin|><s_a_5058><s_b_4951><s_c_5209>
  17:33 [视频-长播] <|video_begin|><s_a_2344><s_b_8022><s_c_4200>
  17:46 [视频-长播] <|video_begin|><s_a_2012><s_b_3549><s_c_7053>
【2026-02-01】
  09:30 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
  09:54 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7395>
  09:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7395>
  12:29 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_8115><s_c_1935>
  12:29 [广告-点击] <|ad_begin|><s_a_7097><s_b_8115><s_c_1935>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_3712><s_c_2077>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
  14:52 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_3148><s_c_4548>
  14:52 [广告-点击] <|ad_begin|><s_a_3578><s_b_3148><s_c_4548>
  15:46 [视频-长播] <|video_begin|><s_a_1106><s_b_6973><s_c_4932>
【2026-02-02】
  13:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1935>
  13:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1935>
  14:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_827>
  14:26 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_827>
  14:43 [视频-长播] <|video_begin|><s_a_1981><s_b_7665><s_c_5908>
  15:35 [视频-长播] <|video_begin|><s_a_192><s_b_4944><s_c_2647>
  15:35 [视频-长播] <|video_begin|><s_a_5058><s_b_6924><s_c_7899>
  15:35 [视频-长播] <|video_begin|><s_a_4795><s_b_6045><s_c_4194>
  15:35 [视频-长播] <|video_begin|><s_a_4909><s_b_7736><s_c_6705>
  15:43 [视频-长播] <|video_begin|><s_a_1106><s_b_2031><s_c_1148>
  15:43 [视频-长播] <|video_begin|><s_a_5181><s_b_2965><s_c_619>
  16:24 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_6234><s_c_5553>
  16:24 [广告-点击] <|ad_begin|><s_a_8159><s_b_6234><s_c_5553>
【2026-02-03】
  14:08 [广告-点击] <|ad_begin|><s_a_1923><s_b_5680><s_c_6162>
  14:11 [广告-点击] <|ad_begin|><s_a_1923><s_b_5680><s_c_6162>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6534><s_c_1838>
  --:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
  15:45 [视频-长播] <|video_begin|><s_a_7830><s_b_2486><s_c_5908>
  15:45 [视频-长播] <|video_begin|><s_a_1405><s_b_7756><s_c_3524>
  15:45 [视频-长播] <|video_begin|><s_a_1106><s_b_6973><s_c_5908>
  16:38 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6994>
  16:38 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6994>
【2026-02-05】
  03:12 [视频-长播] <|video_begin|><s_a_4646><s_b_3857><s_c_7616>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6534><s_c_1838>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5270><s_c_2455>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_5270><s_c_2455>
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、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 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请针对以下主题提取行为逻辑链：
主题：从被动学习到主动实践的烹饪技能闭环

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动学习到主动实践的烹饪技能闭环",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/think<|im_end|>
<|im_start|>assistant
<think>
好的，我来分析一下这个任务。任务要求我基于用户的交互历史，挖掘出一条“从被动学习到主动实践的烹饪技能闭环”的行为逻辑链。这意味着我需要找到用户从产生烹饪兴趣、学习具体做法，到最终购买相关食材或半成品，形成一个完整闭环的证据。

我首先通览了用户的全部行为时间线，发现其消费行为主要集中在家庭日用品、母婴用品以及大量的食品生鲜上，比如多次购买大米、洗衣液、儿童服饰等，这描绘出一个注重家庭生活、有孩童的居家型用户画像。在内容偏好上，早期用户关注了许多接地气、生活化的直播，而近期则密集地点击和观看了大量以情感纠葛、家庭伦理为主题的短剧广告，这表明用户在内容消费上偏向于剧情化、有冲突感的故事。

在这样的背景下，我要寻找烹饪相关的行为链。我注意到在2026年1月29日这一天，用户的行为出现了非常集中的主题性。在13:38，我看到用户有一个关键的动作：收藏并长时间观看了金汤酸菜鱼的制作教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532>。这个“收藏”行为非常重要，它不仅仅是简单的观看，而是代表了用户对这个内容有强烈的认可和后续实践的意图。这可以看作是烹饪兴趣被明确触发的起点。

紧接着，我发现用户的行为立刻从内容消费转向了电商消费。就在观看完教学视频的同一天，用户开始密集点击与“酸菜鱼”相关的商品。我看到了一系列的点击行为，比如对天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677> 的点击。这清晰地表明，用户在学习了如何制作这道菜之后，并没有选择去购买鱼、酸菜、调料等原生食材从头做起，而是立刻开始寻找便捷的半成品解决方案。这是一种非常典型的从“理论学习”到“实践捷径”的思路转变，用户希望将学到的知识快速应用，但又倾向于选择更省时省力的方式。

最终，用户的决策迅速闭环。在浏览了多个酸菜鱼半成品后，用户最终购买了之前点击过的天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>。这个购买行为直接印证了之前观看和收藏视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 的动机。从学习菜谱，到寻找并筛选合适的半成品，再到最终下单购买，这一系列行为在同一天内完成，形成了一条非常流畅且逻辑严密的“学以致用”链路。用户的需求从一个模糊的“想吃酸菜鱼”或者“想学做菜”，通过一个教学视频被激发并具体化，然后迅速转化为一个明确的购买行为，完成了从兴趣到实践的完整闭环。

因此，我倾向于认为，用户的烹饪技能提升路径展现出一种务实的特点：通过观看视频内容激发兴趣并储备知识，然后通过购买半成品来降低实践门槛，快速获得烹饪成就感。基于此，我构建的行为逻辑链如下：首先，用户通过收藏并观看金汤酸菜鱼的教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 产生了明确的烹饪意图；接着，在学习后，用户立即点击了相关的半成品 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，寻求更便捷的实践方案；最后，用户完成了对该半成品的购买 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，实现了从学习到行动的转化。这一系列行为清晰地展示了用户从被动接收信息到主动寻求实践的完整过程，未来向其推荐类似的快手菜或方便料理包，有较大概率被吸引。</think>
{"logic_chain": {"name": "从被动学习到主动实践的烹饪技能闭环", "events": [{"date": "2026-01-29", "action": "[视频-收藏/长播] <|video_begin|><s_a_1299><s_b_6165><s_c_7532>", "logic": "兴趣触发与知识储备：用户通过观看并收藏烹饪教学视频，主动学习“金汤酸菜鱼”的具体制作方法，表明其产生了制作该菜品的明确意图。"}, {"date": "2026-01-29", "action": "[商品-点击] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "决策收敛与方案筛选：在学习了完整制作流程后，用户并未选择购买原生食材从零开始，而是立即转向搜索并点击“金汤酸菜鱼”半成品，体现了从“学习复杂流程”到“寻求便捷方案”的认知转变和行为收敛。"}, {"date": "2026-01-29", "action": "[商品-购买] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "行为闭环：最终购买了与学习内容高度相关的半成品食材，完成了从“学做菜”到“买菜准备做”的完整认知与行动闭环，验证了前序学习行为的直接转化效果。"}]}}<|im_end|>
<|im_start|>user
For a non-relativistic electron in a magnetic field $B=2 \, \text{T}$ oriented along z-axis, calculate the Zeeman energy splitting $\Delta E$ when the magnetic moment couples to spin angular momentum. Use $\mu_B=9.27\times10^{-24} \, \text{J/T}$ and $g_s=2$ for electron g-factor./think<|im_end|>
<|im_start|>assistant
<think>
We are asked: "For a non-relativistic electron in a magnetic field B=2 T oriented along z-axis, calculate the Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum. Use μ_B=9.27×10^{-24} J/T and g_s=2 for electron g-factor."

Interpretation: The Zeeman splitting for an electron in a magnetic field due to its spin: The electron has a magnetic moment μ = -g_s μ_B S/ħ? Actually the spin magnetic moment is μ_s = -g_s μ_B S/ħ? Wait careful: The spin magnetic moment operator is: μ_s = -g_s μ_B S/ħ? Actually the magnetic moment due to spin is μ_s = -g_s μ_B (S/ħ). Since S has units of angular momentum (ħ). Typically we have μ_s = -g_s μ_B S/ħ? But in many contexts we write μ_s = -g_s μ_B (S/ħ). However the energy is E = -μ·B. So for spin: E = - μ_s · B = -(-g_s μ_B (S/ħ))·B = g_s μ_B (S·B)/ħ. Since B is along z, S_z = m_s ħ, with m_s = ±1/2. So E = g_s μ_B m_s (since S·B = S_z B, and dividing by ħ gives m_s B). Actually let's derive:

μ_s = -g_s μ_B (S/ħ). So -μ_s·B = -(-g_s μ_B/ħ) S·B = (g_s μ_B/ħ) S·B. For B = B z-hat, S·B = S_z B. So E = (g_s μ_B/ħ) S_z B = g_s μ_B (S_z/ħ) B = g_s μ_B m_s B.

Since S_z eigenvalues: m_s ħ, so m_s = ±1/2. So energies: E_up (m_s=+1/2) = (1/2) g_s μ_B B; E_down (m_s=-1/2) = -(1/2) g_s μ_B B. Then ΔE = E_up - E_down = g_s μ_B B.

Alternatively sometimes they take g_s=2, so ΔE = 2 μ_B B. With B=2 T, μ_B=9.27e-24 J/T, so ΔE = 2 * 9.27e-24 * 2 = 4 * 9.27e-24? Wait careful: ΔE = g_s μ_B B = 2 * 9.27e-24 J/T * 2 T = 4 * 9.27e-24 J = 3.708e-23 J. But check: 2*2 =4, so 4*9.27e-24 = 37.08e-24? Actually 9.27e-24 * 4 = 3.708e-23. Yes.

But we could also consider splitting between m_s=±1/2 is g_s μ_B B, which is correct.

The problem statement says "Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum." So they want the difference between the two energy levels.

Thus answer: ΔE = g_s μ_B B = 2 * 9.27×10^{-24} J/T * 2 T = 3.708×10^{-23} J.

We could also express in eV if needed? But the question uses J/T, so likely answer in J. They didn't ask for eV.

Thus final answer: ΔE = 3.71×10^{-23} J (approx). But we can keep full: 3.708×10^{-23} J.

But maybe they want in eV: 1 eV = 1.602×10^{-19} J, so ΔE ≈ 3.708e-23 / 1.602e-19 = 2.31e-4 eV. But since they gave μ_B in J/T, they expect J.

We'll provide: ΔE = 3.71×10^{-23} J (maybe rounding). Actually 9.27×10^{-24} * 4 = 3.708×10^{-23}. Keep three significant figures? μ_B given as 9.27×10^{-24} has three significant figures, B=2 T is exact? Possibly 2.0? Might be considered exact as 2. So we can give ΔE = 3.71×10^{-23} J.

But they might want exact expression: ΔE = g_s μ_B B = 2 * 9.27e-24 * 2 = 3.708e-23 J.

Thus final answer.
</think>
The Zeeman energy splitting for an electron due to its spin is given by:

\[
\Delta E = g_s \mu_B B
\]

Given \(g_s = 2\), \(\mu_B = 9.27 \times 10^{-24} \, \text{J/T}\), and \(B = 2 \, \text{T}\),

\[
\Delta E = 2 \times (9.27 \times 10^{-24} \, \text{J/T}) \times 2 \, \text{T} = 4 \times 9.27 \times 10^{-24} \, \text{J} = 3.708 \times 10^{-23} \, \text{J}.
\]

Thus, the energy splitting is \(\boxed{3.71 \times 10^{-23} \, \text{J}}\) (rounded to three significant figures).<|im_end|>
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labels:
<think>
</think>
{"logic_chain": {"name": "从地域偏好到特定风物特产的兴趣收敛", "events": [{"date": "2025-11-21", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>", "logic": "兴趣沉浸：在长达数月对云南主播（尤其是临沧地区）的持续关注和互动中，不断被动接收地域文化和生活方式信息，形成对“云南”的深度情感连接和认知背景。"}, {"date": "2025-10-27", "action": "[商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>", "logic": "行为转化：基于对云南文化的长期兴趣，首次将线上情感消费（打赏/关注）转化为对具体地域风物（傣味腌菜）的实体消费尝试，实现了从“云体验”到“实体感知”的跨越。"}, {"date": "2026-01-17", "action": "[商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>", "logic": "兴趣聚焦与收敛：用户的兴趣点从泛化的“云南特产”进一步收敛到更具体的地理单元“永德县”（临沧市下辖县）。这表明用户不再满足于宽泛的地域标签，而是基于已有的认知（可能源于直播内容），开始对特定子区域的标志性产品进行精准探索，体现了认知地图的精细化。"}]}}<|im_end|>
<think>
</think>
{"logic_chain":{"name":"从被动接收信息到主动探索知识的兴趣演化","events":[{"date":"2026-01-26","action":"[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>","logic":"初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"},{"date":"2026-01-29","action":"[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>","logic":"行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
["<|prod_begin|><s_a_2950><s_b_5044><s_c_6524>","<|prod_begin|><s_a_8180><s_b_989><s_c_7807>","<|living_begin|><s_a_6627><s_b_481><s_c_1620>","<|prod_begin|><s_a_8174><s_b_6138><s_c_1882>","<|living_begin|><s_a_2012><s_b_2246><s_c_7951>","<|living_begin|><s_a_3241><s_b_5693><s_c_2165>","<|living_begin|><s_a_375><s_b_3736><s_c_5673>","<|prod_begin|><s_a_2950><s_b_5012><s_c_1303>","<|prod_begin|><s_a_8174><s_b_3335><s_c_3643>","<|living_begin|><s_a_6627><s_b_1435><s_c_2513>","<|prod_begin|><s_a_210><s_b_3297><s_c_4657>","<|video_begin|><s_a_3600><s_b_6442><s_c_3551>","<|video_begin|><s_a_532><s_b_6442><s_c_6215>","<|video_begin|><s_a_2012><s_b_6244><s_c_2921>"]<|im_end|>
<think>
好的，我来分析一下这个任务。任务要求我基于用户的交互历史，挖掘出一条“从被动学习到主动实践的烹饪技能闭环”的行为逻辑链。这意味着我需要找到用户从产生烹饪兴趣、学习具体做法，到最终购买相关食材或半成品，形成一个完整闭环的证据。

我首先通览了用户的全部行为时间线，发现其消费行为主要集中在家庭日用品、母婴用品以及大量的食品生鲜上，比如多次购买大米、洗衣液、儿童服饰等，这描绘出一个注重家庭生活、有孩童的居家型用户画像。在内容偏好上，早期用户关注了许多接地气、生活化的直播，而近期则密集地点击和观看了大量以情感纠葛、家庭伦理为主题的短剧广告，这表明用户在内容消费上偏向于剧情化、有冲突感的故事。

在这样的背景下，我要寻找烹饪相关的行为链。我注意到在2026年1月29日这一天，用户的行为出现了非常集中的主题性。在13:38，我看到用户有一个关键的动作：收藏并长时间观看了金汤酸菜鱼的制作教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532>。这个“收藏”行为非常重要，它不仅仅是简单的观看，而是代表了用户对这个内容有强烈的认可和后续实践的意图。这可以看作是烹饪兴趣被明确触发的起点。

紧接着，我发现用户的行为立刻从内容消费转向了电商消费。就在观看完教学视频的同一天，用户开始密集点击与“酸菜鱼”相关的商品。我看到了一系列的点击行为，比如对天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677> 的点击。这清晰地表明，用户在学习了如何制作这道菜之后，并没有选择去购买鱼、酸菜、调料等原生食材从头做起，而是立刻开始寻找便捷的半成品解决方案。这是一种非常典型的从“理论学习”到“实践捷径”的思路转变，用户希望将学到的知识快速应用，但又倾向于选择更省时省力的方式。

最终，用户的决策迅速闭环。在浏览了多个酸菜鱼半成品后，用户最终购买了之前点击过的天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>。这个购买行为直接印证了之前观看和收藏视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 的动机。从学习菜谱，到寻找并筛选合适的半成品，再到最终下单购买，这一系列行为在同一天内完成，形成了一条非常流畅且逻辑严密的“学以致用”链路。用户的需求从一个模糊的“想吃酸菜鱼”或者“想学做菜”，通过一个教学视频被激发并具体化，然后迅速转化为一个明确的购买行为，完成了从兴趣到实践的完整闭环。

因此，我倾向于认为，用户的烹饪技能提升路径展现出一种务实的特点：通过观看视频内容激发兴趣并储备知识，然后通过购买半成品来降低实践门槛，快速获得烹饪成就感。基于此，我构建的行为逻辑链如下：首先，用户通过收藏并观看金汤酸菜鱼的教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 产生了明确的烹饪意图；接着，在学习后，用户立即点击了相关的半成品 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，寻求更便捷的实践方案；最后，用户完成了对该半成品的购买 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，实现了从学习到行动的转化。这一系列行为清晰地展示了用户从被动接收信息到主动寻求实践的完整过程，未来向其推荐类似的快手菜或方便料理包，有较大概率被吸引。</think>
{"logic_chain": {"name": "从被动学习到主动实践的烹饪技能闭环", "events": [{"date": "2026-01-29", "action": "[视频-收藏/长播] <|video_begin|><s_a_1299><s_b_6165><s_c_7532>", "logic": "兴趣触发与知识储备：用户通过观看并收藏烹饪教学视频，主动学习“金汤酸菜鱼”的具体制作方法，表明其产生了制作该菜品的明确意图。"}, {"date": "2026-01-29", "action": "[商品-点击] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "决策收敛与方案筛选：在学习了完整制作流程后，用户并未选择购买原生食材从零开始，而是立即转向搜索并点击“金汤酸菜鱼”半成品，体现了从“学习复杂流程”到“寻求便捷方案”的认知转变和行为收敛。"}, {"date": "2026-01-29", "action": "[商品-购买] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "行为闭环：最终购买了与学习内容高度相关的半成品食材，完成了从“学做菜”到“买菜准备做”的完整认知与行动闭环，验证了前序学习行为的直接转化效果。"}]}}<|im_end|>
<think>
We are asked: "For a non-relativistic electron in a magnetic field B=2 T oriented along z-axis, calculate the Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum. Use μ_B=9.27×10^{-24} J/T and g_s=2 for electron g-factor."

Interpretation: The Zeeman splitting for an electron in a magnetic field due to its spin: The electron has a magnetic moment μ = -g_s μ_B S/ħ? Actually the spin magnetic moment is μ_s = -g_s μ_B S/ħ? Wait careful: The spin magnetic moment operator is: μ_s = -g_s μ_B S/ħ? Actually the magnetic moment due to spin is μ_s = -g_s μ_B (S/ħ). Since S has units of angular momentum (ħ). Typically we have μ_s = -g_s μ_B S/ħ? But in many contexts we write μ_s = -g_s μ_B (S/ħ). However the energy is E = -μ·B. So for spin: E = - μ_s · B = -(-g_s μ_B (S/ħ))·B = g_s μ_B (S·B)/ħ. Since B is along z, S_z = m_s ħ, with m_s = ±1/2. So E = g_s μ_B m_s (since S·B = S_z B, and dividing by ħ gives m_s B). Actually let's derive:

μ_s = -g_s μ_B (S/ħ). So -μ_s·B = -(-g_s μ_B/ħ) S·B = (g_s μ_B/ħ) S·B. For B = B z-hat, S·B = S_z B. So E = (g_s μ_B/ħ) S_z B = g_s μ_B (S_z/ħ) B = g_s μ_B m_s B.

Since S_z eigenvalues: m_s ħ, so m_s = ±1/2. So energies: E_up (m_s=+1/2) = (1/2) g_s μ_B B; E_down (m_s=-1/2) = -(1/2) g_s μ_B B. Then ΔE = E_up - E_down = g_s μ_B B.

Alternatively sometimes they take g_s=2, so ΔE = 2 μ_B B. With B=2 T, μ_B=9.27e-24 J/T, so ΔE = 2 * 9.27e-24 * 2 = 4 * 9.27e-24? Wait careful: ΔE = g_s μ_B B = 2 * 9.27e-24 J/T * 2 T = 4 * 9.27e-24 J = 3.708e-23 J. But check: 2*2 =4, so 4*9.27e-24 = 37.08e-24? Actually 9.27e-24 * 4 = 3.708e-23. Yes.

But we could also consider splitting between m_s=±1/2 is g_s μ_B B, which is correct.

The problem statement says "Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum." So they want the difference between the two energy levels.

Thus answer: ΔE = g_s μ_B B = 2 * 9.27×10^{-24} J/T * 2 T = 3.708×10^{-23} J.

We could also express in eV if needed? But the question uses J/T, so likely answer in J. They didn't ask for eV.

Thus final answer: ΔE = 3.71×10^{-23} J (approx). But we can keep full: 3.708×10^{-23} J.

But maybe they want in eV: 1 eV = 1.602×10^{-19} J, so ΔE ≈ 3.708e-23 / 1.602e-19 = 2.31e-4 eV. But since they gave μ_B in J/T, they expect J.

We'll provide: ΔE = 3.71×10^{-23} J (maybe rounding). Actually 9.27×10^{-24} * 4 = 3.708×10^{-23}. Keep three significant figures? μ_B given as 9.27×10^{-24} has three significant figures, B=2 T is exact? Possibly 2.0? Might be considered exact as 2. So we can give ΔE = 3.71×10^{-23} J.

But they might want exact expression: ΔE = g_s μ_B B = 2 * 9.27e-24 * 2 = 3.708e-23 J.

Thus final answer.
</think>
The Zeeman energy splitting for an electron due to its spin is given by:

\[
\Delta E = g_s \mu_B B
\]

Given \(g_s = 2\), \(\mu_B = 9.27 \times 10^{-24} \, \text{J/T}\), and \(B = 2 \, \text{T}\),

\[
\Delta E = 2 \times (9.27 \times 10^{-24} \, \text{J/T}) \times 2 \, \text{T} = 4 \times 9.27 \times 10^{-24} \, \text{J} = 3.708 \times 10^{-23} \, \text{J}.
\]

Thus, the energy splitting is \(\boxed{3.71 \times 10^{-23} \, \text{J}}\) (rounded to three significant figures).<|im_end|>

[INFO|configuration_utils.py:771] 2026-07-15 04:02:27,673 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-15 04:02:27,674 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": true,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|2026-07-15 04:02:27] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-15 04:02:27] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-15 04:02:28,469 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-15 04:02:28,469 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-15 04:02:28,518 >> Generate config GenerationConfig {
  "bos_token_id": 151643,
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "use_cache": false
}


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[INFO|configuration_utils.py:980] 2026-07-15 04:02:30,404 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-15 04:02:30,404 >> Generate config GenerationConfig {
  "bos_token_id": 151643,
  "do_sample": true,
  "eos_token_id": [
    151645,
    151643
  ],
  "pad_token_id": 151643,
  "temperature": 0.6,
  "top_k": 20,
  "top_p": 0.95
}

[INFO|dynamic_module_utils.py:406] 2026-07-15 04:02:30,753 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-15 04:02:30] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-15 04:02:30] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-15 04:02:30] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-15 04:02:30] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-15 04:02:30] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-15 04:02:30,775 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
[INFO|trainer.py:1469] 2026-07-15 04:02:30,890 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-15 04:02:30,890 >>   Num examples = 1,903
[INFO|trainer.py:1471] 2026-07-15 04:02:30,890 >>   Num Epochs = 2
[INFO|trainer.py:1472] 2026-07-15 04:02:30,890 >>   Num update steps per epoch = 476
[INFO|trainer.py:1473] 2026-07-15 04:02:30,890 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-15 04:02:30,890 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-15 04:02:30,890 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-15 04:02:30,890 >>   Total optimization steps = 714
[INFO|trainer.py:1479] 2026-07-15 04:02:30,890 >>   Number of trainable parameters = 801,433,600

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{'loss': '1.897', 'grad_norm': '3.969', 'learning_rate': '2.95e-06', 'epoch': '0.1682'}

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{'loss': '1.859', 'grad_norm': '4.188', 'learning_rate': '2.931e-06', 'epoch': '0.1892'}

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{'loss': '1.893', 'grad_norm': '2.359', 'learning_rate': '2.909e-06', 'epoch': '0.2102'}

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{'loss': '1.812', 'grad_norm': '3.125', 'learning_rate': '2.885e-06', 'epoch': '0.2312'}

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{'loss': '1.885', 'grad_norm': '2.719', 'learning_rate': '2.857e-06', 'epoch': '0.2522'}

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{'loss': '1.881', 'grad_norm': '1.82', 'learning_rate': '2.826e-06', 'epoch': '0.2733'}

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{'loss': '1.907', 'grad_norm': '2.266', 'learning_rate': '2.793e-06', 'epoch': '0.2943'}

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{'loss': '1.896', 'grad_norm': '2.828', 'learning_rate': '2.758e-06', 'epoch': '0.3153'}

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{'loss': '1.928', 'grad_norm': '2.953', 'learning_rate': '2.719e-06', 'epoch': '0.3363'}

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{'loss': '1.766', 'grad_norm': '1.656', 'learning_rate': '2.678e-06', 'epoch': '0.3573'}

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{'loss': '1.784', 'grad_norm': '2.078', 'learning_rate': '2.635e-06', 'epoch': '0.3783'}

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{'loss': '1.811', 'grad_norm': '1.766', 'learning_rate': '2.589e-06', 'epoch': '0.3994'}

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{'loss': '1.822', 'grad_norm': '3.062', 'learning_rate': '2.541e-06', 'epoch': '0.4204'}

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{'loss': '1.906', 'grad_norm': '2.453', 'learning_rate': '2.491e-06', 'epoch': '0.4414'}

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{'loss': '1.842', 'grad_norm': '2.875', 'learning_rate': '2.439e-06', 'epoch': '0.4624'}

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{'loss': '1.89', 'grad_norm': '2.5', 'learning_rate': '2.385e-06', 'epoch': '0.4834'}

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{'loss': '1.829', 'grad_norm': '2.484', 'learning_rate': '2.329e-06', 'epoch': '0.5045'}

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{'loss': '1.865', 'grad_norm': '3.109', 'learning_rate': '2.272e-06', 'epoch': '0.5255'}

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{'loss': '1.772', 'grad_norm': '2.109', 'learning_rate': '2.212e-06', 'epoch': '0.5465'}

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{'loss': '1.772', 'grad_norm': '1.953', 'learning_rate': '2.152e-06', 'epoch': '0.5675'}

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{'loss': '1.728', 'grad_norm': '4.688', 'learning_rate': '2.09e-06', 'epoch': '0.5885'}

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{'loss': '1.771', 'grad_norm': '2.812', 'learning_rate': '2.027e-06', 'epoch': '0.6096'}

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{'loss': '1.797', 'grad_norm': '5', 'learning_rate': '1.962e-06', 'epoch': '0.6306'}

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{'loss': '1.802', 'grad_norm': '1.891', 'learning_rate': '1.897e-06', 'epoch': '0.6516'}

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{'loss': '1.8', 'grad_norm': '1.656', 'learning_rate': '1.831e-06', 'epoch': '0.6726'}

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{'loss': '1.753', 'grad_norm': '2.312', 'learning_rate': '1.764e-06', 'epoch': '0.6936'}

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{'loss': '1.81', 'grad_norm': '6.438', 'learning_rate': '1.697e-06', 'epoch': '0.7147'}

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{'loss': '1.787', 'grad_norm': '1.992', 'learning_rate': '1.629e-06', 'epoch': '0.7357'}

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{'loss': '1.838', 'grad_norm': '3.688', 'learning_rate': '1.561e-06', 'epoch': '0.7567'}

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{'loss': '1.703', 'grad_norm': '2.078', 'learning_rate': '1.493e-06', 'epoch': '0.7777'}

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{'loss': '1.746', 'grad_norm': '1.945', 'learning_rate': '1.425e-06', 'epoch': '0.7987'}

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{'loss': '1.774', 'grad_norm': '2.359', 'learning_rate': '1.357e-06', 'epoch': '0.8198'}

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{'loss': '1.801', 'grad_norm': '3.781', 'learning_rate': '1.29e-06', 'epoch': '0.8408'}

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{'loss': '1.753', 'grad_norm': '2.484', 'learning_rate': '1.222e-06', 'epoch': '0.8618'}

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{'loss': '1.804', 'grad_norm': '2.375', 'learning_rate': '1.156e-06', 'epoch': '0.8828'}

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{'loss': '1.798', 'grad_norm': '1.625', 'learning_rate': '1.09e-06', 'epoch': '0.9038'}

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{'loss': '1.75', 'grad_norm': '3.391', 'learning_rate': '1.025e-06', 'epoch': '0.9249'}

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{'loss': '1.788', 'grad_norm': '3', 'learning_rate': '9.608e-07', 'epoch': '0.9459'}

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{'loss': '1.714', 'grad_norm': '2.859', 'learning_rate': '8.978e-07', 'epoch': '0.9669'}

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{'loss': '1.755', 'grad_norm': '2.125', 'learning_rate': '8.361e-07', 'epoch': '0.9879'}

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{'loss': '1.738', 'grad_norm': '2.422', 'learning_rate': '7.757e-07', 'epoch': '1.008'}

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{'loss': '1.693', 'grad_norm': '2.453', 'learning_rate': '7.168e-07', 'epoch': '1.029'}

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{'loss': '1.808', 'grad_norm': '2.406', 'learning_rate': '6.596e-07', 'epoch': '1.05'}

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{'loss': '1.798', 'grad_norm': '2.719', 'learning_rate': '6.041e-07', 'epoch': '1.071'}

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{'loss': '1.765', 'grad_norm': '4.344', 'learning_rate': '5.504e-07', 'epoch': '1.092'}

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{'loss': '1.719', 'grad_norm': '4.531', 'learning_rate': '4.987e-07', 'epoch': '1.114'}

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{'loss': '1.754', 'grad_norm': '3.297', 'learning_rate': '4.49e-07', 'epoch': '1.135'}

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{'loss': '1.692', 'grad_norm': '3.234', 'learning_rate': '4.015e-07', 'epoch': '1.156'}

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{'loss': '1.771', 'grad_norm': '3.156', 'learning_rate': '3.563e-07', 'epoch': '1.177'}

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{'loss': '1.684', 'grad_norm': '1.867', 'learning_rate': '3.134e-07', 'epoch': '1.198'}

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{'loss': '1.732', 'grad_norm': '2.094', 'learning_rate': '2.73e-07', 'epoch': '1.219'}

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{'loss': '1.753', 'grad_norm': '2.234', 'learning_rate': '2.351e-07', 'epoch': '1.24'}

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{'loss': '1.787', 'grad_norm': '1.586', 'learning_rate': '1.998e-07', 'epoch': '1.261'}

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{'loss': '1.829', 'grad_norm': '2.375', 'learning_rate': '1.672e-07', 'epoch': '1.282'}

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{'loss': '1.76', 'grad_norm': '2.609', 'learning_rate': '1.374e-07', 'epoch': '1.303'}

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{'loss': '1.796', 'grad_norm': '3.594', 'learning_rate': '1.103e-07', 'epoch': '1.324'}

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{'loss': '1.702', 'grad_norm': '3.047', 'learning_rate': '8.611e-08', 'epoch': '1.345'}

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{'loss': '1.724', 'grad_norm': '1.789', 'learning_rate': '6.484e-08', 'epoch': '1.366'}

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{'loss': '1.77', 'grad_norm': '1.68', 'learning_rate': '4.652e-08', 'epoch': '1.387'}

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{'loss': '1.806', 'grad_norm': '1.914', 'learning_rate': '3.119e-08', 'epoch': '1.408'}

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{'loss': '1.7', 'grad_norm': '3.25', 'learning_rate': '1.89e-08', 'epoch': '1.429'}

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{'loss': '1.797', 'grad_norm': '2.016', 'learning_rate': '9.651e-09', 'epoch': '1.45'}

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{'loss': '1.715', 'grad_norm': '2.328', 'learning_rate': '3.477e-09', 'epoch': '1.471'}

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{'loss': '1.798', 'grad_norm': '1.688', 'learning_rate': '3.864e-10', 'epoch': '1.492'}

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



                                                   
{'train_runtime': '5628', 'train_samples_per_second': '0.507', 'train_steps_per_second': '0.127', 'train_loss': '1.814', 'epoch': '1.5'}

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[INFO|trainer.py:3815] 2026-07-15 05:36:18,878 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v40_scratch_source_paper_mix_lr3e6_ep15
[INFO|configuration_utils.py:533] 2026-07-15 05:36:18,879 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v40_scratch_source_paper_mix_lr3e6_ep15/config.json
[INFO|configuration_utils.py:816] 2026-07-15 05:36:18,879 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v40_scratch_source_paper_mix_lr3e6_ep15/generation_config.json

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
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[INFO|modeling_utils.py:3471] 2026-07-15 05:36:19,731 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v40_scratch_source_paper_mix_lr3e6_ep15/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-15 05:36:19,843 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v40_scratch_source_paper_mix_lr3e6_ep15/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-15 05:36:19,864 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v40_scratch_source_paper_mix_lr3e6_ep15/tokenizer_config.json
***** train metrics *****
  epoch                    =      1.5003
  total_flos               = 317619160GF
  train_loss               =      1.8137
  train_runtime            =  1:33:47.98
  train_samples_per_second =       0.507
  train_steps_per_second   =       0.127
Figure saved at: /home/ll/llm4rec/experiments/outputs/v40_scratch_source_paper_mix_lr3e6_ep15/training_loss.png
[WARNING|2026-07-15 05:36:19] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-15 05:36:19] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-15 05:36:19,963 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}