/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|2026-07-06 02:47:54] 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] 2026-07-06 02:47:54,897 >> 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] 2026-07-06 02:47:54,899 >> 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] 2026-07-06 02:47:58,681 >> 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] 2026-07-06 02:47:58,682 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
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    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "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] 2026-07-06 02:47:59,059 >> 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] 2026-07-06 02:47:59,060 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": 151643,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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    "full_attention",
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    "full_attention",
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    "full_attention",
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    "full_attention",
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    "full_attention",
    "full_attention",
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    "full_attention",
    "full_attention"
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  "max_position_embeddings": 40960,
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  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": null,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
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    "rope_type": "default"
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  "tie_word_embeddings": false,
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  "use_cache": true,
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  "vocab_size": 176253
}

[INFO|2026-07-06 02:48:00] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/20260706_overnight/data/no_think_input.jsonl...
Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.

Generating train split: 0 examples [00:00, ? examples/s]
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Generating train split: 32480 examples [00:00, 119456.23 examples/s]

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training example:
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151668, 198, 4913, 24225, 30583, 788, 5212, 606, 788, 330, 45181, 107285, 29077, 104381, 101966, 101964, 5122, 102376, 7948, 81668, 9370, 108350, 57218, 100419, 497, 330, 12389, 788, 61753, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 497, 330, 1311, 788, 10545, 87140, 12, 45861, 75650, 60, 220, 176245, 153245, 161120, 174366, 497, 330, 24225, 788, 330, 100565, 111916, 5122, 107285, 99237, 101038, 101888, 2073, 100348, 7948, 99232, 100903, 41406, 99525, 854, 100751, 111611, 9370, 87140, 3837, 43815, 104046, 2073, 85336, 103774, 49185, 99662, 854, 33108, 2073, 102376, 108439, 33590, 17714, 105463, 9370, 102049, 101070, 105030, 16872, 100539, 100041, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 497, 330, 1311, 788, 10545, 45943, 12, 72651, 60, 220, 176247, 159739, 164406, 173742, 497, 330, 24225, 788, 330, 101070, 101548, 57218, 32665, 104877, 5122, 105208, 87140, 33447, 3837, 104078, 101966, 72651, 34187, 57218, 87140, 43815, 101251, 101266, 9370, 2073, 100348, 7948, 99232, 100903, 41406, 99525, 854, 45943, 90395, 55286, 100020, 100398, 32665, 29524, 2073, 110472, 100348, 854, 91956, 20, 102374, 14777, 101508, 33590, 107614, 45181, 107285, 106585, 27369, 26939, 101966, 102041, 9370, 102324, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 497, 330, 1311, 788, 10545, 45943, 12, 72651, 60, 220, 176247, 159567, 161659, 174608, 497, 330, 24225, 788, 330, 100354, 106375, 5122, 18493, 101077, 100185, 115024, 24442, 33447, 3837, 107494, 100565, 106375, 26939, 57218, 2073, 102376, 854, 102122, 99193, 105470, 2073, 7948, 7948, 18830, 88683, 854, 100220, 116764, 3837, 102406, 41146, 96555, 17714, 105832, 99642, 99512, 71817, 72448, 33071, 101077, 3837, 102875, 45181, 106215, 107644, 106375, 26939, 101932, 111554, 101904, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 497, 330, 1311, 788, 10545, 45943, 12, 103946, 60, 220, 176247, 156389, 163078, 172795, 497, 330, 24225, 788, 330, 100419, 104368, 57218, 102011, 100402, 5122, 103941, 103946, 34187, 113698, 99894, 32648, 3837, 100346, 107784, 111611, 100419, 101077, 101070, 1773, 100374, 24562, 32044, 32664, 41406, 99525, 5373, 116764, 108762, 3837, 102406, 20002, 36667, 45181, 2073, 118444, 854, 101040, 2073, 75117, 854, 100385, 3837, 41146, 100354, 45181, 107644, 5373, 116764, 118609, 99495, 108247, 105010, 102011, 3837, 105236, 45181, 2073, 50930, 854, 26939, 2073, 99190, 97907, 115309, 1773, 9207, 60, 3417, 151645, 198, 151644, 872, 198, 56568, 100668, 100345, 20002, 42140, 99390, 101070, 101128, 20002, 100565, 113721, 90395, 66017, 75882, 20002, 18493, 99200, 102122, 101047, 100160, 43815, 8997, 100431, 107485, 20002, 100022, 101070, 105814, 28311, 101927, 101070, 25, 10236, 23272, 52726, 38182, 101927, 220, 176251, 159782, 160481, 172320, 11, 220, 176251, 153926, 167194, 168195, 11, 220, 176251, 151787, 161265, 175033, 11, 220, 176251, 154611, 161667, 169988, 11, 220, 176251, 155733, 166095, 168339, 11, 220, 176251, 156415, 166095, 170209, 3407, 14880, 104210, 100001, 105814, 102050, 75882, 20002, 18493, 99200, 102122, 101047, 100160, 43815, 1773, 151645, 198, 151644, 77091, 198, 151667, 99692, 3837, 100911, 99331, 101214, 102857, 3837, 100346, 104210, 20002, 100022, 101070, 110257, 113721, 101042, 57218, 43815, 104538, 48443, 14374, 33576, 100565, 112543, 10958, 198, 100345, 107494, 42140, 99390, 101070, 65577, 3837, 73670, 112543, 20221, 116420, 100185, 100565, 21515, 29732, 48443, 16, 13, 3070, 100588, 99515, 14, 77128, 100224, 21515, 43815, 334, 5122, 100346, 20002, 31235, 100185, 100136, 108221, 31235, 99194, 110257, 1773, 106535, 20002, 18493, 17, 15, 17, 21, 7948, 16, 9754, 16, 22, 105311, 16, 9754, 17, 20, 45785, 17881, 3837, 67338, 104183, 7, 107068, 100381, 17, 23, 32571, 8, 114427, 78973, 3837, 101966, 109547, 105149, 118297, 105645, 100588, 99515, 5373, 101624, 17340, 102323, 5373, 109893, 101904, 49567, 100220, 9370, 100187, 32108, 87140, 43815, 1773, 100137, 101966, 5373, 105444, 9370, 78973, 101070, 102406, 34187, 41146, 104270, 21515, 43815, 9370, 110010, 109167, 33071, 57218, 99626, 33126, 107869, 3407, 17, 13, 3070, 71356, 105034, 118297, 57218, 102529, 99348, 334, 5122, 20002, 32664, 103927, 102529, 99348, 81217, 105149, 43815, 118297, 107837, 108011, 100565, 1773, 18493, 17, 15, 17, 21, 7948, 16, 106632, 3837, 20002, 104005, 106635, 101127, 78973, 34187, 103359, 104040, 116189, 9370, 105034, 118297, 7, 78973, 106641, 105706, 18, 32571, 5373, 20, 32571, 5373, 19, 32571, 69515, 114956, 41146, 100020, 71356, 104763, 5373, 110884, 118297, 104299, 109925, 3837, 108221, 102217, 105540, 3407, 18, 13, 3070, 102556, 99424, 57218, 82587, 100030, 334, 5122, 31991, 100565, 99558, 67338, 101927, 72651, 101070, 101257, 1773, 20002, 72651, 34187, 102031, 100133, 108439, 176251, 159782, 160481, 172320, 5373, 101148, 68262, 176251, 153926, 167194, 168195, 5373, 99424, 107537, 176251, 154611, 161667, 169988, 81217, 99602, 82700, 110137, 7, 78973, 106641, 22, 32571, 8, 104597, 1773, 105230, 100565, 9370, 108221, 102217, 17714, 15946, 49567, 3837, 110966, 101135, 102474, 101373, 72651, 33108, 105299, 100020, 3837, 109093, 100652, 33071, 117665, 3407, 14374, 33576, 101070, 100144, 10958, 198, 20002, 104796, 100144, 107433, 2073, 101966, 101964, 854, 57218, 2073, 107285, 99879, 854, 104876, 105117, 3407, 334, 100030, 113721, 17447, 334, 3837, 20002, 100629, 100692, 104820, 102929, 33071, 1773, 39165, 32664, 106168, 100220, 7, 104033, 100588, 99515, 21515, 8, 57191, 118297, 100394, 100565, 33447, 3837, 36993, 67338, 114427, 5373, 102146, 9370, 78973, 36407, 45912, 100873, 57191, 108324, 43815, 3837, 107837, 32664, 100187, 32108, 5373, 18830, 104005, 105461, 43815, 9370, 99835, 99242, 3837, 101034, 107529, 20002, 108334, 26381, 3407, 334, 99960, 99390, 102402, 104757, 17447, 334, 3837, 107494, 78973, 101070, 57218, 101927, 72651, 101070, 47606, 102495, 102802, 33071, 1773, 77557, 3837, 20002, 32664, 82587, 68262, 5373, 58405, 99892, 9370, 101927, 72651, 7, 176251, 153926, 167194, 168195, 5373, 176251, 156415, 166095, 170209, 69515, 106859, 101966, 78973, 99602, 82700, 27369, 104796, 48921, 116867, 3837, 100656, 115114, 2073, 82587, 99424, 97907, 100565, 116542, 1773, 104043, 3837, 17, 15, 17, 21, 7948, 16, 9754, 16, 22, 8903, 72651, 9370, 102298, 2073, 105190, 104556, 854, 57218, 2073, 107884, 102122, 97907, 101927, 176251, 156415, 166095, 170209, 3837, 87267, 18493, 104405, 17447, 98841, 99259, 57191, 103980, 34187, 20002, 105463, 32664, 100588, 99515, 43815, 9370, 102637, 100565, 3837, 104416, 99960, 99390, 100565, 9370, 114061, 3407, 14374, 33576, 104538, 102050, 10958, 198, 99799, 101042, 3837, 104538, 20002, 104326, 31235, 87267, 103198, 104597, 20412, 334, 100629, 105190, 98650, 5373, 104199, 111177, 9370, 102990, 118297, 101981, 57191, 87140, 334, 3407, 83751, 63789, 104282, 104506, 28311, 101140, 3837, 20002, 32664, 100588, 99515, 5373, 105190, 100220, 9370, 102217, 99589, 100271, 20412, 41146, 31235, 113433, 110257, 100185, 1773, 102460, 3837, 20002, 18830, 101966, 109362, 62926, 117665, 105149, 118297, 109925, 3837, 114956, 32664, 2073, 17340, 97907, 100020, 110193, 32664, 103148, 2073, 43815, 97907, 100020, 1773, 100161, 3837, 41146, 101070, 100144, 102406, 42411, 99350, 34204, 101964, 16628, 99309, 43815, 1773, 44063, 43288, 112224, 100374, 3837, 116837, 99461, 108208, 5373, 101251, 103963, 105302, 87140, 3837, 46944, 96555, 100423, 5373, 43815, 99937, 18493, 101964, 22704, 5373, 106646, 105190, 105702, 7, 29524, 16530, 99760, 99684, 8, 100136, 26232, 99553, 105143, 87335, 14, 102274, 104199, 9370, 102990, 118297, 3837, 107093, 101929, 20002, 32664, 2073, 105190, 98650, 854, 91956, 43815, 99879, 854, 33108, 2073, 100641, 64064, 97907, 111904, 100438, 100354, 1773, 101886, 3837, 101914, 106815, 101981, 57191, 87140, 43815, 3837, 18830, 104590, 102575, 100350, 107494, 72651, 105326, 102217, 100651, 1773, 151668, 198, 75882, 20002, 104044, 104181, 75437, 100541, 34187, 107206, 25, 220, 176249, 158743, 165460, 168352, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_4669><s_b_1583><s_c_2530>
【2025-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_3569><s_c_6278>
【2025-02-12】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6477><s_c_5452>
【2025-02-21】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1399><s_c_6387>
【2025-02-28】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
【2025-03-24】
  --:-- [商品-购买] <|prod_begin|><s_a_225><s_b_446><s_c_2199>
【2025-03-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5334><s_c_814>
【2025-04-04】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_5044>
【2025-04-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_1275>
【2025-04-19】
  --:-- [商品-购买] <|prod_begin|><s_a_4842><s_b_2289><s_c_4877>
  --:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_4136><s_c_6948>
  --:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_483><s_c_1131>
【2025-04-21】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7342><s_c_925>
【2025-05-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1565><s_b_1844><s_c_7648>
【2025-05-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_5588><s_c_1971>
  --:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_4023><s_c_1329>
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_1966><s_c_7791>
【2025-05-07】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_3676>
【2025-05-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1315><s_b_6600><s_c_6236>
【2025-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_3055>
【2025-06-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_4757>
【2025-06-13】
  --:-- [商品-购买] <|prod_begin|><s_a_5009><s_b_7292><s_c_1664>
【2025-06-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_7947><s_c_5147>
【2025-06-19】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_1799><s_c_5146>
【2025-06-30】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2616><s_b_7342><s_c_6596>
【2025-07-07】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_1122>
【2025-07-17】
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_1630><s_c_5882>
【2025-07-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6973><s_c_6278>
【2025-07-25】
  --:-- [直播-关注] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
  --:-- [商品-购买] <|prod_begin|><s_a_1099><s_b_1711><s_c_7072>
【2025-08-11】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7658>
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2113><s_c_6278>
【2025-08-18】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1259><s_c_6784>
【2025-08-23】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7395>
【2025-08-30】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
  --:-- [商品-购买] <|prod_begin|><s_a_1671><s_b_1443><s_c_6954>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_8139><s_c_4262>
  --:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_4787><s_c_2199>
  --:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_8139><s_c_2926>
【2025-09-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_6278>
【2025-09-11】
  --:-- [直播-打赏] <|living_begin|><s_a_6293><s_b_8191><s_c_1613>
【2025-09-22】
  --:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_4488><s_c_2024>
【2025-09-30】
  --:-- [直播-打赏] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
【2025-10-02】
  --:-- [直播-关注] <|living_begin|><s_a_4666><s_b_5588><s_c_4857>
【2025-10-07】
  --:-- [商品-购买] <|prod_begin|><s_a_5706><s_b_1099><s_c_6072>
【2025-10-08】
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_3728><s_c_6256>
【2025-10-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4692><s_c_6757>
【2025-10-19】
  --:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_7016><s_c_5291>
  --:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_729><s_c_8177>
【2025-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_3728><s_c_6256>
【2025-11-13】
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7388><s_c_4233>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_8002><s_c_5589>
  --:-- [商品-购买] <|prod_begin|><s_a_4979><s_b_3569><s_c_5540>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_6757>
【2025-11-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6152><s_b_703><s_c_8075>
【2025-11-27】
  --:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4545><s_c_5692>
  --:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_3335><s_c_5221>
【2025-12-02】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_5974><s_c_3165>
  --:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_4037><s_c_767>
【2025-12-03】
  --:-- [商品-购买] <|prod_begin|><s_a_1523><s_b_7874><s_c_4060>
【2025-12-07】
  --:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4538><s_c_696>
  --:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_7178><s_c_2717>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1277><s_c_3676>
  13:12 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2370>
  13:38 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4216><s_c_2568>
【2025-12-09】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6776><s_c_3846>
  11:55 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7383>
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_5699><s_c_7101>
  --:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_1711><s_c_1472>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2904><s_c_6196>
  --:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_4613><s_c_329>
  23:04 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_7566>
【2025-12-10】
  09:32 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7344><s_c_5563>
  --:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_263>
  14:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5238><s_c_141>
  23:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3970>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_2448><s_c_4462>
  22:56 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_6234><s_c_2758>
【2025-12-14】
  01:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3517>
  22:46 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6519><s_c_987>
【2025-12-15】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_2918>
  22:00 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6616>
  23:52 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5259>
【2025-12-16】
  00:02 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_3877>
  08:16 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5259>
  08:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6616>
【2025-12-19】
  22:56 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_2568>
【2025-12-20】
  23:01 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
【2025-12-21】
  00:17 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_4033><s_c_7566>
【2025-12-23】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5036>
  09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4733><s_c_5851>
【2025-12-27】
  01:11 [广告-深度转化] <|ad_begin|><s_a_562><s_b_6776><s_c_3447>
【2025-12-28】
  07:42 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_2604><s_c_7557>
【2025-12-29】
  08:53 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
  09:45 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_2246><s_c_3026>
  12:12 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_77>
【2025-12-30】
  08:53 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2497><s_c_77>
【2025-12-31】
  08:27 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5511><s_c_3958>
  13:24 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_978><s_c_7899>
【2026-01-02】
  13:37 [广告-深度转化] <|ad_begin|><s_a_562><s_b_6776><s_c_3447>
【2026-01-03】
  08:09 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_6616>
  08:09 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_6616>
  21:54 [广告-点击] <|ad_begin|><s_a_456><s_b_3447><s_c_3165>
【2026-01-04】
  08:28 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
  08:28 [广告-点击] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
  12:43 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_581><s_c_932>
  12:43 [广告-点击] <|ad_begin|><s_a_5863><s_b_581><s_c_932>
  22:56 [广告-深度转化] <|ad_begin|><s_a_6031><s_b_2723><s_c_3984>
  22:56 [广告-点击] <|ad_begin|><s_a_6031><s_b_2723><s_c_3984>
  23:06 [广告-深度转化] <|ad_begin|><s_a_3099><s_b_1693><s_c_401>
  23:06 [广告-点击] <|ad_begin|><s_a_3099><s_b_1693><s_c_401>
【2026-01-05】
  14:09 [广告-点击] <|ad_begin|><s_a_7374><s_b_57><s_c_4742>
【2026-01-06】
  11:43 [广告-深度转化] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
  11:43 [广告-点击] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
【2026-01-07】
  10:50 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7455><s_c_3026>
  10:50 [广告-点击] <|ad_begin|><s_a_2832><s_b_7455><s_c_3026>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4358><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1423>
  23:39 [广告-点击] <|ad_begin|><s_a_6594><s_b_6776><s_c_360>
【2026-01-09】
  05:59 [广告-点击] <|ad_begin|><s_a_1383><s_b_7608><s_c_1389>
  06:01 [广告-点击] <|ad_begin|><s_a_1351><s_b_3000><s_c_2165>
  06:03 [广告-点击] <|ad_begin|><s_a_1351><s_b_3000><s_c_2165>
  09:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5200><s_c_5563>
  09:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_5200><s_c_5563>
  13:47 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_970>
  13:47 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_970>
【2026-01-10】
  12:11 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
  12:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
【2026-01-11】
  00:48 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_8008><s_c_141>
  00:48 [广告-点击] <|ad_begin|><s_a_6417><s_b_8008><s_c_141>
  23:53 [广告-点击] <|ad_begin|><s_a_1351><s_b_7608><s_c_4435>
【2026-01-12】
  08:00 [广告-点击] <|ad_begin|><s_a_2470><s_b_1751><s_c_4939>
  08:02 [广告-点击] <|ad_begin|><s_a_1351><s_b_404><s_c_1620>
  08:02 [广告-点击] <|ad_begin|><s_a_1726><s_b_6776><s_c_4890>
  08:04 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_3697>
  08:05 [广告-点击] <|ad_begin|><s_a_562><s_b_3727><s_c_4315>
  08:09 [广告-点击] <|ad_begin|><s_a_1351><s_b_404><s_c_1620>
【2026-01-13】
  22:12 [广告-点击] <|ad_begin|><s_a_6594><s_b_6776><s_c_360>
  22:14 [广告-点击] <|ad_begin|><s_a_532><s_b_4342><s_c_1719>
【2026-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3026>
【2026-01-15】
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1002><s_c_6524>
  13:11 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
  13:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4291>
  05:54 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
  05:54 [广告-点击] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_2405>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_2405>
  --:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_1715><s_c_4895>
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
  --:-- [商品-点击] <|prod_begin|><s_a_662><s_b_3206><s_c_2405>
  23:33 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
  23:33 [广告-点击] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_2369><s_b_4106><s_c_1158>
  --:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_6716><s_c_3403>
  --:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_6716><s_c_3403>
【2026-01-18】
  10:23 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6519><s_c_6268>
  10:23 [广告-点击] <|ad_begin|><s_a_7931><s_b_6519><s_c_6268>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1504><s_c_4225>
  --:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
  --:-- [商品-点击] <|prod_begin|><s_a_5553><s_b_2583><s_c_6762>
  13:12 [广告-深度转化] <|ad_begin|><s_a_8164><s_b_581><s_c_2401>
  13:12 [广告-点击] <|ad_begin|><s_a_8164><s_b_581><s_c_2401>
  22:21 [广告-点击] <|ad_begin|><s_a_1169><s_b_7214><s_c_173>
【2026-01-19】
  10:02 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_4325>
  10:02 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_4325>
  11:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_5749>
  11:40 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_5749>
  --:-- [商品-点击] <|prod_begin|><s_a_6893><s_b_5509><s_c_4306>
  --:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_2960><s_c_5795>
  --:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
【2026-01-20】
  00:19 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_868>
  00:19 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_868>
  00:53 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_2370>
  00:53 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_2370>
  --:-- [商品-点击] <|prod_begin|><s_a_866><s_b_3206><s_c_2639>
  --:-- [商品-点击] <|prod_begin|><s_a_3428><s_b_1951><s_c_272>
  --:-- [商品-点击] <|prod_begin|><s_a_6478><s_b_3177><s_c_2382>
【2026-01-21】
  03:14 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_8008><s_c_3014>
  03:14 [广告-点击] <|ad_begin|><s_a_2111><s_b_8008><s_c_3014>
  04:27 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2647>
  04:27 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2647>
  07:46 [广告-点击] <|ad_begin|><s_a_1351><s_b_5543><s_c_6559>
  07:47 [广告-点击] <|ad_begin|><s_a_7638><s_b_4733><s_c_2462>
  --:-- [商品-点击] <|prod_begin|><s_a_3428><s_b_1951><s_c_272>
  --:-- [商品-点击] <|prod_begin|><s_a_4387><s_b_810><s_c_5053>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
【2026-01-22】
  05:51 [广告-点击] <|ad_begin|><s_a_99><s_b_6776><s_c_2672>
  --:-- [商品-点击] <|prod_begin|><s_a_330><s_b_664><s_c_6981>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
  22:38 [广告-点击] <|ad_begin|><s_a_1169><s_b_2533><s_c_369>
【2026-01-23】
  01:36 [广告-点击] <|ad_begin|><s_a_192><s_b_5786><s_c_3036>
  01:42 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7344><s_c_77>
  01:42 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_77>
  04:17 [视频-点赞/长播] <|video_begin|><s_a_7077><s_b_3727><s_c_7899>
  13:28 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_3116>
  14:54 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  14:54 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  21:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
  21:11 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
  22:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_513><s_c_5563>
  22:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_990><s_c_3054>
【2026-01-24】
  09:53 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
  09:53 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
  14:48 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
  14:48 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
【2026-01-25】
  09:42 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3261>
  09:42 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3261>
  10:03 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_6519><s_c_7719>
  10:32 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
  10:32 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_7304><s_c_7368>
【2026-01-26】
  00:28 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
  00:28 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
  05:46 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_575><s_c_5563>
  10:23 [广告-点击] <|ad_begin|><s_a_1576><s_b_4417><s_c_8039>
  14:07 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
  14:07 [广告-点击] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
  14:10 [视频-点赞/长播] <|video_begin|><s_a_6359><s_b_6776><s_c_1708>
  14:37 [视频-点赞/长播] <|video_begin|><s_a_539><s_b_4855><s_c_6832>
  14:37 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_4723><s_c_5193>
  14:37 [视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>
  14:49 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_6776><s_c_7719>
  23:12 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_713><s_c_6357>
  23:12 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3456><s_c_7683>
  23:17 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_1002><s_c_6771>
【2026-01-27】
  03:18 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_1374>
  03:18 [视频-点赞/长播] <|video_begin|><s_a_4396><s_b_3189><s_c_5267>
  03:38 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_6559>
  03:38 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_6559>
  11:21 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_6261><s_c_3475>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5444><s_c_1664>
  --:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
  22:35 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
  22:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
【2026-01-28】
  00:40 [广告-点击] <|ad_begin|><s_a_5904><s_b_978><s_c_6366>
  09:18 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_665><s_c_4783>
  09:18 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_7365>
  09:18 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_4460><s_c_7719>
  09:26 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_7776><s_c_7156>
  09:26 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_3148><s_c_5186>
  09:44 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_1531><s_c_7374>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2074><s_c_1041>
  --:-- [商品-点击] <|prod_begin|><s_a_67><s_b_2074><s_c_4856>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2074><s_c_7742>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2074><s_c_1041>
  14:00 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_3019><s_c_1306>
  23:04 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
  23:04 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
【2026-01-29】
  00:20 [广告-深度转化] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
  00:20 [广告-点击] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
  06:50 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6776><s_c_6962>
  06:50 [广告-点击] <|ad_begin|><s_a_2832><s_b_6776><s_c_6962>
  10:54 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_1423>
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_3723><s_c_2484>
  13:10 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
  13:10 [视频-长播] <|video_begin|><s_a_16><s_b_4552><s_c_1495>
  13:10 [视频-长播] <|video_begin|><s_a_2364><s_b_4041><s_c_5338>
  13:18 [视频-长播] <|video_begin|><s_a_457><s_b_8008><s_c_6570>
  13:18 [视频-长播] <|video_begin|><s_a_2408><s_b_8008><s_c_2482>
  13:18 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_6816><s_c_7053>
  13:22 [视频-长播] <|video_begin|><s_a_2051><s_b_7630><s_c_5563>
  13:22 [视频-长播] <|video_begin|><s_a_6704><s_b_455><s_c_5063>
  13:22 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_7864><s_c_7274>
  13:22 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_6244><s_c_5944>
  13:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
  13:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
  23:07 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_1799><s_c_5349>
  23:50 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
  23:51 [广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>
  23:53 [广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>
【2026-01-30】
  00:03 [视频-长播] <|video_begin|><s_a_532><s_b_3456><s_c_5258>
  00:03 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4913>
  04:58 [视频-长播] <|video_begin|><s_a_1106><s_b_876><s_c_7414>
  05:00 [视频-长播] <|video_begin|><s_a_148><s_b_6006><s_c_1004>
  22:03 [视频-长播] <|video_begin|><s_a_7751><s_b_4746><s_c_1906>
  22:03 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_5904><s_c_5798>
  22:04 [视频-长播] <|video_begin|><s_a_2051><s_b_1596><s_c_7864>
  22:30 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_5654>
【2026-01-31】
  06:56 [视频-长播] <|video_begin|><s_a_2051><s_b_2419><s_c_5258>
  10:34 [视频-长播] <|video_begin|><s_a_2364><s_b_6170><s_c_5435>
  10:34 [视频-长播] <|video_begin|><s_a_2051><s_b_6973><s_c_1>
  10:34 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_3589><s_c_5231>
  10:38 [广告-点击] <|ad_begin|><s_a_1383><s_b_5496><s_c_4636>
  10:52 [视频-长播] <|video_begin|><s_a_457><s_b_727><s_c_3214>
  10:52 [视频-长播] <|video_begin|><s_a_5941><s_b_4915><s_c_4859>
  10:55 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_1935>
【2026-02-01】
  13:34 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_2815><s_c_853>
  13:42 [视频-长播] <|video_begin|><s_a_2051><s_b_6344><s_c_532>
  13:42 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>
【2026-02-02】
  10:05 [视频-长播] <|video_begin|><s_a_4615><s_b_850><s_c_2693>
  10:53 [视频-长播] <|video_begin|><s_a_5371><s_b_6141><s_c_8136>
  10:53 [视频-点赞/长播] <|video_begin|><s_a_6267><s_b_3189><s_c_5667>
  10:53 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7106>
  11:05 [视频-长播] <|video_begin|><s_a_5058><s_b_1795><s_c_7348>
  11:08 [视频-长播] <|video_begin|><s_a_3632><s_b_2799><s_c_1719>
  11:08 [视频-长播] <|video_begin|><s_a_532><s_b_6776><s_c_5673>
  11:13 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_5444><s_c_7289>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1002><s_c_6524>
  23:41 [视频-长播] <|video_begin|><s_a_2364><s_b_6973><s_c_3777>
  23:41 [视频-长播] <|video_begin|><s_a_4615><s_b_6261><s_c_1457>
【2026-02-03】
  00:24 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_665><s_c_6150>
  00:24 [广告-点击] <|ad_begin|><s_a_5673><s_b_665><s_c_6150>
  00:53 [广告-点击] <|ad_begin|><s_a_1294><s_b_5176><s_c_7021>
  07:43 [视频-长播] <|video_begin|><s_a_5254><s_b_2815><s_c_6416>
  08:34 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_2187><s_c_6278>
  08:36 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_4636>
  08:36 [视频-点赞/长播] <|video_begin|><s_a_6757><s_b_96><s_c_6185>
  08:43 [视频-长播] <|video_begin|><s_a_532><s_b_4915><s_c_6278>
  08:56 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2828><s_c_708>
  08:56 [广告-点击] <|ad_begin|><s_a_2111><s_b_2828><s_c_708>
  09:22 [视频-长播] <|video_begin|><s_a_532><s_b_2560><s_c_2530>
  09:22 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_765><s_c_1004>
  09:31 [视频-长播] <|video_begin|><s_a_4615><s_b_3832><s_c_814>
  09:31 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_3447><s_c_7951>
  09:31 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_6261><s_c_6357>
  09:41 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_7616>
  09:41 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_814>
  09:46 [视频-长播] <|video_begin|><s_a_3801><s_b_6436><s_c_47>
  12:53 [视频-长播] <|video_begin|><s_a_668><s_b_697><s_c_6364>
  12:53 [视频-长播] <|video_begin|><s_a_457><s_b_2200><s_c_507>
  12:57 [视频-长播] <|video_begin|><s_a_7542><s_b_4958><s_c_1708>
  12:57 [视频-长播] <|video_begin|><s_a_1880><s_b_6436><s_c_1337>
  13:06 [视频-长播] <|video_begin|><s_a_410><s_b_6779><s_c_6364>
  22:13 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_2113><s_c_5349>
  22:35 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6686>
  22:35 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6686>
  22:56 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
  22:56 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
【2026-02-04】
  14:38 [视频-长播] <|video_begin|><s_a_16><s_b_6436><s_c_141>
  14:38 [视频-长播] <|video_begin|><s_a_532><s_b_6776><s_c_7106>
  22:55 [视频-长播] <|video_begin|><s_a_2408><s_b_8008><s_c_5961>
  22:56 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_3063><s_c_7702>
  23:30 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
  23:30 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
【2026-02-05】
  00:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_1411><s_c_3236>
  00:32 [视频-长播] <|video_begin|><s_a_2450><s_b_5663><s_c_2123>
  00:32 [视频-长播] <|video_begin|><s_a_3632><s_b_57><s_c_3026>
  00:32 [视频-长播] <|video_begin|><s_a_2051><s_b_1395><s_c_532>
  00:32 [视频-长播] <|video_begin|><s_a_5023><s_b_8008><s_c_5405>
  00:32 [视频-点赞/长播] <|video_begin|><s_a_5695><s_b_7126><s_c_8024>
  00:37 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3456><s_c_7840>
  00:44 [视频-长播] <|video_begin|><s_a_2051><s_b_6358><s_c_25>
  00:44 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1940><s_c_6762>
  00:47 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_2957>
  00:50 [视频-长播] <|video_begin|><s_a_5023><s_b_6436><s_c_3284>
  00:53 [视频-长播] <|video_begin|><s_a_3660><s_b_3472><s_c_3349>
  00:55 [视频-长播] <|video_begin|><s_a_457><s_b_727><s_c_47>
  00:56 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_2513>
  13:59 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_689><s_c_2123>
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
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 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请针对以下主题提取行为逻辑链：
主题：从被动信息吸收到主动利用AI工具的认知跃迁

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动信息吸收到主动利用AI工具的认知跃迁",
    "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"
      }
    ]
  }
}<|im_end|>
<|im_start|>assistant
<think>
好的，我将基于这份用户行为日志，以推荐分析师的视角，对用户的行为逻辑进行推理。

我的任务是分析用户从被动接收信息到主动探索并利用AI工具的认知转变过程。我会重点关注行为时间线，梳理出导致这一转变的关键节点和内在逻辑。

在分析初期，我注意到该用户是一个信息涉猎非常广泛的人，尤其偏爱知识型和资讯型内容。从2025年上半年开始，他就大量关注财经、时政、健康养生等领域的直播，例如解读A股趋势的直播 <|living_begin|><s_a_4372><s_b_6776><s_c_3676>、分析国际局势的直播 <|living_begin|><s_a_4372><s_b_1799><s_c_7658> 以及各类健康科普直播。这表明他有强烈的通过内容消费来获取信息、辅助决策的习惯。

随着时间推移，特别是在2026年1月下旬，我发现用户的行为出现了一个关键的转折点。在2026年1月26日，他密集地消费了大量关于股市、国际政治和经济动态的视频内容。在这些内容中，他不仅点赞，还特别收藏了一个分析股市牛熊转变与投资者心态的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>。收藏这个行为对我来说是一个强烈的信号，它意味着用户不再满足于信息的简单浏览，而是希望对复杂的决策逻辑进行深度思考和复盘。我推测，面对海量且充满不确定性的财经信息，他可能感到了认知上的压力和决策上的痛点，从而萌生了寻找更高效信息处理方法或决策辅助工具的想法。

这个推测很快在接下来的行为中得到了印证。仅仅三天后，在2026年1月29日，他首次主动点击了一则关于免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>。这是一个非常重要的行为变化，标志着他开始将注意力从“信息本身”转移到了“处理信息的工具”上。他不再仅仅是被动地接收财经博主的观点，而是开始主动探索能够赋能自己的新技术。这说明他已经意识到，AI可能就是解决他当前信息处理瓶颈的潜在方案。

为了进一步确认他对“工具”和“效率”的追求，我继续观察后续行为。在2026年2月1日，他又收藏了一个关于荣耀手机七大实用功能的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，内容聚焦于如何通过手机自带的功能（如分屏、长截屏）来提升操作效率。这个行为虽然看似与AI没有直接关联，但其内在动机与探索AI工具是高度一致的，都指向了“利用工具提升个人效率”这一核心诉求。这表明他的认知已经发生了转变，从一个纯粹的内容消费者，开始向一个积极寻求并利用工具来优化个人工作流的“效率追求者”演变。

综合来看，我认为用户的行为逻辑链条清晰地展现了一个认知跃迁的过程。他最初通过大量观看财经、时政类视频积累信息，在信息过载中遇到了决策瓶颈，这具体体现在他收藏了关于投资策略与心理学研究的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>上。这个痛点驱动他开始寻找解决方案，于是他主动点击了免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>，迈出了探索新工具的第一步。最后，他收藏手机高效操作技巧的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，进一步巩固了他对于利用工具提升效率的认知和兴趣。因此，我倾向于认为，该用户未来对各类能提升信息处理效率、辅助决策的AI工具或相关课程内容，会有较高的接受度和付费转化可能。</think>
{"logic_chain": {"name": "从被动信息吸收到主动利用AI工具的认知跃迁", "events": [{"date": "2026-01-26", "action": "[视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>", "logic": "信息积累与痛点形成：用户通过大量观看财经、科技、时政类视频，积累了海量信息，并收藏了关于“投资策略与心理学”的深度分析视频，表明其在信息处理和决策上可能遇到了瓶颈，产生了对更高效工具的需求。"}, {"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>", "logic": "兴趣转向与工具探索：用户开始主动点击“免费人工智能课程”广告，标志着其兴趣从被动接收信息转向主动学习和了解能提升信息处理效率的AI工具，行为模式发生显著变化。"}, {"date": "2026-02-01", "action": "[视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>", "logic": "认知深化与效率追求：用户收藏了关于“手机实用功能”以提升操作效率的视频。这一行为与探索AI工具的逻辑一致，共同指向其核心诉求——利用工具提升个人效率，进一步佐证了其从“信息消费”到“工具赋能”的认知转变。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2022-06-06】
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【2022-09-13】
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【2022-11-16】
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【2022-12-18】
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【2023-01-24】
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【2023-04-11】
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【2023-07-06】
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【2023-11-23】
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【2024-01-17】
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【2024-01-31】
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【2024-03-05】
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【2024-03-20】
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【2024-04-30】
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【2024-05-07】
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【2024-05-23】
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【2024-05-25】
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【2024-06-18】
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【2024-07-21】
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【2024-07-22】
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【2024-07-30】
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【2024-08-01】
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【2024-08-06】
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【2024-08-08】
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【2024-08-09】
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【2024-08-23】
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【2024-09-07】
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【2024-09-13】
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【2024-09-30】
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【2024-12-24】
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【2025-12-11】
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【2025-12-12】
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【2025-12-16】
  06:21 [广告-点击] <|ad_begin|><s_a_5229><s_b_4932><s_c_78>
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  15:17 [广告-点击] <|ad_begin|><s_a_4428><s_b_2271><s_c_4141>
【2025-12-17】
  04:44 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
  07:10 [广告-点击] <|ad_begin|><s_a_1351><s_b_2826><s_c_7517>
  09:39 [广告-点击] <|ad_begin|><s_a_1351><s_b_4134><s_c_7718>
【2025-12-20】
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【2025-12-23】
  23:47 [广告-点击] <|ad_begin|><s_a_562><s_b_6162><s_c_401>
【2025-12-24】
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【2025-12-26】
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【2025-12-28】
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【2025-12-29】
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【2025-12-30】
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【2026-01-02】
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  16:12 [广告-点击] <|ad_begin|><s_a_8164><s_b_6281><s_c_2656>
【2026-01-03】
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  16:43 [广告-点击] <|ad_begin|><s_a_1372><s_b_4477><s_c_2656>
  23:26 [广告-点击] <|ad_begin|><s_a_562><s_b_5429><s_c_154>
【2026-01-04】
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  04:48 [广告-点击] <|ad_begin|><s_a_1383><s_b_5631><s_c_2341>
  23:50 [广告-点击] <|ad_begin|><s_a_1351><s_b_978><s_c_4543>
【2026-01-05】
  01:39 [广告-点击] <|ad_begin|><s_a_8152><s_b_6379><s_c_8061>
【2026-01-06】
  08:45 [广告-点击] <|ad_begin|><s_a_7984><s_b_697><s_c_88>
【2026-01-07】
  09:56 [广告-点击] <|ad_begin|><s_a_1351><s_b_4944><s_c_1752>
【2026-01-08】
  06:18 [广告-点击] <|ad_begin|><s_a_8152><s_b_4753><s_c_5932>
【2026-01-09】
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【2026-01-11】
  07:41 [广告-点击] <|ad_begin|><s_a_8164><s_b_7762><s_c_7297>
【2026-01-12】
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【2026-01-14】
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【2026-01-15】
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【2026-01-17】
  11:25 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_3108>
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【2026-01-18】
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【2026-01-19】
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  09:43 [广告-点击] <|ad_begin|><s_a_8152><s_b_5061><s_c_1741>
【2026-01-21】
  21:10 [广告-点击] <|ad_begin|><s_a_5229><s_b_4491><s_c_294>
【2026-01-23】
  09:06 [视频-关注/点赞/长播] <|video_begin|><s_a_5254><s_b_4033><s_c_7274>
  09:08 [广告-点击] <|ad_begin|><s_a_7249><s_b_3636><s_c_3034>
  09:44 [视频-关注/长播] <|video_begin|><s_a_16><s_b_4096><s_c_3429>
  09:48 [广告-点击] <|ad_begin|><s_a_2408><s_b_3417><s_c_61>
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  12:38 [视频-关注/长播] <|video_begin|><s_a_3062><s_b_5876><s_c_7676>
【2026-01-24】
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【2026-01-25】
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  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5782><s_b_2789><s_c_6278>
  04:07 [视频-关注/长播] <|video_begin|><s_a_1985><s_b_5727><s_c_1708>
  06:33 [视频-关注/长播] <|video_begin|><s_a_1985><s_b_6114><s_c_6227>
  08:19 [广告-点击] <|ad_begin|><s_a_7088><s_b_8151><s_c_6557>
  10:05 [视频-关注/长播] <|video_begin|><s_a_5417><s_b_3636><s_c_3424>
  12:24 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1088><s_b_876><s_c_4074>
  12:42 [广告-点击] <|ad_begin|><s_a_5991><s_b_2251><s_c_1402>
  12:45 [视频-关注/长播] <|video_begin|><s_a_1881><s_b_3899><s_c_2309>
  13:01 [视频-浏览] <|video_begin|><s_a_1726><s_b_7603><s_c_141>
  13:38 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_1588><s_c_216>
  13:38 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_5841><s_c_3475>
  14:04 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3555><s_b_6973><s_c_1935>
  14:58 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3829><s_b_3150><s_c_4603>
【2026-01-26】
  07:26 [广告-点击] <|ad_begin|><s_a_7984><s_b_6727><s_c_2140>
  11:51 [广告-点击] <|ad_begin|><s_a_1351><s_b_928><s_c_6057>
  16:51 [广告-点击] <|ad_begin|><s_a_6140><s_b_1413><s_c_4341>
【2026-01-27】
  00:51 [广告-点击] <|ad_begin|><s_a_1351><s_b_3727><s_c_5687>
  01:58 [广告-点击] <|ad_begin|><s_a_5991><s_b_713><s_c_1835>
【2026-01-28】
  14:35 [广告-点击] <|ad_begin|><s_a_7931><s_b_4746><s_c_6298>
【2026-01-29】
  01:37 [广告-点击] <|ad_begin|><s_a_3655><s_b_3440><s_c_1708>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_988><s_c_6278>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
  02:38 [广告-点击] <|ad_begin|><s_a_1372><s_b_6742><s_c_4487>
  08:40 [视频-关注/点赞/长播] <|video_begin|><s_a_5632><s_b_1223><s_c_5217>
  08:40 [视频-收藏/长播] <|video_begin|><s_a_5903><s_b_4182><s_c_6347>
  08:49 [视频-关注/点赞/长播] <|video_begin|><s_a_6597><s_b_4033><s_c_3036>
  09:16 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_765><s_c_6278>
  09:16 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_1223><s_c_2975>
  09:34 [视频-关注/长播] <|video_begin|><s_a_1275><s_b_2789><s_c_2253>
  10:03 [视频-关注/点赞/长播] <|video_begin|><s_a_4088><s_b_6261><s_c_7274>
  10:20 [视频-关注/点赞/长播] <|video_begin|><s_a_1881><s_b_7665><s_c_987>
  10:20 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7176><s_b_1806><s_c_557>
  15:17 [视频-关注/点赞/长播] <|video_begin|><s_a_2899><s_b_1258><s_c_3476>
  15:17 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3676><s_b_3569><s_c_3793>
  16:36 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1056><s_b_3951><s_c_5416>
  16:43 [视频-关注/长播] <|video_begin|><s_a_5988><s_b_7146><s_c_4629>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7217><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_6278>
  03:05 [广告-点击] <|ad_begin|><s_a_578><s_b_6234><s_c_6785>
  11:27 [视频-收藏/长播] <|video_begin|><s_a_4284><s_b_4733><s_c_5965>
  11:27 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5058><s_b_4010><s_c_2995>
  12:01 [广告-点击] <|ad_begin|><s_a_8113><s_b_7525><s_c_2213>
  12:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_6234><s_c_3616>
  13:17 [视频-关注/长播] <|video_begin|><s_a_3766><s_b_5090><s_c_2793>
  13:41 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_1596><s_c_3054>
  13:41 [视频-关注/长播] <|video_begin|><s_a_3829><s_b_6006><s_c_2038>
  13:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_7184><s_c_1935>
  14:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_6234><s_c_1339>
  14:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_2015><s_b_581><s_c_2309>
  14:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_7670><s_c_853>
  14:56 [视频-关注/长播] <|video_begin|><s_a_1726><s_b_5876><s_c_1935>
  16:00 [视频-收藏/点赞/长播] <|video_begin|><s_a_2897><s_b_5489><s_c_1223>
  16:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_1223><s_c_5944>
  16:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_1223><s_c_2543>
  16:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_5145><s_c_4939>
【2026-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_1357><s_b_5727><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_581><s_c_7674>
  --:-- [直播-首次打赏] <|living_begin|><s_a_7074><s_b_5727><s_c_6676>
  02:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_2899><s_b_1141><s_c_7598>
  02:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_6548><s_b_5727><s_c_4059>
  03:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_511><s_b_1434><s_c_7783>
  03:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_1642><s_c_6815>
  03:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_5417><s_b_4259><s_c_1979>
  03:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_6234><s_c_7534>
  04:46 [视频-关注/点赞/长播] <|video_begin|><s_a_16><s_b_594><s_c_141>
  04:57 [视频-关注/长播] <|video_begin|><s_a_2015><s_b_6284><s_c_1935>
  05:38 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_7342><s_c_8042>
  05:42 [广告-点击] <|ad_begin|><s_a_1351><s_b_6576><s_c_2653>
  05:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_7536><s_b_4915><s_c_499>
  06:05 [广告-点击] <|ad_begin|><s_a_1372><s_b_6810><s_c_5621>
  06:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_1751><s_c_5416>
  06:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_2402><s_b_438><s_c_2957>
  07:00 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_57><s_c_3589>
  07:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_2378><s_b_3415><s_c_5965>
  08:49 [视频-点赞/长播] <|video_begin|><s_a_6503><s_b_2817><s_c_6559>
  08:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_1128><s_b_451><s_c_1277>
  09:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_2402><s_b_5322><s_c_7950>
  09:13 [视频-浏览] <|video_begin|><s_a_1985><s_b_25><s_c_2341>
  09:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_4540><s_b_2828><s_c_678>
  09:34 [视频-点赞/长播] <|video_begin|><s_a_4625><s_b_3636><s_c_6881>
  09:40 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_2828><s_c_6561>
  09:44 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_7762><s_c_7718>
  09:50 [视频-点赞/长播] <|video_begin|><s_a_5629><s_b_1464><s_c_2568>
  09:50 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_4079>
  10:00 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_16><s_b_3656><s_c_7754>
  11:19 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_1642><s_c_1979>
  11:32 [视频-点赞/长播] <|video_begin|><s_a_2602><s_b_1212><s_c_5956>
  11:32 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2235><s_b_5175><s_c_5851>
  12:48 [视频-点赞/长播] <|video_begin|><s_a_5452><s_b_5511><s_c_6215>
  12:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_1269><s_b_6400><s_c_1948>
  13:55 [视频-收藏/长播] <|video_begin|><s_a_1605><s_b_4059><s_c_499>
  14:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_4032><s_b_5511><s_c_2957>
  15:07 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7054><s_c_7609>
  15:35 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_6690><s_c_7343>
  15:47 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1277><s_c_4631>
  15:47 [视频-关注/点赞/长播] <|video_begin|><s_a_6150><s_b_7302><s_c_5162>
  15:52 [视频-点赞/长播] <|video_begin|><s_a_2132><s_b_1411><s_c_141>
【2026-02-03】
  01:52 [广告-点击] <|ad_begin|><s_a_2859><s_b_978><s_c_7099>
  02:43 [广告-点击] <|ad_begin|><s_a_7381><s_b_6234><s_c_4318>
  06:02 [广告-点击] <|ad_begin|><s_a_559><s_b_7762><s_c_1835>
  10:58 [广告-点击] <|ad_begin|><s_a_1351><s_b_6379><s_c_1708>
【2026-02-04】
  13:36 [广告-点击] <|ad_begin|><s_a_8152><s_b_1494><s_c_6057>
【2026-02-05】
  03:19 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_4733><s_c_5563>
  03:25 [视频-收藏/点赞/长播] <|video_begin|><s_a_8164><s_b_4325><s_c_2912>
  03:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_6261><s_c_2568>
  03:29 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_1223><s_c_728>
  03:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_5417><s_b_5511><s_c_497>
  03:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_3417><s_c_6900>
  03:51 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5417><s_b_7608><s_c_4849>
  03:53 [视频-点赞/长播] <|video_begin|><s_a_3608><s_b_4432><s_c_5128>
  03:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_4760><s_b_4213><s_c_535>
  03:56 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_7598>
  04:08 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_4432><s_c_5881>
  04:12 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_3480><s_c_7395>
  04:28 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5842><s_c_4043>
  04:32 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_2799><s_c_111>
  04:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_8008><s_c_5970>
  04:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_4625><s_b_6891><s_c_4994>
  04:40 [视频-关注/长播] <|video_begin|><s_a_5632><s_b_7381><s_c_7951>
  05:13 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_5582><s_c_1614>
  05:16 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_8188><s_c_4423>
  05:17 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_7344><s_c_3901>
  05:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_5018><s_b_6477><s_c_3494>
  05:23 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_2865><s_c_4771>
  05:36 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6006><s_c_5903>
  05:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_2578><s_b_7333><s_c_1614>
  05:43 [视频-关注/点赞/长播] <|video_begin|><s_a_2655><s_b_7344><s_c_2568>
  06:51 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_1119>
  06:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_5961><s_c_6222>
  07:03 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_3589><s_c_4318>
  07:05 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_978><s_c_1000>
  07:05 [视频-关注/点赞/长播] <|video_begin|><s_a_5907><s_b_6234><s_c_594>
  07:15 [视频-关注/长播] <|video_begin|><s_a_2015><s_b_3417><s_c_6977>
  07:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_7175><s_c_3475>
  07:41 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_57><s_c_3031>
  07:56 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6196><s_c_7675>
  08:38 [视频-点赞/长播] <|video_begin|><s_a_4312><s_b_6021><s_c_4373>
  09:33 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1399><s_c_499>
  10:00 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_853>
  10:00 [视频-收藏/点赞/长播] <|video_begin|><s_a_287><s_b_3826><s_c_2206>
  10:06 [视频-点赞/长播] <|video_begin|><s_a_5614><s_b_4223><s_c_3309>
  10:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_6597><s_b_3636><s_c_3355>
  10:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_4088><s_b_7756><s_c_1004>
  10:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_4540><s_b_1411><s_c_4629>
  10:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_6519><s_c_1321>
  10:23 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5394><s_c_607>
  10:24 [视频-点赞/长播] <|video_begin|><s_a_590><s_b_3277><s_c_1004>
  10:31 [视频-点赞/长播] <|video_begin|><s_a_4845><s_b_1258><s_c_1004>
  10:38 [视频-收藏/点赞/长播] <|video_begin|><s_a_4625><s_b_6170><s_c_6390>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_2764><s_b_5429><s_c_2743>
  10:50 [视频-点赞/长播] <|video_begin|><s_a_2383><s_b_1583><s_c_4325>
  11:23 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_594><s_c_7899>
  11:25 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_1223><s_c_6815>
  11:26 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7514><s_c_47>
  11:30 [视频-长播] <|video_begin|><s_a_8113><s_b_7437><s_c_5162>
  11:30 [视频-长播] <|video_begin|><s_a_1726><s_b_6690><s_c_4423>
  11:32 [视频-长播] <|video_begin|><s_a_8113><s_b_558><s_c_853>
  11:32 [视频-长播] <|video_begin|><s_a_1726><s_b_2737><s_c_3770>
  11:32 [视频-长播] <|video_begin|><s_a_1985><s_b_4932><s_c_7257>
  11:35 [视频-长播] <|video_begin|><s_a_1726><s_b_3009><s_c_3070>
  11:35 [视频-长播] <|video_begin|><s_a_16><s_b_1141><s_c_853>
  11:45 [视频-长播] <|video_begin|><s_a_7038><s_b_1596><s_c_6364>
  11:45 [视频-长播] <|video_begin|><s_a_6503><s_b_3688><s_c_6364>
  11:46 [视频-长播] <|video_begin|><s_a_6137><s_b_5231><s_c_5362>
  11:46 [视频-长播] <|video_begin|><s_a_5023><s_b_1749><s_c_4014>
  11:49 [广告-点击] <|ad_begin|><s_a_5296><s_b_6874><s_c_2791>
  11:49 [视频-长播] <|video_begin|><s_a_5720><s_b_980><s_c_6915>
  11:52 [视频-长播] <|video_begin|><s_a_668><s_b_6550><s_c_1423>
  11:52 [视频-长播] <|video_begin|><s_a_1880><s_b_3059><s_c_3948>
  11:54 [视频-长播] <|video_begin|><s_a_1981><s_b_5800><s_c_3093>
  11:54 [视频-长播] <|video_begin|><s_a_1880><s_b_2095><s_c_8123>
  12:05 [视频-长播] <|video_begin|><s_a_2654><s_b_254><s_c_7244>
  12:05 [视频-长播] <|video_begin|><s_a_590><s_b_1795><s_c_5673>
  12:05 [视频-长播] <|video_begin|><s_a_6329><s_b_5394><s_c_6178>
  12:05 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_5916><s_c_3555>
  12:08 [视频-长播] <|video_begin|><s_a_1726><s_b_5916><s_c_5921>
  12:17 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_2598>
  12:17 [视频-长播] <|video_begin|><s_a_3766><s_b_5841><s_c_607>
  12:17 [视频-长播] <|video_begin|><s_a_1659><s_b_581><s_c_4200>
  12:52 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6006><s_c_3191>
  12:52 [视频-长播] <|video_begin|><s_a_3766><s_b_594><s_c_1051>
  12:52 [视频-长播] <|video_begin|><s_a_4088><s_b_7894><s_c_3429>
  12:54 [视频-长播] <|video_begin|><s_a_1883><s_b_6442><s_c_7616>
  12:54 [视频-长播] <|video_begin|><s_a_3062><s_b_1223><s_c_8140>
  13:00 [视频-长播] <|video_begin|><s_a_1883><s_b_876><s_c_2530>
  13:00 [视频-长播] <|video_begin|><s_a_1726><s_b_5840><s_c_2658>
  13:00 [视频-长播] <|video_begin|><s_a_7751><s_b_2958><s_c_4468>
  13:00 [视频-长播] <|video_begin|><s_a_1985><s_b_2031><s_c_1864>
  13:06 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_5663><s_c_4468>
  13:06 [视频-长播] <|video_begin|><s_a_1985><s_b_4033><s_c_4657>
  13:06 [视频-长播] <|video_begin|><s_a_3766><s_b_978><s_c_1111>
  13:46 [视频-长播] <|video_begin|><s_a_3766><s_b_2789><s_c_2781>
  13:46 [视频-长播] <|video_begin|><s_a_1272><s_b_620><s_c_471>
  13:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2497><s_c_3429>
  13:58 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_2799><s_c_6919>
  13:58 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_5668><s_c_6815>
  13:58 [视频-长播] <|video_begin|><s_a_4540><s_b_4293><s_c_5747>
  14:02 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_2799><s_c_3846>
  14:02 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4915><s_c_7410>
  14:07 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_672><s_c_47>
  14:07 [视频-长播] <|video_begin|><s_a_1985><s_b_4932><s_c_607>
  14:07 [视频-长播] <|video_begin|><s_a_1378><s_b_6442><s_c_7271>
  14:10 [视频-长播] <|video_begin|><s_a_4625><s_b_4432><s_c_5331>
  14:10 [视频-长播] <|video_begin|><s_a_3300><s_b_1223><s_c_2530>
  14:15 [视频-点赞/长播] <|video_begin|><s_a_6503><s_b_4142><s_c_3552>
  14:15 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4508><s_c_47>
  14:15 [视频-关注/点赞/长播] <|video_begin|><s_a_3766><s_b_2789><s_c_3198>
  14:26 [视频-长播] <|video_begin|><s_a_8113><s_b_6477><s_c_3716>
  14:31 [视频-长播] <|video_begin|><s_a_1726><s_b_5106><s_c_2118>
  14:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_6771><s_c_1118>
  14:31 [视频-关注/长播] <|video_begin|><s_a_4760><s_b_6726><s_c_2998>
  15:06 [视频-长播] <|video_begin|><s_a_8113><s_b_6924><s_c_5209>
  15:06 [视频-长播] <|video_begin|><s_a_4088><s_b_6261><s_c_1251>
  15:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_4030><s_b_6431><s_c_1935>
  15:11 [视频-长播] <|video_begin|><s_a_7213><s_b_6234><s_c_3763>
  15:11 [视频-长播] <|video_begin|><s_a_1336><s_b_3235><s_c_7456>
  15:11 [视频-长播] <|video_begin|><s_a_3062><s_b_978><s_c_6227>
  15:11 [视频-关注/点赞/长播] <|video_begin|><s_a_4032><s_b_7391><s_c_5687>
  15:19 [视频-点赞/长播] <|video_begin|><s_a_6578><s_b_6442><s_c_1114>
  15:19 [视频-长播] <|video_begin|><s_a_1883><s_b_4010><s_c_47>
  15:19 [视频-关注/长播] <|video_begin|><s_a_3062><s_b_1595><s_c_5217>
  15:22 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_4041><s_c_1148>
  15:22 [视频-长播] <|video_begin|><s_a_6125><s_b_1258><s_c_5308>
  15:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_21><s_c_237>
  15:29 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_3221>
  15:29 [视频-长播] <|video_begin|><s_a_5991><s_b_7333><s_c_4879>
  15:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_1726><s_b_5893><s_c_6900>

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

主题：从被动娱乐到主动探索的游戏深度演化

输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|ad_begin|><s_a_1351><s_b_1258><s_c_6057>", "<|ad_begin|><s_a_472><s_b_2799><s_c_4636>", "<|living_begin|><s_a_7728><s_b_1258><s_c_3676>", "<|living_begin|><s_a_3713><s_b_581><s_c_2513>", "<|video_begin|><s_a_6597><s_b_4033><s_c_3036>", "<|video_begin|><s_a_2899><s_b_1258><s_c_3476>", "<|video_begin|><s_a_6597><s_b_3636><s_c_3355>", "<|video_begin|><s_a_1985><s_b_4932><s_c_607>", "<|video_begin|><s_a_4032><s_b_7391><s_c_5687>", "<|video_begin|><s_a_6125><s_b_1258><s_c_5308>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-07-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_6184><s_c_4586>
【2025-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_6184><s_c_4586>
【2025-07-28】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_4246><s_c_4037>
【2025-08-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_5022><s_c_4037>
【2025-09-07】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_3388><s_b_1206><s_c_6383>
【2025-09-11】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_5485>
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_3550>
【2025-09-16】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3278><s_c_1303>
【2025-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_416><s_b_4302><s_c_7978>
【2025-09-22】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_423><s_c_2808>
  --:-- [直播-关注] <|living_begin|><s_a_77><s_b_7342><s_c_3423>
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_3614><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
【2025-09-23】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4133>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_8008><s_c_70>
【2025-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6766><s_b_7412><s_c_1131>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4663><s_c_7340>
【2025-09-30】
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_5087><s_c_1307>
【2025-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6766><s_b_7412><s_c_1131>
【2025-10-13】
  --:-- [商品-购买] <|prod_begin|><s_a_3592><s_b_5426><s_c_4740>
  --:-- [商品-购买] <|prod_begin|><s_a_3592><s_b_2550><s_c_1787>
  --:-- [商品-购买] <|prod_begin|><s_a_3592><s_b_7457><s_c_6965>
【2025-10-15】
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_1811><s_c_7319>
【2025-10-16】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
【2025-10-18】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_3569><s_c_677>
【2025-10-24】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_2547><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6234><s_c_7951>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3737><s_c_3882>
  --:-- [商品-购买] <|prod_begin|><s_a_4280><s_b_1966><s_c_2643>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5727><s_c_4722>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_5488><s_c_2224>
【2025-11-12】
  --:-- [商品-购买] <|prod_begin|><s_a_5014><s_b_1259><s_c_3198>
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_7238><s_c_586>
【2025-11-13】
  --:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7342><s_c_2145>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_2513>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_2513>
  --:-- [商品-购买] <|prod_begin|><s_a_2904><s_b_5449><s_c_4886>
【2025-11-14】
  --:-- [直播-关注] <|living_begin|><s_a_3388><s_b_3569><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
【2025-11-15】
  --:-- [直播-关注] <|living_begin|><s_a_3388><s_b_1258><s_c_535>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_7951>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_726><s_b_7342><s_c_7951>
【2025-11-16】
  --:-- [商品-购买] <|prod_begin|><s_a_537><s_b_702><s_c_5974>
【2025-11-17】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_697><s_c_3589>
  --:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
【2025-11-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_1519><s_c_259>
【2025-11-19】
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_2883>
【2025-11-20】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_240><s_c_3026>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_384><s_b_6095><s_c_7951>
【2025-11-22】
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_8049><s_c_299>
  --:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_3569><s_c_4849>
【2025-11-23】
  --:-- [直播-关注] <|living_begin|><s_a_726><s_b_7342><s_c_6278>
【2025-11-25】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_3887>
  --:-- [直播-关注] <|living_begin|><s_a_6359><s_b_6776><s_c_1708>
【2025-11-26】
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_7951>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_6676>
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_566><s_c_1828>
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_5474><s_c_7556>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_8125><s_c_6628>
【2025-11-27】
  --:-- [直播-关注] <|living_begin|><s_a_4931><s_b_451><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1277><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8025><s_c_6779>
  --:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_2990><s_c_1741>
【2025-11-28】
  --:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1957>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_3280><s_c_6278>
【2025-11-30】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6477><s_c_7616>
  --:-- [直播-关注] <|living_begin|><s_a_5933><s_b_53><s_c_5318>
  --:-- [直播-关注] <|living_begin|><s_a_2688><s_b_6477><s_c_6266>
【2025-12-01】
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_3898><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7342><s_c_7819>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7819><s_b_7911><s_c_674>
【2025-12-13】
  --:-- [直播-首次打赏] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
【2025-12-27】
  --:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7808><s_c_7951>
【2025-12-28】
  --:-- [直播-关注] <|living_begin|><s_a_96><s_b_5165><s_c_3038>
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6311><s_c_677>
  --:-- [商品-加购] <|prod_begin|><s_a_5572><s_b_5487><s_c_3122>
  --:-- [商品-加购] <|prod_begin|><s_a_3514><s_b_3133><s_c_2408>
  --:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
【2025-12-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_7893>
  --:-- [商品-加购] <|prod_begin|><s_a_5572><s_b_5487><s_c_3122>
  --:-- [商品-加购] <|prod_begin|><s_a_4390><s_b_3569><s_c_7486>
  --:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
  --:-- [商品-加购] <|prod_begin|><s_a_8057><s_b_1686><s_c_5692>
  --:-- [商品-加购] <|prod_begin|><s_a_3514><s_b_3133><s_c_2408>
  --:-- [商品-加购] <|prod_begin|><s_a_345><s_b_2498><s_c_8036>
  --:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_3209><s_c_7791>
【2025-12-30】
  --:-- [商品-购买] <|prod_begin|><s_a_4688><s_b_6722><s_c_5650>
【2025-12-31】
  --:-- [商品-加购] <|prod_begin|><s_a_5051><s_b_5369><s_c_5462>
  --:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
  --:-- [商品-加购] <|prod_begin|><s_a_8057><s_b_1686><s_c_5692>
【2026-01-03】
  --:-- [商品-加购] <|prod_begin|><s_a_6950><s_b_6545><s_c_732>
  --:-- [商品-加购] <|prod_begin|><s_a_5051><s_b_5369><s_c_5462>
  --:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_3456>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_647><s_b_7911><s_c_7261>
【2026-01-06】
  --:-- [商品-加购] <|prod_begin|><s_a_8174><s_b_5044><s_c_1295>
  --:-- [商品-加购] <|prod_begin|><s_a_2836><s_b_5><s_c_7547>
【2026-01-08】
  02:15 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_4733><s_c_656>
  03:33 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1471><s_c_2902>
【2026-01-09】
  06:17 [广告-深度转化] <|ad_begin|><s_a_5144><s_b_2422><s_c_827>
【2026-01-10】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_620><s_c_6278>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_6278>
  01:41 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_697><s_c_827>
  03:17 [广告-深度转化] <|ad_begin|><s_a_5792><s_b_4404><s_c_3014>
【2026-01-11】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3388><s_b_3569><s_c_4783>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
  03:28 [广告-深度转化] <|ad_begin|><s_a_6137><s_b_6726><s_c_7677>
  12:24 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_4446>
  12:28 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
【2026-01-12】
  07:27 [广告-深度转化] <|ad_begin|><s_a_143><s_b_4733><s_c_6067>
【2026-01-13】
  01:24 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
  11:04 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7514><s_c_7374>
【2026-01-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_3569><s_c_3026>
  01:02 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7870><s_c_3955>
  01:05 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_4010><s_c_3726>
  01:15 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4838><s_c_2031>
  12:27 [广告-深度转化] <|ad_begin|><s_a_786><s_b_353><s_c_7950>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
  00:48 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  04:10 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6220><s_c_4735>
【2026-01-17】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
  02:14 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7162><s_c_616>
  08:17 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_1640>
【2026-01-18】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_4519>
  --:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_5515><s_c_7323>
  14:55 [广告-深度转化] <|ad_begin|><s_a_1666><s_b_2701><s_c_7534>
【2026-01-19】
  04:30 [广告-深度转化] <|ad_begin|><s_a_443><s_b_5666><s_c_4319>
  04:43 [广告-深度转化] <|ad_begin|><s_a_4320><s_b_2130><s_c_99>
  06:28 [广告-深度转化] <|ad_begin|><s_a_250><s_b_7684><s_c_6463>
  06:37 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1529><s_c_5851>
【2026-01-20】
  08:12 [广告-深度转化] <|ad_begin|><s_a_1666><s_b_2701><s_c_7534>
  12:20 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_4010><s_c_1640>
  12:35 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
【2026-01-21】
  --:-- [直播-关注] <|living_begin|><s_a_967><s_b_8049><s_c_2513>
  02:20 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_581><s_c_987>
  15:08 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_56><s_c_6390>
【2026-01-22】
  04:44 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_8049><s_c_3026>
  04:48 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2826><s_c_1767>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_2816><s_c_18>
  --:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_202>
  --:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_1741>
  04:50 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_581><s_c_4654>
  04:51 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_6726><s_c_1038>
  09:45 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6220><s_c_4735>
【2026-01-23】
  02:37 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_2695>
  02:49 [广告-深度转化] <|ad_begin|><s_a_6846><s_b_7768><s_c_2309>
  03:03 [广告-深度转化] <|ad_begin|><s_a_759><s_b_4340><s_c_5502>
  03:17 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_7677>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_3230><s_c_4184>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_724><s_c_3456>
【2026-01-24】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_4342><s_c_3026>
  01:08 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_3042><s_c_5833>
  01:14 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1029><s_c_1405>
  01:29 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_5687>
  01:32 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_697><s_c_6479>
  01:35 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_843><s_c_7902>
  01:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  01:37 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
  01:37 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
  01:40 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_978><s_c_3659>
  01:40 [广告-点击] <|ad_begin|><s_a_6166><s_b_978><s_c_3659>
  01:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6186><s_c_5858>
  01:41 [广告-点击] <|ad_begin|><s_a_5115><s_b_6186><s_c_5858>
  01:45 [广告-点击] <|ad_begin|><s_a_2899><s_b_4944><s_c_3026>
  01:49 [广告-点击] <|ad_begin|><s_a_3641><s_b_3587><s_c_7333>
  01:50 [广告-点击] <|ad_begin|><s_a_7112><s_b_7261><s_c_5104>
  03:20 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_1752>
  03:21 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
  03:22 [广告-深度转化] <|ad_begin|><s_a_5333><s_b_4340><s_c_6278>
  03:22 [广告-点击] <|ad_begin|><s_a_5333><s_b_4340><s_c_6278>
  03:23 [广告-点击] <|ad_begin|><s_a_4340><s_b_7200><s_c_6616>
  03:25 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_581><s_c_3356>
  03:25 [广告-点击] <|ad_begin|><s_a_4818><s_b_581><s_c_3356>
  03:26 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
  03:27 [广告-点击] <|ad_begin|><s_a_3641><s_b_588><s_c_7268>
  --:-- [商品-点击] <|prod_begin|><s_a_2510><s_b_3942><s_c_7491>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_5><s_c_4352>
  --:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_965>
  07:54 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_846>
  11:57 [广告-深度转化] <|ad_begin|><s_a_7381><s_b_1259><s_c_6047>
  11:57 [广告-点击] <|ad_begin|><s_a_7381><s_b_1259><s_c_6047>
  12:05 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_846>
  12:06 [广告-点击] <|ad_begin|><s_a_6303><s_b_6599><s_c_597>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
  03:31 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_5267>
  03:31 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_5267>
  03:33 [广告-点击] <|ad_begin|><s_a_4340><s_b_2206><s_c_5434>
  03:35 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7342><s_c_366>
  03:35 [广告-点击] <|ad_begin|><s_a_2817><s_b_7342><s_c_366>
  03:37 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_3569><s_c_3498>
【2026-01-26】
  --:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_2215>
  13:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_7608><s_c_2077>
  13:18 [广告-点击] <|ad_begin|><s_a_5687><s_b_1596><s_c_47>
  13:19 [广告-点击] <|ad_begin|><s_a_1584><s_b_7608><s_c_2077>
【2026-01-27】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_3534>
  --:-- [商品-点击] <|prod_begin|><s_a_4297><s_b_2916><s_c_8015>
  11:22 [广告-点击] <|ad_begin|><s_a_3641><s_b_4733><s_c_1402>
  15:12 [广告-点击] <|ad_begin|><s_a_5695><s_b_5952><s_c_5809>
  15:13 [广告-点击] <|ad_begin|><s_a_5023><s_b_7165><s_c_322>
  16:10 [视频-长播] <|video_begin|><s_a_3364><s_b_3472><s_c_7616>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_366><s_b_5892><s_c_7486>
  --:-- [商品-点击] <|prod_begin|><s_a_537><s_b_1966><s_c_4635>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1966><s_c_2226>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_3456>
  --:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_6545><s_c_732>
  --:-- [商品-点击] <|prod_begin|><s_a_67><s_b_2864><s_c_5215>
  --:-- [商品-点击] <|prod_begin|><s_a_635><s_b_5007><s_c_1397>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1695><s_c_2892>
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_396><s_c_7210>
  --:-- [商品-购买] <|prod_begin|><s_a_67><s_b_2864><s_c_5215>
  13:00 [视频-长播] <|video_begin|><s_a_16><s_b_5646><s_c_5944>
  13:00 [视频-长播] <|video_begin|><s_a_1990><s_b_1638><s_c_4266>
【2026-01-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6627><s_b_6776><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_8180><s_b_5369><s_c_7368>
  11:24 [广告-点击] <|ad_begin|><s_a_4020><s_b_1519><s_c_7333>
【2026-01-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6776><s_c_1180>
【2026-01-31】
  --:-- [商品-加购] <|prod_begin|><s_a_5051><s_b_5369><s_c_5462>
  --:-- [商品-加购] <|prod_begin|><s_a_635><s_b_5007><s_c_1397>
  --:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
  05:05 [视频-长播] <|video_begin|><s_a_5181><s_b_6924><s_c_7548>
  07:44 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_987>
  07:44 [视频-长播] <|video_begin|><s_a_807><s_b_3845><s_c_2568>
  07:51 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4010><s_c_3725>
  07:51 [广告-点击] <|ad_begin|><s_a_5115><s_b_4010><s_c_3725>
  07:56 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_3973>
  13:03 [视频-长播] <|video_begin|><s_a_1440><s_b_6782><s_c_4994>
  14:55 [视频-长播] <|video_begin|><s_a_6321><s_b_3549><s_c_2551>
  15:01 [视频-长播] <|video_begin|><s_a_1881><s_b_4021><s_c_5197>
  15:01 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_113>
  15:01 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_4079>
  15:01 [视频-关注/长播] <|video_begin|><s_a_668><s_b_697><s_c_5671>
  15:11 [视频-长播] <|video_begin|><s_a_4032><s_b_1715><s_c_1858>
  15:11 [视频-长播] <|video_begin|><s_a_6321><s_b_57><s_c_6659>
  15:11 [视频-长播] <|video_begin|><s_a_2015><s_b_6924><s_c_4451>
  15:28 [视频-长播] <|video_begin|><s_a_2536><s_b_5373><s_c_3026>
  15:28 [视频-长播] <|video_begin|><s_a_6321><s_b_4794><s_c_6156>
【2026-02-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_2925><s_b_419><s_c_7750>
  05:02 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_6519><s_c_4629>
  05:27 [广告-点击] <|ad_begin|><s_a_5229><s_b_4733><s_c_6784>
  05:30 [广告-点击] <|ad_begin|><s_a_5229><s_b_4733><s_c_6784>
【2026-02-02】
  02:59 [视频-长播] <|video_begin|><s_a_1013><s_b_5367><s_c_2409>
  03:13 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_3501>
  03:23 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5719><s_c_2595>
  03:23 [广告-点击] <|ad_begin|><s_a_5368><s_b_5719><s_c_2595>
  03:25 [广告-点击] <|ad_begin|><s_a_6303><s_b_6379><s_c_4318>
  --:-- [商品-点击] <|prod_begin|><s_a_8057><s_b_1686><s_c_5692>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_1125>
  --:-- [商品-点击] <|prod_begin|><s_a_3514><s_b_3133><s_c_2408>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
  --:-- [商品-点击] <|prod_begin|><s_a_5572><s_b_5487><s_c_3122>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_1125>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_2498><s_c_8036>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_2649><s_c_2827>
  16:16 [视频-长播] <|video_begin|><s_a_3942><s_b_1747><s_c_7799>
  16:46 [视频-长播] <|video_begin|><s_a_4284><s_b_5668><s_c_2213>
  16:46 [视频-长播] <|video_begin|><s_a_1761><s_b_7877><s_c_5162>
  16:46 [视频-长播] <|video_begin|><s_a_6843><s_b_7776><s_c_1774>
【2026-02-03】
  04:19 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_2513>
  04:19 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_6601>
  04:19 [视频-长播] <|video_begin|><s_a_4615><s_b_6924><s_c_5416>
  04:19 [视频-点赞/长播] <|video_begin|><s_a_2393><s_b_1284><s_c_1148>
  04:30 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_1111>
  --:-- [商品-点击] <|prod_begin|><s_a_845><s_b_5369><s_c_5993>
  --:-- [商品-点击] <|prod_begin|><s_a_7859><s_b_5449><s_c_4908>
  --:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_4545><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_1361><s_c_5220>
  --:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_5649><s_c_2063>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_266><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_5952><s_c_8019>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
  --:-- [商品-点击] <|prod_begin|><s_a_107><s_b_6887><s_c_50>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_3456>
  --:-- [商品-点击] <|prod_begin|><s_a_7218><s_b_5449><s_c_6072>
  --:-- [商品-点击] <|prod_begin|><s_a_7954><s_b_8163><s_c_1091>
  08:45 [视频-长播] <|video_begin|><s_a_6594><s_b_6776><s_c_7103>
  09:16 [视频-长播] <|video_begin|><s_a_6099><s_b_6776><s_c_8019>
  14:30 [视频-长播] <|video_begin|><s_a_16><s_b_6782><s_c_2309>
  14:30 [视频-长播] <|video_begin|><s_a_6321><s_b_6782><s_c_4487>
  14:30 [视频-长播] <|video_begin|><s_a_6855><s_b_4010><s_c_2784>
  14:30 [视频-关注/点赞/长播] <|video_begin|><s_a_4505><s_b_665><s_c_4629>
【2026-02-04】
  02:43 [视频-长播] <|video_begin|><s_a_4284><s_b_4944><s_c_2647>
  02:43 [视频-长播] <|video_begin|><s_a_5314><s_b_582><s_c_7517>
  02:43 [视频-长播] <|video_begin|><s_a_1703><s_b_2780><s_c_2225>
  02:43 [视频-关注/长播] <|video_begin|><s_a_4284><s_b_6234><s_c_535>
  02:55 [视频-长播] <|video_begin|><s_a_6140><s_b_6776><s_c_8183>
  06:28 [广告-点击] <|ad_begin|><s_a_4340><s_b_6540><s_c_7125>
  06:29 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_1389>
  06:29 [广告-点击] <|ad_begin|><s_a_786><s_b_4541><s_c_1389>
  06:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_928><s_c_7005>
  06:31 [广告-点击] <|ad_begin|><s_a_786><s_b_928><s_c_7005>
  06:32 [广告-点击] <|ad_begin|><s_a_3915><s_b_2752><s_c_3913>
  06:34 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3042><s_c_5833>
  06:34 [广告-点击] <|ad_begin|><s_a_5368><s_b_3042><s_c_5833>
  06:37 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3673><s_c_2679>
  06:37 [广告-点击] <|ad_begin|><s_a_786><s_b_3673><s_c_2679>
  06:38 [广告-深度转化] <|ad_begin|><s_a_1658><s_b_1288><s_c_4067>
  06:38 [广告-点击] <|ad_begin|><s_a_1658><s_b_1288><s_c_4067>
  06:39 [广告-点击] <|ad_begin|><s_a_786><s_b_1747><s_c_1232>
  06:40 [广告-点击] <|ad_begin|><s_a_805><s_b_1288><s_c_4487>
  06:46 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5754><s_c_5308>
  06:46 [广告-点击] <|ad_begin|><s_a_786><s_b_5754><s_c_5308>
  06:47 [广告-点击] <|ad_begin|><s_a_786><s_b_6495><s_c_4208>
  06:47 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7603><s_c_5967>
  06:47 [广告-点击] <|ad_begin|><s_a_786><s_b_7603><s_c_5967>
  11:27 [视频-长播] <|video_begin|><s_a_1576><s_b_3942><s_c_3766>
  11:27 [视频-长播] <|video_begin|><s_a_2688><s_b_5668><s_c_8113>
  11:27 [视频-关注/长播] <|video_begin|><s_a_4522><s_b_4746><s_c_1451>
  12:07 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_7598>
  12:07 [视频-长播] <|video_begin|><s_a_6510><s_b_3235><s_c_3622>
  12:25 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7272><s_c_3003>
  12:25 [广告-点击] <|ad_begin|><s_a_786><s_b_7272><s_c_3003>
  12:26 [广告-点击] <|ad_begin|><s_a_4340><s_b_4878><s_c_4454>
  15:25 [视频-长播] <|video_begin|><s_a_4615><s_b_6047><s_c_6047>
  15:25 [视频-长播] <|video_begin|><s_a_2015><s_b_5349><s_c_2370>
  16:26 [视频-长播] <|video_begin|><s_a_7075><s_b_6234><s_c_6585>
  16:26 [视频-长播] <|video_begin|><s_a_3364><s_b_3472><s_c_1613>
  16:26 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_2370>
  16:26 [视频-点赞/长播] <|video_begin|><s_a_3364><s_b_4010><s_c_6585>
  16:35 [视频-长播] <|video_begin|><s_a_16><s_b_7514><s_c_6557>
  16:41 [视频-长播] <|video_begin|><s_a_4284><s_b_978><s_c_6442>
  16:41 [视频-长播] <|video_begin|><s_a_5023><s_b_1916><s_c_5768>
  16:41 [视频-长播] <|video_begin|><s_a_807><s_b_5102><s_c_141>
  16:41 [视频-关注/长播] <|video_begin|><s_a_2450><s_b_5244><s_c_4451>
  16:47 [视频-关注/长播] <|video_begin|><s_a_16><s_b_6234><s_c_3291>
【2026-02-05】
  01:30 [视频-长播] <|video_begin|><s_a_4284><s_b_6379><s_c_2647>
  02:51 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7162><s_c_627>
  02:51 [广告-点击] <|ad_begin|><s_a_786><s_b_7162><s_c_627>
  02:53 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_3766>
  02:53 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
  02:53 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
  02:54 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>
  02:56 [广告-深度转化] <|ad_begin|><s_a_790><s_b_1656><s_c_4939>
  02:56 [广告-点击] <|ad_begin|><s_a_790><s_b_1656><s_c_4939>
  02:59 [广告-点击] <|ad_begin|><s_a_6303><s_b_4733><s_c_6278>
  03:01 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_2904><s_c_4058>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_5044><s_c_1295>
  --:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_5><s_c_7547>
  09:19 [视频-长播] <|video_begin|><s_a_2015><s_b_3302><s_c_3742>
  12:49 [广告-深度转化] <|ad_begin|><s_a_6705><s_b_7214><s_c_296>
  12:49 [广告-点击] <|ad_begin|><s_a_6705><s_b_7214><s_c_296>
  12:50 [广告-点击] <|ad_begin|><s_a_143><s_b_7551><s_c_6379>
  12:54 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_4194>
  12:54 [广告-点击] <|ad_begin|><s_a_250><s_b_2345><s_c_4194>
  12:55 [广告-点击] <|ad_begin|><s_a_557><s_b_3898><s_c_6173>
  12:57 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3932><s_c_899>
  12:57 [广告-点击] <|ad_begin|><s_a_3627><s_b_3932><s_c_899>
  12:58 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_3824>
  13:02 [广告-点击] <|ad_begin|><s_a_786><s_b_4794><s_c_320>
  13:03 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6058><s_c_7353>
  13:03 [广告-点击] <|ad_begin|><s_a_786><s_b_6058><s_c_7353>
  13:04 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_7125>
  13:09 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4010><s_c_4913>
  13:09 [广告-点击] <|ad_begin|><s_a_786><s_b_4010><s_c_4913>
  13:10 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>
  13:13 [广告-点击] <|ad_begin|><s_a_3622><s_b_5241><s_c_4842>
  13:14 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_2489><s_c_8042>
  13:14 [广告-点击] <|ad_begin|><s_a_4020><s_b_2489><s_c_8042>
  13:15 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>

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：从汽车消费意向到新年祈福装饰的关联决策

输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|prod_begin|><s_a_7618><s_b_8008><s_c_70>", "<|prod_begin|><s_a_6766><s_b_7412><s_c_1131>", "<|prod_begin|><s_a_4280><s_b_1966><s_c_2643>", "<|living_begin|><s_a_1229><s_b_5727><s_c_4722>", "<|prod_begin|><s_a_5572><s_b_5487><s_c_3122>", "<|prod_begin|><s_a_3514><s_b_3133><s_c_2408>", "<|prod_begin|><s_a_6488><s_b_7537><s_c_3494>", "<|prod_begin|><s_a_8057><s_b_1686><s_c_5692>", "<|prod_begin|><s_a_345><s_b_2498><s_c_8036>", "<|ad_begin|><s_a_6137><s_b_6726><s_c_7677>", "<|prod_begin|><s_a_345><s_b_5712><s_c_1125>", "<|video_begin|><s_a_3942><s_b_1747><s_c_7799>", "<|prod_begin|><s_a_7218><s_b_5449><s_c_6072>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-29】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_6278>
【2025-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
【2025-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_5946><s_b_2960><s_c_4467>
【2025-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6891><s_c_5807>
【2025-02-03】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_602>
【2025-02-28】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_2793>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7888><s_c_7616>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3790><s_c_4617>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3898><s_c_2513>
【2025-03-02】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5815>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7554><s_c_7264>
【2025-03-04】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-03-05】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_1935>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7175><s_c_1064>
【2025-03-06】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_5934><s_c_4467>
【2025-03-14】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6275>
【2025-03-19】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_3716>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4830>
【2025-03-24】
  --:-- [直播-关注] <|living_begin|><s_a_3277><s_b_4794><s_c_1874>
【2025-03-26】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5627><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6891><s_c_909>
【2025-04-04】
  --:-- [直播-关注] <|living_begin|><s_a_3751><s_b_1906><s_c_6275>
【2025-04-27】
  --:-- [商品-购买] <|prod_begin|><s_a_8145><s_b_7348><s_c_6628>
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7444><s_c_5073>
【2025-04-30】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4755><s_b_6525><s_c_2447>
【2025-05-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1596><s_c_2957>
【2025-05-07】
  --:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_222><s_c_4840>
【2025-05-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_576><s_c_3165>
【2025-05-10】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5800><s_c_3140>
【2025-05-21】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_636>
【2025-05-22】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
【2025-05-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_177><s_c_656>
【2025-05-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_2312><s_c_7481>
【2025-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_7437><s_c_1397>
【2025-06-07】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_7756><s_c_3177>
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_7756><s_c_3177>
【2025-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2758><s_b_1572><s_c_7343>
【2025-06-12】
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_2469><s_c_4362>
【2025-06-13】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5917><s_c_2937>
【2025-06-22】
  --:-- [商品-购买] <|prod_begin|><s_a_6264><s_b_4516><s_c_3084>
【2025-06-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6714><s_b_7986><s_c_1012>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1801><s_c_1773>
【2025-07-03】
  --:-- [商品-购买] <|prod_begin|><s_a_6453><s_b_7348><s_c_4038>
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_5515><s_c_1131>
【2025-07-13】
  --:-- [商品-购买] <|prod_begin|><s_a_2758><s_b_1966><s_c_5688>
【2025-07-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4179><s_c_7251>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_168><s_c_5689>
【2025-08-10】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7821><s_c_2273>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4353><s_c_638>
【2025-08-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_7891><s_c_4058>
【2025-08-24】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
【2025-08-27】
  --:-- [商品-购买] <|prod_begin|><s_a_3377><s_b_5044><s_c_329>
  --:-- [商品-购买] <|prod_begin|><s_a_3377><s_b_2538><s_c_5044>
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_4246><s_c_1004>
  --:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_6642><s_c_4003>
【2025-08-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6606><s_b_4516><s_c_3011>
【2025-09-01】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_8049><s_c_655>
【2025-09-16】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_451><s_c_1485>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7395>
【2025-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2960><s_c_6712>
【2025-10-14】
  --:-- [商品-购买] <|prod_begin|><s_a_8145><s_b_4743><s_c_955>
【2025-10-15】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_765><s_c_6278>
【2025-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_2771><s_c_2782>
【2025-10-24】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7975><s_c_110>
【2025-11-27】
  --:-- [商品-购买] <|prod_begin|><s_a_3124><s_b_7779><s_c_5747>
【2025-12-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_1984><s_c_5435>
【2025-12-09】
  11:07 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
【2025-12-10】
  09:55 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1179>
  14:51 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2460>
【2025-12-12】
  02:13 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6051><s_c_5315>
  09:03 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_7498><s_c_7616>
  12:12 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_5294>
  17:18 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4330><s_c_5563>
【2025-12-13】
  11:22 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_7395>
【2025-12-14】
  04:36 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2912>
  10:08 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5349>
  12:35 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_3221>
  13:06 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
  15:17 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2756>
【2025-12-15】
  00:16 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_2699>
  13:23 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
  15:08 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1179>
  23:06 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6435><s_c_6900>
【2025-12-16】
  02:51 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_3363>
  04:39 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5429><s_c_5563>
  06:48 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_581><s_c_5362>
  10:33 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4479>
  13:03 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6954>
  13:21 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6110>
  15:03 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_7119>
  15:52 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
【2025-12-17】
  03:28 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2695>
  09:46 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_1740><s_c_6185>
  10:55 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_2460>
【2025-12-19】
  10:03 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_4173>
【2025-12-26】
  10:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6792>
【2026-01-01】
  07:44 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_772><s_c_1708>
【2026-01-08】
  07:49 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6954>
【2026-01-19】
  04:42 [广告-点击] <|ad_begin|><s_a_1981><s_b_1232><s_c_6523>
  09:49 [广告-点击] <|ad_begin|><s_a_4354><s_b_6162><s_c_7902>
  13:23 [广告-点击] <|ad_begin|><s_a_3247><s_b_3932><s_c_5988>
  20:33 [广告-点击] <|ad_begin|><s_a_99><s_b_7608><s_c_1284>
  20:35 [广告-点击] <|ad_begin|><s_a_6474><s_b_978><s_c_5100>
  20:36 [广告-点击] <|ad_begin|><s_a_250><s_b_4753><s_c_6523>
  20:37 [广告-点击] <|ad_begin|><s_a_7251><s_b_8150><s_c_656>
  20:40 [广告-点击] <|ad_begin|><s_a_2675><s_b_3999><s_c_3668>
  21:27 [广告-点击] <|ad_begin|><s_a_578><s_b_315><s_c_6523>
【2026-01-20】
  16:09 [广告-点击] <|ad_begin|><s_a_7374><s_b_3727><s_c_2212>
  20:56 [广告-点击] <|ad_begin|><s_a_6474><s_b_978><s_c_5100>
  20:58 [广告-点击] <|ad_begin|><s_a_6474><s_b_978><s_c_5100>
  21:00 [广告-点击] <|ad_begin|><s_a_250><s_b_353><s_c_6523>
  21:09 [广告-点击] <|ad_begin|><s_a_4354><s_b_414><s_c_5468>
  22:23 [广告-点击] <|ad_begin|><s_a_7331><s_b_5634><s_c_2440>
【2026-01-22】
  08:21 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_1086>
  14:54 [广告-点击] <|ad_begin|><s_a_250><s_b_908><s_c_6523>
  20:38 [广告-点击] <|ad_begin|><s_a_250><s_b_5641><s_c_6523>
  20:40 [广告-点击] <|ad_begin|><s_a_250><s_b_3853><s_c_6523>
  20:43 [广告-点击] <|ad_begin|><s_a_217><s_b_1277><s_c_5911>
  21:30 [广告-点击] <|ad_begin|><s_a_7479><s_b_59><s_c_4603>
  21:31 [广告-点击] <|ad_begin|><s_a_6162><s_b_3284><s_c_3036>
【2026-01-23】
  16:33 [广告-点击] <|ad_begin|><s_a_3711><s_b_7129><s_c_1605>
  22:25 [广告-点击] <|ad_begin|><s_a_250><s_b_3853><s_c_6523>
  22:28 [广告-点击] <|ad_begin|><s_a_250><s_b_5200><s_c_6523>
【2026-01-24】
  05:01 [视频-转发/长播] <|video_begin|><s_a_5185><s_b_6234><s_c_2978>
【2026-01-25】
  04:34 [广告-点击] <|ad_begin|><s_a_6474><s_b_978><s_c_5100>
  04:35 [广告-点击] <|ad_begin|><s_a_7847><s_b_5812><s_c_4067>
  20:42 [广告-点击] <|ad_begin|><s_a_7847><s_b_5842><s_c_7003>
  20:43 [广告-点击] <|ad_begin|><s_a_250><s_b_5200><s_c_6523>
  20:45 [广告-点击] <|ad_begin|><s_a_250><s_b_3853><s_c_6523>
【2026-01-26】
  21:11 [广告-点击] <|ad_begin|><s_a_250><s_b_5200><s_c_6523>
  21:15 [广告-点击] <|ad_begin|><s_a_250><s_b_3853><s_c_6523>
  22:04 [广告-点击] <|ad_begin|><s_a_5229><s_b_5399><s_c_907>
  22:13 [广告-点击] <|ad_begin|><s_a_4287><s_b_7214><s_c_2165>
  22:18 [广告-点击] <|ad_begin|><s_a_217><s_b_1277><s_c_5911>
  22:22 [广告-点击] <|ad_begin|><s_a_250><s_b_1702><s_c_5452>
【2026-01-28】
  02:35 [广告-点击] <|ad_begin|><s_a_5229><s_b_59><s_c_7924>
  13:29 [视频-浏览] <|video_begin|><s_a_5058><s_b_5597><s_c_598>
  20:54 [广告-点击] <|ad_begin|><s_a_99><s_b_4932><s_c_544>
【2026-01-29】
  14:01 [广告-点击] <|ad_begin|><s_a_5229><s_b_6532><s_c_6523>
  15:58 [广告-点击] <|ad_begin|><s_a_6746><s_b_5672><s_c_5294>
  16:14 [广告-点击] <|ad_begin|><s_a_250><s_b_3853><s_c_6523>
  16:18 [广告-点击] <|ad_begin|><s_a_250><s_b_5200><s_c_6523>
  16:23 [广告-点击] <|ad_begin|><s_a_217><s_b_1277><s_c_5911>
  21:04 [广告-点击] <|ad_begin|><s_a_4354><s_b_6162><s_c_6361>
  22:03 [广告-点击] <|ad_begin|><s_a_4354><s_b_1717><s_c_7904>
  22:19 [广告-点击] <|ad_begin|><s_a_7331><s_b_6714><s_c_6073>
  22:24 [广告-点击] <|ad_begin|><s_a_5792><s_b_839><s_c_1707>
【2026-01-31】
  --:-- [商品-购买] <|prod_begin|><s_a_2661><s_b_5449><s_c_6072>
  21:00 [广告-点击] <|ad_begin|><s_a_250><s_b_5200><s_c_6523>
【2026-02-01】
  21:19 [广告-点击] <|ad_begin|><s_a_3356><s_b_7200><s_c_6523>
  22:11 [广告-点击] <|ad_begin|><s_a_250><s_b_5641><s_c_6523>
  22:18 [广告-点击] <|ad_begin|><s_a_250><s_b_4917><s_c_6523>
【2026-02-02】
  04:26 [广告-点击] <|ad_begin|><s_a_1923><s_b_2918><s_c_6621>
  04:41 [广告-点击] <|ad_begin|><s_a_1923><s_b_2918><s_c_6621>
【2026-02-03】
  03:56 [广告-点击] <|ad_begin|><s_a_1981><s_b_315><s_c_6523>
  04:02 [广告-点击] <|ad_begin|><s_a_805><s_b_3315><s_c_4814>
  07:43 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4458><s_c_7879>
  13:20 [广告-点击] <|ad_begin|><s_a_99><s_b_4812><s_c_2370>
  21:00 [广告-点击] <|ad_begin|><s_a_5229><s_b_4458><s_c_1039>
  21:02 [广告-点击] <|ad_begin|><s_a_1041><s_b_1277><s_c_1658>
  21:07 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_6366>
  21:09 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_4605>
  21:15 [广告-点击] <|ad_begin|><s_a_2612><s_b_5384><s_c_6523>
  22:04 [广告-点击] <|ad_begin|><s_a_4354><s_b_2675><s_c_7904>
  22:25 [广告-点击] <|ad_begin|><s_a_5229><s_b_5646><s_c_2678>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_2149><s_b_6218><s_c_1157>
  02:27 [视频-关注/长播] <|video_begin|><s_a_791><s_b_1575><s_c_2513>
  02:27 [视频-关注/长播] <|video_begin|><s_a_4999><s_b_3915><s_c_6385>
  06:04 [广告-点击] <|ad_begin|><s_a_606><s_b_7919><s_c_372>
  09:00 [视频-关注/长播] <|video_begin|><s_a_6627><s_b_7877><s_c_5673>
  10:42 [视频-评论/长播] <|video_begin|><s_a_791><s_b_1838><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_4235><s_b_7727><s_c_4540>
  --:-- [商品-点击] <|prod_begin|><s_a_3333><s_b_288><s_c_1138>
  --:-- [商品-点击] <|prod_begin|><s_a_3333><s_b_6034><s_c_5462>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_5090><s_c_3755>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3206><s_c_4352>
  --:-- [商品-购买] <|prod_begin|><s_a_7098><s_b_6065><s_c_3111>
  --:-- [商品-购买] <|prod_begin|><s_a_5985><s_b_1002><s_c_5795>
  --:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_4742>
  --:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_1059>
  --:-- [商品-购买] <|prod_begin|><s_a_3333><s_b_288><s_c_1138>
  21:15 [广告-点击] <|ad_begin|><s_a_2257><s_b_7608><s_c_3429>
  21:23 [广告-点击] <|ad_begin|><s_a_1041><s_b_1277><s_c_1658>
  21:25 [广告-点击] <|ad_begin|><s_a_2257><s_b_7608><s_c_3429>
  21:28 [广告-点击] <|ad_begin|><s_a_5229><s_b_7963><s_c_804>
  21:32 [广告-点击] <|ad_begin|><s_a_2025><s_b_1494><s_c_6523>
  22:05 [广告-点击] <|ad_begin|><s_a_217><s_b_2918><s_c_4126>
【2026-02-05】
  05:32 [视频-浏览] <|video_begin|><s_a_6329><s_b_4917><s_c_851>
  11:44 [视频-长播] <|video_begin|><s_a_7561><s_b_7572><s_c_110>
  11:44 [视频-长播] <|video_begin|><s_a_6329><s_b_6436><s_c_1774>
  11:44 [视频-长播] <|video_begin|><s_a_1336><s_b_727><s_c_1719>
  11:49 [视频-长播] <|video_begin|><s_a_4795><s_b_7877><s_c_6036>
  11:49 [视频-长播] <|video_begin|><s_a_3510><s_b_6436><s_c_6973>
  11:49 [视频-长播] <|video_begin|><s_a_4615><s_b_3832><s_c_5921>
  11:50 [视频-长播] <|video_begin|><s_a_6955><s_b_5101><s_c_495>
  11:50 [视频-长播] <|video_begin|><s_a_6510><s_b_7318><s_c_6286>
  11:54 [视频-长播] <|video_begin|><s_a_2561><s_b_1740><s_c_5563>
  11:55 [视频-长播] <|video_begin|><s_a_1576><s_b_1259><s_c_6313>
  12:39 [视频-长播] <|video_begin|><s_a_3801><s_b_2826><s_c_359>
  12:39 [视频-长播] <|video_begin|><s_a_578><s_b_57><s_c_7378>
  12:40 [视频-长播] <|video_begin|><s_a_2158><s_b_1292><s_c_1591>
  12:40 [视频-长播] <|video_begin|><s_a_6955><s_b_3019><s_c_2370>
  12:40 [视频-长播] <|video_begin|><s_a_5568><s_b_6170><s_c_1383>
  12:40 [视频-长播] <|video_begin|><s_a_7830><s_b_6358><s_c_5506>
  12:41 [视频-长播] <|video_begin|><s_a_50><s_b_5290><s_c_8085>
  12:42 [视频-长播] <|video_begin|><s_a_7830><s_b_1399><s_c_7921>
  12:42 [视频-长播] <|video_begin|><s_a_1336><s_b_2817><s_c_853>
  12:42 [视频-长播] <|video_begin|><s_a_6329><s_b_6464><s_c_5807>
  12:42 [视频-长播] <|video_begin|><s_a_5181><s_b_4324><s_c_5671>
  12:44 [视频-长播] <|video_begin|><s_a_1303><s_b_3589><s_c_7257>
  12:44 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_4611>
  12:45 [视频-长播] <|video_begin|><s_a_5476><s_b_7437><s_c_6873>
  12:45 [视频-长播] <|video_begin|><s_a_6329><s_b_8072><s_c_47>
  12:48 [视频-长播] <|video_begin|><s_a_791><s_b_1380><s_c_1047>
  12:48 [视频-长播] <|video_begin|><s_a_1335><s_b_2649><s_c_6327>
  12:48 [视频-长播] <|video_begin|><s_a_599><s_b_3006><s_c_1774>
  12:49 [视频-长播] <|video_begin|><s_a_5443><s_b_1382><s_c_3391>
  12:49 [视频-长播] <|video_begin|><s_a_7830><s_b_4878><s_c_4493>
  12:55 [视频-长播] <|video_begin|><s_a_4646><s_b_6970><s_c_7476>
  12:55 [视频-长播] <|video_begin|><s_a_1303><s_b_1259><s_c_8003>
  12:56 [视频-长播] <|video_begin|><s_a_7830><s_b_3618><s_c_6159>
  12:56 [视频-长播] <|video_begin|><s_a_1303><s_b_7270><s_c_3612>
  12:56 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_6461>
  12:58 [视频-长播] <|video_begin|><s_a_6329><s_b_4794><s_c_6601>
  12:58 [视频-长播] <|video_begin|><s_a_3346><s_b_6891><s_c_6327>
  12:59 [视频-长播] <|video_begin|><s_a_3510><s_b_3636><s_c_6154>
  12:59 [视频-长播] <|video_begin|><s_a_4795><s_b_3009><s_c_6561>
  13:10 [视频-长播] <|video_begin|><s_a_3396><s_b_1937><s_c_6442>
  13:10 [视频-长播] <|video_begin|><s_a_5019><s_b_594><s_c_6468>
  13:10 [视频-长播] <|video_begin|><s_a_4909><s_b_985><s_c_6978>
  13:10 [视频-长播] <|video_begin|><s_a_3510><s_b_455><s_c_6057>
  13:24 [视频-长播] <|video_begin|><s_a_285><s_b_5511><s_c_3346>
  13:24 [视频-长播] <|video_begin|><s_a_5181><s_b_3951><s_c_4479>
  13:24 [视频-长播] <|video_begin|><s_a_3510><s_b_455><s_c_1614>
  13:31 [视频-长播] <|video_begin|><s_a_5181><s_b_7608><s_c_7548>
  13:31 [视频-长播] <|video_begin|><s_a_2015><s_b_1413><s_c_3036>
  13:32 [视频-长播] <|video_begin|><s_a_7830><s_b_3006><s_c_4487>
  13:33 [视频-长播] <|video_begin|><s_a_2015><s_b_594><s_c_7566>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_4516><s_c_5044>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6489><s_c_7015>
  --:-- [商品-点击] <|prod_begin|><s_a_7898><s_b_1798><s_c_8113>
  --:-- [商品-点击] <|prod_begin|><s_a_2985><s_b_1966><s_c_3483>
  --:-- [商品-点击] <|prod_begin|><s_a_4253><s_b_5864><s_c_3217>
  --:-- [商品-点击] <|prod_begin|><s_a_5347><s_b_7646><s_c_5709>
  --:-- [商品-点击] <|prod_begin|><s_a_4253><s_b_1695><s_c_5001>
  --:-- [商品-点击] <|prod_begin|><s_a_502><s_b_6351><s_c_173>
  --:-- [商品-点击] <|prod_begin|><s_a_3897><s_b_4076><s_c_3458>
  --:-- [商品-点击] <|prod_begin|><s_a_5347><s_b_1798><s_c_994>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_456><s_c_3522>
  --:-- [商品-点击] <|prod_begin|><s_a_502><s_b_4702><s_c_7334>
  --:-- [商品-点击] <|prod_begin|><s_a_5347><s_b_5864><s_c_6920>
  --:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_4618><s_c_329>
  --:-- [商品-点击] <|prod_begin|><s_a_4648><s_b_5084><s_c_8001>
  --:-- [商品-点击] <|prod_begin|><s_a_200><s_b_6165><s_c_4019>
  --:-- [商品-点击] <|prod_begin|><s_a_8070><s_b_4545><s_c_5689>
  --:-- [商品-点击] <|prod_begin|><s_a_2032><s_b_2792><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_3721><s_c_403>
  --:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_5087><s_c_7266>
  --:-- [商品-点击] <|prod_begin|><s_a_3846><s_b_7537><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_6318><s_c_1938>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5087><s_c_7266>
  --:-- [商品-点击] <|prod_begin|><s_a_3580><s_b_2671><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1025><s_c_3198>
  --:-- [商品-点击] <|prod_begin|><s_a_647><s_b_1798><s_c_2028>
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_7687><s_c_5829>
  --:-- [商品-点击] <|prod_begin|><s_a_7898><s_b_1798><s_c_6555>
  --:-- [商品-点击] <|prod_begin|><s_a_7898><s_b_1966><s_c_4809>
  --:-- [商品-点击] <|prod_begin|><s_a_7330><s_b_1798><s_c_4838>
  --:-- [商品-点击] <|prod_begin|><s_a_7898><s_b_6351><s_c_173>
  --:-- [商品-点击] <|prod_begin|><s_a_6804><s_b_6209><s_c_7334>
  --:-- [商品-点击] <|prod_begin|><s_a_6804><s_b_6209><s_c_7334>
  --:-- [商品-点击] <|prod_begin|><s_a_5347><s_b_788><s_c_387>
  --:-- [商品-点击] <|prod_begin|><s_a_191><s_b_6819><s_c_5215>
  --:-- [商品-点击] <|prod_begin|><s_a_6804><s_b_7877><s_c_5422>
  --:-- [商品-点击] <|prod_begin|><s_a_2985><s_b_4516><s_c_6353>
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1959><s_c_8075>
  --:-- [商品-点击] <|prod_begin|><s_a_7838><s_b_5449><s_c_1358>
  --:-- [商品-点击] <|prod_begin|><s_a_7013><s_b_5449><s_c_3019>
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1959><s_c_8075>
  --:-- [商品-购买] <|prod_begin|><s_a_6804><s_b_6209><s_c_7334>
角色任务：你是一名极端严苛的用户行为数据挖掘专家，同时具备数据格式化能力，请根据以上用户交互历史，针对指定主题提取具有行为递进逻辑及内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心提取逻辑 (递进性准则)：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从被动接收到主动探索：春节年货的筹备与实践

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收到主动探索：春节年货的筹备与实践",
    "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"
      }
    ]
  }
}<|im_end|>
<|im_start|>assistant
<think>
好的，我将以推荐分析师的视角，对这位用户的行为进行推理。

我需要分析的行为主题是用户如何从被动接收信息，逐步转向主动探索，并最终完成春节年货的筹备与实践。

首先，我注意到用户的行为时间线在2026年2月5日，也就是临近春节的时候，出现了一系列密集的、与烹饪和家居相关的互动。这表明用户的关注点开始向节日筹备转移。

我的分析起点是用户在当天观看的一个长视频 <|video_begin|><s_a_1576><s_b_1259><s_c_6313>。这个视频内容是关于太原老葛陈年花雕料酒的，视频中明确提到了“春节期间推出促销活动”以及料酒在烹饪中“去腥增香”的特点。我认为，这个视频很可能是用户筹备年货的兴趣触发点。它并非用户主动搜索的结果，而是在浏览中被动接收到的信息，但内容恰好契合了节日的潜在需求，成功地将用户的注意力引导至烹饪调味品上。

紧接着，我发现用户几乎是立刻就将这种被动接收的兴趣转化为了主动行为。他点击了一个商品 <|prod_begin|><s_a_8070><s_b_4545><s_c_5689>，这个商品正是“六年陈花雕料酒”，并且规格是“5斤一桶”。这说明视频内容成功激发了用户的购买意图，他开始主动了解商品的具体参数，比如年份和容量，这是从被动浏览到主动决策的关键一步。

用户的思维显然没有停留在单一的调味品上。在点击了料酒之后，他的注意力迅速扩展到了整个春节用餐场景。我看到他紧接着点击了一套餐具 <|prod_begin|><s_a_7898><s_b_1798><s_c_6555>，这套餐具的名称带有鲜明的节日色彩——“年年有余”，并且是包含6碗4盘的10件套。这个行为非常有逻辑性，说明用户已经开始系统性地构思节日聚餐的整体氛围和体验，认知从准备单一的菜品，扩展到了提升整个用餐的仪式感。

最后，用户的行为链条从构思和准备，走向了具体的实践落地。在浏览了调味品和餐具之后，他最终的购买决策落在了两台绞肉机上 <|prod_begin|><s_a_4720><s_b_3217><s_c_4742>。购买厨房小家电，尤其是绞肉机这种在节日期间常用于制作饺子馅、丸子等菜肴的工具，是一个非常明确的信号。这表明用户已经从“想做什么菜”的构思阶段，进入了“要用什么工具来做”的执行阶段。这个购买行为将前面对于料酒和餐具的兴趣收敛到了具体的烹饪实践上，形成了一个从“看”到“想”再到“做”的完整闭环。

综上所述，我认为用户的行为逻辑链条清晰地展现了从被动接收信息到主动探索并最终实践的过程。整个链条始于一个不经意间看到的料酒视频 <|video_begin|><s_a_1576><s_b_1259><s_c_6313>，这激发了他对年货的初步兴趣；随后他主动点击查看了同款料酒 <|prod_begin|><s_a_8070><s_b_4545><s_c_5689>，将兴趣转化为具体的商品研究；接着，他的需求从单一商品扩展到整个春节用餐场景，点击了“年年有余”主题餐具 <|prod_begin|><s_a_7898><s_b_1798><s_c_6555>；最终，他为了将烹饪构想付诸实践，购买了作为核心工具的绞肉机 <|prod_begin|><s_a_4720><s_b_3217><s_c_4742>。这一系列行为逻辑紧密，层层递进，未来他可能偏好与家庭烹饪、厨房小家电以及节日装饰相关的推荐内容。</think>
{"logic_chain": {"name": "从被动接收到主动探索：春节年货的筹备与实践", "events": [{"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_1576><s_b_1259><s_c_6313>", "logic": "兴趣触发：被动观看到关于“陈年花雕料酒”用于烹饪的视频，内容强调“去腥增香”和“春节促销”，为后续的采购行为埋下伏笔。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_8070><s_b_4545><s_c_5689>", "logic": "行为转化与参数对比：观看视频后，立即主动点击了与视频内容高度一致的“陈年花雕料酒”商品，并开始关注具体参数如“六年陈”、“5斤一桶”，体现了从被动接收信息到主动决策的转变。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_7898><s_b_1798><s_c_6555>", "logic": "需求扩展：在准备核心调味品后，用户的兴趣扩展到与“春节”场景强相关的“年年有余”主题餐具，表明其正在为节日聚餐进行系统性准备，认知从单一食材扩展到整体用餐体验。"}, {"date": "2026-02-05", "action": "[商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_4742>", "logic": "实践落地与工具升级：最终购买了绞肉机，这是典型的烹饪实践准备行为。结合前序对料酒、餐具的关注，表明用户已从“构思”进入“执行”阶段，其需求从食材、餐具收敛到了具体的厨房工具，完成了从“看”到“做”的闭环。"}]}}<|im_end|>
<|im_start|>user
你负责根据用户多域行为理解用户兴趣偏好，并输出该用户在各场景中的目标内容。
下面给出用户历史行为线索：
广告行为: 点击过广告 <|ad_begin|><s_a_8113><s_b_620><s_c_4267>, <|ad_begin|><s_a_2257><s_b_7333><s_c_142>, <|ad_begin|><s_a_118><s_b_1404><s_c_6980>, <|ad_begin|><s_a_2942><s_b_1806><s_c_1935>, <|ad_begin|><s_a_4064><s_b_6234><s_c_286>, <|ad_begin|><s_a_4746><s_b_6234><s_c_2156>。

请基于这些线索总结该用户在各场景中的目标内容。<|im_end|>
<|im_start|>assistant
<think>好的，遵照您的指示，这是基于用户历史行为的兴趣偏好分析与内容预测：

### 【兴趣归纳】
根据用户的多域行为记录，可以归纳出以下几个核心兴趣类目：

1. **悬疑/志怪类内容**：这是用户最核心且交互最深的兴趣。体现在用户在2026年1月17日至1月25日期间，通过多次(合计超过28次)高频搜索，主动查找特定创作者发布的悬疑、伪人危机、灾难体验等主题的系列化视频内容。这种主动、重复的搜索行为表明了其对此类内容的极高黏性与追更意愿。

2. **网络热门创作者与流行文化**：用户对互联网流行文化及特定内容创作者表现出浓厚兴趣。在2026年1月初，用户连续三天分别搜索了三位风格各异的热门创作者(搜索次数分别为3次、5次、4次)，显示出其关注网络热点、追踪创作者动态的习惯，交互深度较高。

3. **实用生活与数字消费**：此兴趣主要通过广告点击行为体现。用户点击了涉及平台促销<|ad_begin|><s_a_8113><s_b_620><s_c_4267>、移动支付<|ad_begin|><s_a_2257><s_b_7333><s_c_142>、生活常识<|ad_begin|><s_a_2942><s_b_1806><s_c_1935>及科技产品预告(搜索次数7次)的内容。这类兴趣的交互深度为中等，表现为机会驱动下的点击和短期关注，而非持续性追随。

### 【行为模式】
用户的行为模式呈现出“主动探索”与“被动发现”相结合的特点。

**消费偏好上**，用户具有明确的目标导向性。当对某个主题(尤其是悬疑类)或创作者产生兴趣后，会通过高频、精准的搜索来获取完整或最新的内容，表现出对系列化、有连续剧情内容的偏爱，以及较高的用户忠诚度。

**跨域协同信号上**，用户的搜索行为与广告点击行为存在一定的关联性。例如，用户对数字支付、手机应用的广告点击(<|ad_begin|><s_a_2257><s_b_7333><s_c_142>、<|ad_begin|><s_a_4746><s_b_6234><s_c_2156>)，与其主动搜索科技产品信息的行为相呼应，共同构成了“数字生活”的兴趣画像。此外，2026年1月17日点击的包含“神秘氛围”与“夜间场景”的广告<|ad_begin|><s_a_4746><s_b_6234><s_c_2156>，可能在情绪上预热或强化了用户后续对悬疑内容的强烈兴趣，形成了跨域兴趣的接力。

### 【预测总结】
综合分析，预测用户接下来最可能感兴趣的内容是**具有神秘感、互动性强的新人创作者直播或视频**。

推断依据如下：
首先，用户对悬疑、神秘主题的深度迷恋是其最稳固的兴趣核心。其次，用户有主动发掘并追随特定创作者的习惯，显示出对“人”的关注超过了对单纯“内容”的关注。最后，其行为模式表明他乐于探索新奇内容。将这几点结合，相比于已经成熟的、高度制作化的视频，一个正在成长、内容尚在探索期、带有神秘气质(如不露脸)且能提供实时文字/声音互动的新人创作者，很可能满足用户对“神秘感”、“内容发现”和“建立连接”的多重心理需求。因此，推荐此类直播或视频内容，有较大潜力获得用户的点击乃至深度参与。</think>
该用户最近首次打赏了主播: <|living_begin|><s_a_7074><s_b_5599><s_c_299><|im_end|>
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
label_ids:
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labels:
<think>
好的，我将基于这份用户行为日志，以推荐分析师的视角，对用户的行为逻辑进行推理。

我的任务是分析用户从被动接收信息到主动探索并利用AI工具的认知转变过程。我会重点关注行为时间线，梳理出导致这一转变的关键节点和内在逻辑。

在分析初期，我注意到该用户是一个信息涉猎非常广泛的人，尤其偏爱知识型和资讯型内容。从2025年上半年开始，他就大量关注财经、时政、健康养生等领域的直播，例如解读A股趋势的直播 <|living_begin|><s_a_4372><s_b_6776><s_c_3676>、分析国际局势的直播 <|living_begin|><s_a_4372><s_b_1799><s_c_7658> 以及各类健康科普直播。这表明他有强烈的通过内容消费来获取信息、辅助决策的习惯。

随着时间推移，特别是在2026年1月下旬，我发现用户的行为出现了一个关键的转折点。在2026年1月26日，他密集地消费了大量关于股市、国际政治和经济动态的视频内容。在这些内容中，他不仅点赞，还特别收藏了一个分析股市牛熊转变与投资者心态的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>。收藏这个行为对我来说是一个强烈的信号，它意味着用户不再满足于信息的简单浏览，而是希望对复杂的决策逻辑进行深度思考和复盘。我推测，面对海量且充满不确定性的财经信息，他可能感到了认知上的压力和决策上的痛点，从而萌生了寻找更高效信息处理方法或决策辅助工具的想法。

这个推测很快在接下来的行为中得到了印证。仅仅三天后，在2026年1月29日，他首次主动点击了一则关于免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>。这是一个非常重要的行为变化，标志着他开始将注意力从“信息本身”转移到了“处理信息的工具”上。他不再仅仅是被动地接收财经博主的观点，而是开始主动探索能够赋能自己的新技术。这说明他已经意识到，AI可能就是解决他当前信息处理瓶颈的潜在方案。

为了进一步确认他对“工具”和“效率”的追求，我继续观察后续行为。在2026年2月1日，他又收藏了一个关于荣耀手机七大实用功能的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，内容聚焦于如何通过手机自带的功能（如分屏、长截屏）来提升操作效率。这个行为虽然看似与AI没有直接关联，但其内在动机与探索AI工具是高度一致的，都指向了“利用工具提升个人效率”这一核心诉求。这表明他的认知已经发生了转变，从一个纯粹的内容消费者，开始向一个积极寻求并利用工具来优化个人工作流的“效率追求者”演变。

综合来看，我认为用户的行为逻辑链条清晰地展现了一个认知跃迁的过程。他最初通过大量观看财经、时政类视频积累信息，在信息过载中遇到了决策瓶颈，这具体体现在他收藏了关于投资策略与心理学研究的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>上。这个痛点驱动他开始寻找解决方案，于是他主动点击了免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>，迈出了探索新工具的第一步。最后，他收藏手机高效操作技巧的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，进一步巩固了他对于利用工具提升效率的认知和兴趣。因此，我倾向于认为，该用户未来对各类能提升信息处理效率、辅助决策的AI工具或相关课程内容，会有较高的接受度和付费转化可能。</think>
{"logic_chain": {"name": "从被动信息吸收到主动利用AI工具的认知跃迁", "events": [{"date": "2026-01-26", "action": "[视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>", "logic": "信息积累与痛点形成：用户通过大量观看财经、科技、时政类视频，积累了海量信息，并收藏了关于“投资策略与心理学”的深度分析视频，表明其在信息处理和决策上可能遇到了瓶颈，产生了对更高效工具的需求。"}, {"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>", "logic": "兴趣转向与工具探索：用户开始主动点击“免费人工智能课程”广告，标志着其兴趣从被动接收信息转向主动学习和了解能提升信息处理效率的AI工具，行为模式发生显著变化。"}, {"date": "2026-02-01", "action": "[视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>", "logic": "认知深化与效率追求：用户收藏了关于“手机实用功能”以提升操作效率的视频。这一行为与探索AI工具的逻辑一致，共同指向其核心诉求——利用工具提升个人效率，进一步佐证了其从“信息消费”到“工具赋能”的认知转变。"}]}}<|im_end|>
<think>
</think>
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<think>
</think>
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<think>
好的，我将以推荐分析师的视角，对这位用户的行为进行推理。

我需要分析的行为主题是用户如何从被动接收信息，逐步转向主动探索，并最终完成春节年货的筹备与实践。

首先，我注意到用户的行为时间线在2026年2月5日，也就是临近春节的时候，出现了一系列密集的、与烹饪和家居相关的互动。这表明用户的关注点开始向节日筹备转移。

我的分析起点是用户在当天观看的一个长视频 <|video_begin|><s_a_1576><s_b_1259><s_c_6313>。这个视频内容是关于太原老葛陈年花雕料酒的，视频中明确提到了“春节期间推出促销活动”以及料酒在烹饪中“去腥增香”的特点。我认为，这个视频很可能是用户筹备年货的兴趣触发点。它并非用户主动搜索的结果，而是在浏览中被动接收到的信息，但内容恰好契合了节日的潜在需求，成功地将用户的注意力引导至烹饪调味品上。

紧接着，我发现用户几乎是立刻就将这种被动接收的兴趣转化为了主动行为。他点击了一个商品 <|prod_begin|><s_a_8070><s_b_4545><s_c_5689>，这个商品正是“六年陈花雕料酒”，并且规格是“5斤一桶”。这说明视频内容成功激发了用户的购买意图，他开始主动了解商品的具体参数，比如年份和容量，这是从被动浏览到主动决策的关键一步。

用户的思维显然没有停留在单一的调味品上。在点击了料酒之后，他的注意力迅速扩展到了整个春节用餐场景。我看到他紧接着点击了一套餐具 <|prod_begin|><s_a_7898><s_b_1798><s_c_6555>，这套餐具的名称带有鲜明的节日色彩——“年年有余”，并且是包含6碗4盘的10件套。这个行为非常有逻辑性，说明用户已经开始系统性地构思节日聚餐的整体氛围和体验，认知从准备单一的菜品，扩展到了提升整个用餐的仪式感。

最后，用户的行为链条从构思和准备，走向了具体的实践落地。在浏览了调味品和餐具之后，他最终的购买决策落在了两台绞肉机上 <|prod_begin|><s_a_4720><s_b_3217><s_c_4742>。购买厨房小家电，尤其是绞肉机这种在节日期间常用于制作饺子馅、丸子等菜肴的工具，是一个非常明确的信号。这表明用户已经从“想做什么菜”的构思阶段，进入了“要用什么工具来做”的执行阶段。这个购买行为将前面对于料酒和餐具的兴趣收敛到了具体的烹饪实践上，形成了一个从“看”到“想”再到“做”的完整闭环。

综上所述，我认为用户的行为逻辑链条清晰地展现了从被动接收信息到主动探索并最终实践的过程。整个链条始于一个不经意间看到的料酒视频 <|video_begin|><s_a_1576><s_b_1259><s_c_6313>，这激发了他对年货的初步兴趣；随后他主动点击查看了同款料酒 <|prod_begin|><s_a_8070><s_b_4545><s_c_5689>，将兴趣转化为具体的商品研究；接着，他的需求从单一商品扩展到整个春节用餐场景，点击了“年年有余”主题餐具 <|prod_begin|><s_a_7898><s_b_1798><s_c_6555>；最终，他为了将烹饪构想付诸实践，购买了作为核心工具的绞肉机 <|prod_begin|><s_a_4720><s_b_3217><s_c_4742>。这一系列行为逻辑紧密，层层递进，未来他可能偏好与家庭烹饪、厨房小家电以及节日装饰相关的推荐内容。</think>
{"logic_chain": {"name": "从被动接收到主动探索：春节年货的筹备与实践", "events": [{"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_1576><s_b_1259><s_c_6313>", "logic": "兴趣触发：被动观看到关于“陈年花雕料酒”用于烹饪的视频，内容强调“去腥增香”和“春节促销”，为后续的采购行为埋下伏笔。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_8070><s_b_4545><s_c_5689>", "logic": "行为转化与参数对比：观看视频后，立即主动点击了与视频内容高度一致的“陈年花雕料酒”商品，并开始关注具体参数如“六年陈”、“5斤一桶”，体现了从被动接收信息到主动决策的转变。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_7898><s_b_1798><s_c_6555>", "logic": "需求扩展：在准备核心调味品后，用户的兴趣扩展到与“春节”场景强相关的“年年有余”主题餐具，表明其正在为节日聚餐进行系统性准备，认知从单一食材扩展到整体用餐体验。"}, {"date": "2026-02-05", "action": "[商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_4742>", "logic": "实践落地与工具升级：最终购买了绞肉机，这是典型的烹饪实践准备行为。结合前序对料酒、餐具的关注，表明用户已从“构思”进入“执行”阶段，其需求从食材、餐具收敛到了具体的厨房工具，完成了从“看”到“做”的闭环。"}]}}<|im_end|>
<think>好的，遵照您的指示，这是基于用户历史行为的兴趣偏好分析与内容预测：

### 【兴趣归纳】
根据用户的多域行为记录，可以归纳出以下几个核心兴趣类目：

1. **悬疑/志怪类内容**：这是用户最核心且交互最深的兴趣。体现在用户在2026年1月17日至1月25日期间，通过多次(合计超过28次)高频搜索，主动查找特定创作者发布的悬疑、伪人危机、灾难体验等主题的系列化视频内容。这种主动、重复的搜索行为表明了其对此类内容的极高黏性与追更意愿。

2. **网络热门创作者与流行文化**：用户对互联网流行文化及特定内容创作者表现出浓厚兴趣。在2026年1月初，用户连续三天分别搜索了三位风格各异的热门创作者(搜索次数分别为3次、5次、4次)，显示出其关注网络热点、追踪创作者动态的习惯，交互深度较高。

3. **实用生活与数字消费**：此兴趣主要通过广告点击行为体现。用户点击了涉及平台促销<|ad_begin|><s_a_8113><s_b_620><s_c_4267>、移动支付<|ad_begin|><s_a_2257><s_b_7333><s_c_142>、生活常识<|ad_begin|><s_a_2942><s_b_1806><s_c_1935>及科技产品预告(搜索次数7次)的内容。这类兴趣的交互深度为中等，表现为机会驱动下的点击和短期关注，而非持续性追随。

### 【行为模式】
用户的行为模式呈现出“主动探索”与“被动发现”相结合的特点。

**消费偏好上**，用户具有明确的目标导向性。当对某个主题(尤其是悬疑类)或创作者产生兴趣后，会通过高频、精准的搜索来获取完整或最新的内容，表现出对系列化、有连续剧情内容的偏爱，以及较高的用户忠诚度。

**跨域协同信号上**，用户的搜索行为与广告点击行为存在一定的关联性。例如，用户对数字支付、手机应用的广告点击(<|ad_begin|><s_a_2257><s_b_7333><s_c_142>、<|ad_begin|><s_a_4746><s_b_6234><s_c_2156>)，与其主动搜索科技产品信息的行为相呼应，共同构成了“数字生活”的兴趣画像。此外，2026年1月17日点击的包含“神秘氛围”与“夜间场景”的广告<|ad_begin|><s_a_4746><s_b_6234><s_c_2156>，可能在情绪上预热或强化了用户后续对悬疑内容的强烈兴趣，形成了跨域兴趣的接力。

### 【预测总结】
综合分析，预测用户接下来最可能感兴趣的内容是**具有神秘感、互动性强的新人创作者直播或视频**。

推断依据如下：
首先，用户对悬疑、神秘主题的深度迷恋是其最稳固的兴趣核心。其次，用户有主动发掘并追随特定创作者的习惯，显示出对“人”的关注超过了对单纯“内容”的关注。最后，其行为模式表明他乐于探索新奇内容。将这几点结合，相比于已经成熟的、高度制作化的视频，一个正在成长、内容尚在探索期、带有神秘气质(如不露脸)且能提供实时文字/声音互动的新人创作者，很可能满足用户对“神秘感”、“内容发现”和“建立连接”的多重心理需求。因此，推荐此类直播或视频内容，有较大潜力获得用户的点击乃至深度参与。</think>
该用户最近首次打赏了主播: <|living_begin|><s_a_7074><s_b_5599><s_c_299><|im_end|>
[INFO|configuration_utils.py:771] 2026-07-06 02:48:24,430 >> 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] 2026-07-06 02:48:24,431 >> 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|2026-07-06 02:48:24] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-06 02:48:24] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-06 02:48:25,182 >> 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] 2026-07-06 02:48:25,182 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-06 02:48:25,233 >> 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] 2026-07-06 02:48:26,035 >> 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] 2026-07-06 02:48:26,035 >> 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] 2026-07-06 02:48:26,485 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-06 02:48:26] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-06 02:48:26] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-06 02:48:26] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-06 02:48:26] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-06 02:48:26] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-06 02:48:26,509 >> 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] 2026-07-06 02:48:26,618 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-06 02:48:26,618 >>   Num examples = 1,597
[INFO|trainer.py:1471] 2026-07-06 02:48:26,618 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-06 02:48:26,618 >>   Num update steps per epoch = 400
[INFO|trainer.py:1473] 2026-07-06 02:48:26,618 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-06 02:48:26,618 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-06 02:48:26,618 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-06 02:48:26,618 >>   Total optimization steps = 400
[INFO|trainer.py:1479] 2026-07-06 02:48:26,618 >>   Number of trainable parameters = 801,433,600

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100%|██████████| 400/400 [53:23<00:00,  5.98s/it][INFO|trainer.py:3815] 2026-07-06 03:41:50,480 >> Saving model checkpoint to /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/checkpoint-400
[INFO|configuration_utils.py:533] 2026-07-06 03:41:50,481 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/checkpoint-400/config.json
[INFO|configuration_utils.py:816] 2026-07-06 03:41:50,481 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/checkpoint-400/generation_config.json
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{'loss': '1.407', 'grad_norm': '8', 'learning_rate': '3.278e-10', 'epoch': '1'}


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Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.17it/s]
[INFO|modeling_utils.py:3471] 2026-07-06 03:41:51,343 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/checkpoint-400/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-06 03:41:51,455 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/checkpoint-400/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-06 03:41:51,476 >> tokenizer config file saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/checkpoint-400/tokenizer_config.json
[INFO|trainer.py:1823] 2026-07-06 03:41:53,154 >> 

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



                                                 

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100%|██████████| 400/400 [53:26<00:00,  8.02s/it]
[INFO|trainer.py:3815] 2026-07-06 03:41:53,155 >> Saving model checkpoint to /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5
[INFO|configuration_utils.py:533] 2026-07-06 03:41:53,156 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/config.json
[INFO|configuration_utils.py:816] 2026-07-06 03:41:53,156 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/generation_config.json
{'train_runtime': '3207', 'train_samples_per_second': '0.498', 'train_steps_per_second': '0.125', 'train_loss': '1.568', 'epoch': '1'}

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Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.46it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.46it/s]
[INFO|modeling_utils.py:3471] 2026-07-06 03:41:53,844 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-06 03:41:53,953 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-06 03:41:53,974 >> tokenizer config file saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/tokenizer_config.json
***** train metrics *****
  epoch                    =         1.0
  total_flos               = 178221581GF
  train_loss               =      1.5678
  train_runtime            =  0:53:26.53
  train_samples_per_second =       0.498
  train_steps_per_second   =       0.125
Figure saved at: /home/ll/llm4rec/experiments/20260706_overnight/outputs/v06_no_think_input_lr2e5/training_loss.png
[WARNING|2026-07-06 03:41:54] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-06 03:41:54] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-06 03:41:54,081 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}