/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|2026-07-08 01:08:23] 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] 2026-07-08 01:08:24,053 >> 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] 2026-07-08 01:08:24,059 >> 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] 2026-07-08 01:08:28,617 >> 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] 2026-07-08 01:08:28,620 >> 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] 2026-07-08 01:08:29,098 >> 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] 2026-07-08 01:08:29,101 >> 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",
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    "full_attention",
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    "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|2026-07-08 01:08:31] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/user_logic_json.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: 45352 examples [00:00, 79157.80 examples/s]

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training example:
input_ids:
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159216, 166445, 168439, 1773, 57218, 101056, 72651, 109348, 101208, 3837, 101469, 104703, 53481, 104652, 100398, 3837, 99902, 104046, 34187, 2073, 44636, 102113, 50009, 101317, 28072, 117318, 97907, 100289, 82699, 98380, 3837, 97706, 100654, 111066, 34187, 2073, 116765, 5373, 109208, 99691, 854, 49567, 33126, 108247, 114331, 106149, 1773, 43288, 102406, 20002, 99461, 16530, 101929, 34204, 107888, 9370, 100461, 100461, 99794, 3837, 103955, 107847, 33126, 107193, 9370, 112222, 104877, 100385, 1773, 99517, 96555, 99792, 99604, 107888, 9909, 29524, 99225, 100447, 112906, 5373, 119494, 100655, 102693, 7552, 18493, 106149, 5373, 114331, 101062, 33108, 100289, 82699, 104449, 101913, 102478, 3837, 106455, 101958, 31235, 101137, 99283, 106076, 104310, 1773, 99487, 101070, 92374, 111358, 99517, 102875, 102145, 105080, 3837, 45181, 2073, 35946, 85106, 100289, 82699, 854, 99185, 26939, 2073, 35946, 85106, 113195, 106149, 5373, 113195, 40301, 24300, 9370, 100289, 82699, 114331, 102693, 96332, 103941, 96050, 17, 15, 17, 21, 7948, 17, 9754, 20, 8903, 3837, 107494, 101964, 108646, 102041, 115309, 1773, 99517, 103946, 99593, 68153, 99225, 100447, 112906, 220, 176247, 155971, 164540, 172765, 1773, 101469, 104703, 53481, 102146, 29490, 104493, 34187, 99517, 104470, 105679, 101964, 27442, 3837, 100692, 111066, 34187, 2073, 114331, 854, 91956, 44636, 102113, 50009, 101317, 854, 33108, 2073, 99795, 107714, 98650, 55807, 101897, 32664, 100289, 95256, 99741, 5373, 99604, 106149, 9370, 119494, 100655, 102693, 33108, 99225, 100447, 112906, 9370, 99799, 99792, 33447, 3837, 99517, 103941, 106049, 99225, 100447, 112906, 100622, 101929, 41146, 67949, 100354, 108721, 100389, 1773, 103969, 103946, 101070, 3837, 20412, 99517, 45181, 46944, 99845, 100461, 106744, 108701, 104532, 3837, 108891, 99604, 107888, 9370, 28291, 99632, 33071, 101964, 33108, 104877, 3837, 103941, 118609, 26939, 46944, 100398, 107888, 62926, 60548, 100030, 102041, 9370, 100873, 101257, 3407, 99799, 100192, 3837, 106090, 107494, 102041, 76837, 104542, 29490, 102492, 104059, 45181, 98380, 108701, 26939, 107888, 104536, 9370, 99312, 41299, 100178, 1773, 99517, 102965, 67071, 46944, 100692, 9370, 100289, 82699, 100354, 102474, 3837, 72651, 34187, 17340, 100655, 100289, 95256, 99741, 220, 176247, 153935, 162444, 175730, 3837, 104221, 44063, 100354, 106375, 56137, 110896, 114331, 57218, 107637, 3837, 55286, 100020, 99225, 100447, 112906, 220, 176247, 155971, 166170, 171541, 1773, 102524, 3837, 99517, 67338, 72651, 106149, 33108, 98380, 33126, 103340, 9370, 119494, 100655, 102693, 220, 176247, 159216, 166445, 168439, 32181, 249, 22243, 100403, 104877, 3837, 103941, 18493, 100418, 40981, 99967, 33447, 3837, 103946, 34187, 98380, 100011, 9370, 99225, 100447, 112906, 220, 176247, 155971, 164540, 172765, 3837, 105236, 101908, 102041, 1773, 104210, 31991, 3837, 100353, 69041, 99517, 101914, 114766, 100289, 82699, 5373, 114331, 33108, 104070, 70500, 98650, 9370, 16872, 98641, 3837, 18830, 99260, 102201, 95355, 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33108, 102495, 2073, 100289, 82699, 854, 98380, 3837, 106273, 106215, 100289, 95256, 99741, 108701, 9370, 104361, 33108, 116973, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 17, 12, 15, 19, 497, 330, 1311, 788, 10545, 45943, 12, 72651, 60, 220, 176247, 159216, 166445, 168439, 497, 330, 24225, 788, 330, 106149, 57218, 98380, 104877, 5122, 100642, 72651, 34187, 102298, 33126, 100398, 106149, 9909, 116765, 5373, 109208, 99691, 7552, 33108, 98380, 53481, 9909, 44636, 102113, 50009, 101317, 28072, 117318, 7552, 9370, 2073, 119494, 100655, 102693, 33590, 18493, 99604, 107888, 17881, 71817, 112222, 104877, 3837, 102145, 32664, 82700, 104449, 110061, 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, 155971, 164540, 172765, 497, 330, 24225, 788, 330, 102041, 118609, 57218, 115309, 5122, 18493, 104877, 34187, 101312, 100289, 82699, 5373, 114331, 16872, 98641, 33447, 3837, 103941, 102041, 103946, 99593, 68153, 100692, 111066, 2073, 114331, 854, 91956, 44636, 102113, 50009, 101317, 97907, 2073, 99225, 100447, 112906, 33590, 105236, 45181, 42140, 107888, 28291, 99632, 101964, 26939, 106215, 107888, 102146, 103946, 9370, 115309, 1773, 9207, 60, 3417, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-04-05】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_5165><s_c_4909>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_581><s_c_5956>
【2025-04-15】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5727><s_c_7951>
【2025-04-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1347><s_c_4468>
【2025-04-23】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_8049><s_c_7550>
【2025-05-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2980><s_c_1148>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7319>
【2025-05-04】
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_5563>
【2025-05-06】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_3973>
【2025-05-14】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_4208>
【2025-05-31】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_7390><s_c_7476>
【2025-06-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3795><s_c_2513>
【2025-06-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_4468>
【2025-06-11】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_4407>
【2025-06-18】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_3267>
【2025-07-01】
  --:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_7529>
【2025-07-06】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_2513>
【2025-07-12】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6234><s_c_1423>
【2025-07-13】
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_3614><s_c_7951>
【2025-07-28】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_5518>
  --:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_2403>
【2025-08-14】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7877><s_c_875>
【2025-09-10】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_3364>
【2025-09-26】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7495><s_c_5956>
【2025-10-15】
  --:-- [直播-关注] <|living_begin|><s_a_2616><s_b_4723><s_c_7951>
【2025-10-24】
  --:-- [商品-购买] <|prod_begin|><s_a_4119><s_b_7238><s_c_5943>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_535>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1687><s_c_7722>
【2025-10-28】
  --:-- [商品-购买] <|prod_begin|><s_a_2154><s_b_6677><s_c_4027>
【2025-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4332><s_c_5689>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_2949><s_b_4021><s_c_6428>
【2025-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
【2025-11-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_3206><s_c_4139>
【2025-11-07】
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-购买] <|prod_begin|><s_a_651><s_b_6653><s_c_6762>
【2025-11-12】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_2793>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_3775>
  --:-- [商品-购买] <|prod_begin|><s_a_7553><s_b_6160><s_c_4147>
【2025-11-13】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2688><s_b_8049><s_c_6999>
【2025-11-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7728><s_b_7894><s_c_3120>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_6477><s_c_875>
【2025-11-16】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7217><s_c_875>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1330><s_c_6751>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_1534><s_c_4393>
【2025-11-18】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6804><s_c_2771>
【2025-11-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_3898><s_c_3026>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2793>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_4208>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7191>
  --:-- [商品-购买] <|prod_begin|><s_a_3263><s_b_4386><s_c_7658>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_2469><s_c_2224>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_2469><s_c_2224>
【2025-11-22】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7007><s_c_403>
【2025-11-23】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_697><s_c_4467>
【2025-11-24】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_606>
【2025-11-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_3676>
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_667><s_c_7216>
【2025-11-27】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_4208>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7191>
【2025-11-28】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_7544><s_c_1401>
【2025-11-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1262>
【2025-11-30】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_6544><s_c_5347>
【2025-12-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5030><s_b_3313><s_c_7272>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_870>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_3882>
【2025-12-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_3501>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_5434>
【2025-12-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_5627><s_c_3026>
  --:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5343><s_c_2164>
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7687><s_c_1906>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_6449>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_2268>
【2025-12-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_6421><s_c_3387>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_616>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_2695>
  --:-- [商品-购买] <|prod_begin|><s_a_7368><s_b_6861><s_c_4042>
【2025-12-10】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_6831>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_3302><s_b_3107><s_c_3401>
【2025-12-13】
  --:-- [商品-购买] <|prod_begin|><s_a_5540><s_b_573><s_c_3610>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4953><s_c_5449>
【2025-12-15】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_451><s_c_5839>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_2118>
【2025-12-16】
  13:31 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_2865><s_c_4923>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_341><s_c_4423>
  --:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_6724><s_c_3084>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_378>
  08:01 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>
  08:02 [广告-深度转化] <|ad_begin|><s_a_7182><s_b_1822><s_c_5059>
  08:09 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7613><s_c_8003>
  08:12 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_6244><s_c_5359>
  08:18 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5339><s_c_1939>
  08:55 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5084><s_c_5518>
  09:08 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5339><s_c_1939>
  09:23 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_209><s_c_1>
  12:57 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_2960><s_c_5359>
【2025-12-18】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_7191>
  10:22 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_2960><s_c_5359>
  12:26 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4851><s_c_5359>
【2025-12-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1813><s_c_3026>
  --:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_6724><s_c_3084>
  --:-- [商品-购买] <|prod_begin|><s_a_4991><s_b_6462><s_c_7722>
  05:19 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4898><s_c_5553>
  07:59 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7261><s_c_3090>
【2025-12-20】
  09:42 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_7457><s_c_5359>
【2025-12-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_464><s_b_451><s_c_6611>
【2025-12-24】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_1423>
  08:39 [广告-深度转化] <|ad_begin|><s_a_8092><s_b_4252><s_c_5359>
  08:57 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_7337><s_c_5359>
  08:59 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_6244><s_c_5349>
【2025-12-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1055><s_c_2118>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_378>
【2025-12-27】
  07:23 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_7019><s_c_7616>
【2025-12-28】
  --:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_1373><s_c_6005>
【2025-12-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_5511><s_c_5563>
【2025-12-31】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_2403>
  09:50 [广告-深度转化] <|ad_begin|><s_a_532><s_b_2339><s_c_5359>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_283><s_b_451><s_c_2403>
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
  02:34 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_96><s_c_5359>
  06:30 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_3854><s_c_1834>
  06:31 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_5452>
  08:02 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_4595>
  09:23 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_1719>
  12:24 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_96><s_c_5359>
【2026-01-02】
  08:46 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_3447>
  11:47 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6123><s_c_8010>
  12:15 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_8008><s_c_4977>
  23:26 [广告-深度转化] <|ad_begin|><s_a_1836><s_b_3661><s_c_664>
  23:27 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_4595>
【2026-01-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_665><s_c_1246>
  00:21 [广告-深度转化] <|ad_begin|><s_a_3433><s_b_147><s_c_2135>
  03:25 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_2339><s_c_401>
  03:27 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
  08:36 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_3447>
【2026-01-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_4208>
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
  02:21 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5887><s_c_5209>
  02:31 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7180><s_c_2695>
  05:15 [广告-深度转化] <|ad_begin|><s_a_3433><s_b_147><s_c_2135>
  08:16 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_3589><s_c_3501>
  10:44 [广告-深度转化] <|ad_begin|><s_a_458><s_b_2485><s_c_917>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_6545><s_c_5087>
  02:56 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
  03:16 [广告-深度转化] <|ad_begin|><s_a_4609><s_b_147><s_c_987>
  03:20 [广告-点击] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
  03:24 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
  03:24 [广告-点击] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
  08:34 [广告-点击] <|ad_begin|><s_a_1351><s_b_7963><s_c_5687>
  08:53 [广告-点击] <|ad_begin|><s_a_6162><s_b_5810><s_c_6227>
  23:34 [广告-点击] <|ad_begin|><s_a_3001><s_b_6244><s_c_237>
  23:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_7963><s_c_5687>
  23:51 [广告-点击] <|ad_begin|><s_a_2348><s_b_765><s_c_5004>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3651><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5699><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_1343><s_b_3048><s_c_1937>
  01:24 [广告-点击] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
  04:11 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  09:14 [广告-深度转化] <|ad_begin|><s_a_2624><s_b_147><s_c_3650>
  09:14 [广告-点击] <|ad_begin|><s_a_2624><s_b_147><s_c_3650>
  09:46 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  10:35 [广告-点击] <|ad_begin|><s_a_3001><s_b_1411><s_c_7732>
  10:44 [广告-点击] <|ad_begin|><s_a_3001><s_b_1411><s_c_7732>
  11:19 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  23:31 [广告-点击] <|ad_begin|><s_a_6926><s_b_3447><s_c_1541>
  23:39 [广告-点击] <|ad_begin|><s_a_2470><s_b_1549><s_c_2411>
  23:43 [广告-点击] <|ad_begin|><s_a_1636><s_b_7877><s_c_2438>
  23:44 [广告-点击] <|ad_begin|><s_a_1754><s_b_1411><s_c_5059>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3898><s_c_4790>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6758>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_3898><s_c_6805>
  00:24 [广告-点击] <|ad_begin|><s_a_7417><s_b_2221><s_c_987>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3651><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_7954><s_b_4062><s_c_5779>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2461><s_c_6449>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6498><s_c_5747>
  --:-- [商品-点击] <|prod_begin|><s_a_954><s_b_3840><s_c_5449>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5699><s_c_1786>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5176><s_c_2998>
  01:21 [广告-点击] <|ad_begin|><s_a_7417><s_b_5887><s_c_5209>
  02:13 [广告-点击] <|ad_begin|><s_a_7417><s_b_6021><s_c_6486>
  02:15 [广告-点击] <|ad_begin|><s_a_3001><s_b_177><s_c_2678>
  02:16 [广告-点击] <|ad_begin|><s_a_1754><s_b_4033><s_c_6954>
【2026-01-08】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_3680><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_5540><s_b_6374><s_c_7395>
  11:06 [广告-点击] <|ad_begin|><s_a_3308><s_b_6162><s_c_2369>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_4991><s_b_6462><s_c_7722>
【2026-01-11】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_423><s_c_4252>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4515><s_b_5727><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_5436><s_b_5449><s_c_912>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5101><s_c_2020>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_4409><s_b_5727><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_1204><s_b_2377><s_c_5735>
  --:-- [商品-点击] <|prod_begin|><s_a_5908><s_b_8002><s_c_1832>
【2026-01-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1142><s_c_3486>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_875>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3392><s_c_4233>
  02:41 [广告-点击] <|ad_begin|><s_a_7331><s_b_5473><s_c_4693>
  13:50 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_6261><s_c_6227>
  13:50 [广告-点击] <|ad_begin|><s_a_1210><s_b_6261><s_c_6227>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3127><s_c_6278>
  00:31 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
  00:31 [广告-点击] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
  01:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4733><s_c_1364>
  01:39 [广告-点击] <|ad_begin|><s_a_5115><s_b_4733><s_c_1364>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1142><s_c_3486>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8125><s_c_5160>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_3240>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8125><s_c_4481>
  07:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_353><s_c_2447>
  07:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_353><s_c_2447>
【2026-01-18】
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_6462><s_c_4820>
  02:56 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
  02:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
  04:42 [广告-深度转化] <|ad_begin|><s_a_562><s_b_7214><s_c_853>
  04:42 [广告-点击] <|ad_begin|><s_a_562><s_b_7214><s_c_853>
  10:07 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_451><s_c_3356>
  10:07 [广告-点击] <|ad_begin|><s_a_7038><s_b_451><s_c_3356>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_4516><s_c_8075>
  03:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4010><s_c_698>
  03:43 [广告-点击] <|ad_begin|><s_a_5115><s_b_4010><s_c_698>
  23:18 [广告-点击] <|ad_begin|><s_a_4517><s_b_4932><s_c_2531>
【2026-01-20】
  08:26 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1702><s_c_47>
  08:26 [广告-点击] <|ad_begin|><s_a_5687><s_b_1702><s_c_47>
  08:31 [广告-点击] <|ad_begin|><s_a_6162><s_b_2671><s_c_2671>
  10:18 [广告-点击] <|ad_begin|><s_a_4157><s_b_4324><s_c_5906>
【2026-01-21】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
  02:21 [广告-点击] <|ad_begin|><s_a_4157><s_b_2489><s_c_8042>
【2026-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_763><s_c_3026>
  --:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6462><s_c_3240>
  00:51 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_581><s_c_1064>
  08:10 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  10:15 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_2485><s_c_3026>
  10:42 [视频-收藏/长播] <|video_begin|><s_a_2253><s_b_4037><s_c_853>
  10:51 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_526><s_c_2800>
  11:04 [视频-关注/长播] <|video_begin|><s_a_1336><s_b_1822><s_c_7616>
  12:32 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_7181><s_c_3830>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_5436><s_b_1808><s_c_3449>
  --:-- [商品-点击] <|prod_begin|><s_a_4953><s_b_4618><s_c_646>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3392><s_c_4233>
  04:32 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_1148>
  04:32 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_1148>
  04:48 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_1642><s_c_5230>
  06:17 [视频-点赞/长播] <|video_begin|><s_a_4946><s_b_971><s_c_3867>
  06:23 [视频-评论/长播] <|video_begin|><s_a_532><s_b_7963><s_c_519>
  22:15 [视频-浏览] <|video_begin|><s_a_3510><s_b_3951><s_c_1767>
【2026-01-24】
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
  --:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
  01:20 [广告-深度转化] <|ad_begin|><s_a_6219><s_b_2737><s_c_3501>
  01:20 [广告-点击] <|ad_begin|><s_a_6219><s_b_2737><s_c_3501>
  21:51 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_6436><s_c_4548>
  21:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6436><s_c_4548>
【2026-01-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_3898><s_c_5881>
  00:33 [广告-点击] <|ad_begin|><s_a_6118><s_b_1282><s_c_7288>
  08:05 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_1596><s_c_7320>
  11:18 [视频-转发/长播] <|video_begin|><s_a_2983><s_b_7878><s_c_6948>
  11:28 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_7344><s_c_7609>
  22:05 [视频-收藏/长播] <|video_begin|><s_a_1003><s_b_7138><s_c_99>
【2026-01-26】
  00:37 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7894><s_c_8085>
  12:18 [视频-收藏/长播] <|video_begin|><s_a_2364><s_b_4541><s_c_2661>
  12:21 [视频-收藏/长播] <|video_begin|><s_a_2253><s_b_741><s_c_7609>
  12:46 [视频-转发/收藏/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_6379>
  13:58 [视频-收藏/长播] <|video_begin|><s_a_4392><s_b_2310><s_c_2262>
  22:21 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_4746><s_c_3775>
  23:08 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_3274><s_c_5654>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_7264>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1519><s_c_7334>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_326><s_c_6535>
  --:-- [商品-点击] <|prod_begin|><s_a_6511><s_b_6511><s_c_1675>
  01:19 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  01:19 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  02:46 [视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>
  10:07 [广告-深度转化] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
  10:07 [广告-点击] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
  11:44 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_7164><s_c_5654>
  21:51 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4252><s_c_2460>
  22:17 [视频-收藏/长播] <|video_begin|><s_a_6843><s_b_3803><s_c_3355>
  23:56 [视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>
【2026-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_3898><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_5727><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_4706><s_c_2950>
  --:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_5012><s_c_6698>
  04:34 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_5727><s_c_5305>
  12:39 [广告-点击] <|ad_begin|><s_a_1909><s_b_3502><s_c_6390>
  22:09 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
  22:09 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
  22:15 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_3026>
  22:15 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_3026>
  23:16 [视频-评论/长播] <|video_begin|><s_a_3251><s_b_765><s_c_3034>
  23:21 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_8108><s_c_3447>
  23:21 [视频-评论/长播] <|video_begin|><s_a_1108><s_b_2246><s_c_4288>
【2026-01-29】
  09:29 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_7727><s_c_7609>
【2026-01-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6278>
  06:33 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_4092>
  06:33 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_4092>
  07:46 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>
  07:46 [广告-点击] <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>
  08:06 [广告-深度转化] <|ad_begin|><s_a_7729><s_b_7946><s_c_7893>
  08:06 [广告-点击] <|ad_begin|><s_a_7729><s_b_7946><s_c_7893>
  08:38 [视频-评论/长播] <|video_begin|><s_a_532><s_b_5131><s_c_5734>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_8085><s_b_6891><s_c_2793>
  00:00 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_1148>
  00:00 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_1148>
  03:05 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_3973><s_c_1148>
  03:05 [广告-点击] <|ad_begin|><s_a_5894><s_b_3973><s_c_1148>
  04:07 [广告-深度转化] <|ad_begin|><s_a_5541><s_b_1404><s_c_6222>
  04:07 [广告-点击] <|ad_begin|><s_a_5541><s_b_1404><s_c_6222>
  09:21 [广告-点击] <|ad_begin|><s_a_2470><s_b_1751><s_c_4939>
  09:46 [视频-关注/长播] <|video_begin|><s_a_2253><s_b_3313><s_c_2462>
  12:12 [视频-点赞/长播] <|video_begin|><s_a_4946><s_b_4404><s_c_656>
  12:19 [视频-评论/长播] <|video_begin|><s_a_194><s_b_6761><s_c_5941>
  13:21 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_3630><s_b_4618><s_c_4604>
  06:15 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_3063><s_c_3447>
  06:15 [广告-点击] <|ad_begin|><s_a_3463><s_b_3063><s_c_3447>
  10:17 [视频-转发/长播] <|video_begin|><s_a_4646><s_b_6344><s_c_7900>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_765><s_c_1036>
  01:52 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  01:52 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
  03:03 [广告-深度转化] <|ad_begin|><s_a_7378><s_b_7100><s_c_4288>
  03:03 [广告-点击] <|ad_begin|><s_a_7378><s_b_7100><s_c_4288>
  04:31 [视频-评论/长播] <|video_begin|><s_a_532><s_b_5131><s_c_5673>
  07:25 [视频-评论/长播] <|video_begin|><s_a_1108><s_b_176><s_c_113>
  11:50 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_1310><s_c_4165>
  12:14 [广告-点击] <|ad_begin|><s_a_2624><s_b_2671><s_c_2671>
  13:29 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_7342><s_c_7945>
  13:34 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
  13:37 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
  23:08 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_987>
【2026-02-03】
  01:35 [广告-点击] <|ad_begin|><s_a_2996><s_b_4324><s_c_7979>
  11:45 [广告-点击] <|ad_begin|><s_a_5139><s_b_5182><s_c_6162>
  11:46 [广告-点击] <|ad_begin|><s_a_5139><s_b_5182><s_c_6162>
  22:17 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_987>
  22:37 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
【2026-02-04】
  --:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_752>
  --:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_1012>
  --:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_7691>
  --:-- [商品-购买] <|prod_begin|><s_a_1572><s_b_6467><s_c_752>
  --:-- [商品-购买] <|prod_begin|><s_a_1572><s_b_6467><s_c_7691>
  08:34 [视频-收藏/长播] <|video_begin|><s_a_1106><s_b_6244><s_c_6896>
  08:39 [视频-关注/评论/长播] <|video_begin|><s_a_1108><s_b_4723><s_c_4423>
  21:56 [视频-收藏/长播] <|video_begin|><s_a_5629><s_b_7344><s_c_7609>
  22:24 [视频-长播] <|video_begin|><s_a_633><s_b_6726><s_c_2652>
  22:24 [视频-长播] <|video_begin|><s_a_3510><s_b_2575><s_c_2341>
  22:25 [视频-长播] <|video_begin|><s_a_6697><s_b_628><s_c_2205>
  22:25 [视频-长播] <|video_begin|><s_a_3433><s_b_7304><s_c_4309>
【2026-02-05】
  00:21 [视频-长播] <|video_begin|><s_a_1336><s_b_1545><s_c_4165>
  00:35 [视频-长播] <|video_begin|><s_a_3216><s_b_7342><s_c_1834>
  --:-- [商品-点击] <|prod_begin|><s_a_5636><s_b_2824><s_c_7791>
  01:25 [视频-长播] <|video_begin|><s_a_524><s_b_1740><s_c_5553>
  01:25 [视频-长播] <|video_begin|><s_a_524><s_b_7333><s_c_94>
  01:31 [视频-长播] <|video_begin|><s_a_3216><s_b_1310><s_c_1613>
  02:29 [视频-长播] <|video_begin|><s_a_2616><s_b_2307><s_c_1834>
  02:29 [视频-长播] <|video_begin|><s_a_6704><s_b_7246><s_c_4913>
  02:43 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_3742>
  02:43 [视频-长播] <|video_begin|><s_a_3632><s_b_763><s_c_7106>
  02:43 [视频-长播] <|video_begin|><s_a_1336><s_b_1310><s_c_7718>
  02:43 [视频-长播] <|video_begin|><s_a_6321><s_b_7344><s_c_3036>
  02:47 [视频-长播] <|video_begin|><s_a_1336><s_b_1288><s_c_5563>
  03:31 [视频-长播] <|video_begin|><s_a_1336><s_b_5384><s_c_360>
  03:31 [视频-长播] <|video_begin|><s_a_7561><s_b_620><s_c_5162>
  04:39 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
  04:39 [广告-点击] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
  05:11 [视频-长播] <|video_begin|><s_a_6329><s_b_5061><s_c_1109>
  05:52 [视频-长播] <|video_begin|><s_a_1276><s_b_3989><s_c_3751>
  05:53 [视频-长播] <|video_begin|><s_a_335><s_b_1404><s_c_6614>
  05:53 [视频-长播] <|video_begin|><s_a_4479><s_b_8007><s_c_2661>
  05:53 [视频-长播] <|video_begin|><s_a_6352><s_b_3915><s_c_2135>
  07:58 [视频-长播] <|video_begin|><s_a_1726><s_b_7344><s_c_4994>
  08:02 [视频-长播] <|video_begin|><s_a_5058><s_b_4305><s_c_6416>
  08:12 [视频-长播] <|video_begin|><s_a_1336><s_b_697><s_c_3464>
  08:22 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_6416>
  08:47 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_7609>
  08:47 [视频-长播] <|video_begin|><s_a_1106><s_b_4944><s_c_1306>
  09:31 [视频-长播] <|video_begin|><s_a_6704><s_b_6234><s_c_354>
  09:31 [视频-长播] <|video_begin|><s_a_5058><s_b_5384><s_c_6833>
  09:58 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_4200>
  11:43 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
  11:54 [广告-点击] <|ad_begin|><s_a_7039><s_b_2504><s_c_907>
  11:55 [广告-点击] <|ad_begin|><s_a_7039><s_b_3465><s_c_2319>
  11:58 [视频-长播] <|video_begin|><s_a_1336><s_b_7525><s_c_6222>
  12:03 [视频-长播] <|video_begin|><s_a_1106><s_b_4305><s_c_1774>
  12:03 [视频-长播] <|video_begin|><s_a_1336><s_b_177><s_c_2600>
  12:03 [视频-长播] <|video_begin|><s_a_2688><s_b_6234><s_c_6486>
  13:42 [视频-长播] <|video_begin|><s_a_575><s_b_5244><s_c_6222>
  14:01 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_1399><s_c_6154>
  14:04 [视频-关注/长播] <|video_begin|><s_a_4922><s_b_1399><s_c_557>
  14:06 [视频-长播] <|video_begin|><s_a_3510><s_b_7963><s_c_7566>
  14:06 [视频-长播] <|video_begin|><s_a_3510><s_b_4460><s_c_2403>
  14:09 [视频-长播] <|video_begin|><s_a_1106><s_b_4746><s_c_5563>
  14:09 [视频-长播] <|video_begin|><s_a_4946><s_b_3651><s_c_5815>
  14:09 [视频-关注/长播] <|video_begin|><s_a_6843><s_b_1399><s_c_121>
  14:10 [视频-长播] <|video_begin|><s_a_3510><s_b_3618><s_c_4932>
  14:10 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_1399><s_c_6022>
  14:15 [视频-长播] <|video_begin|><s_a_5072><s_b_6690><s_c_7790>
  14:15 [视频-长播] <|video_begin|><s_a_1726><s_b_2817><s_c_3033>
  14:16 [视频-长播] <|video_begin|><s_a_4946><s_b_588><s_c_6623>
  14:16 [视频-长播] <|video_begin|><s_a_148><s_b_124><s_c_3576>
  14:18 [视频-长播] <|video_begin|><s_a_2253><s_b_2381><s_c_5091>
  14:18 [视频-长播] <|video_begin|><s_a_1194><s_b_2826><s_c_3784>
  14:21 [视频-长播] <|video_begin|><s_a_2335><s_b_5231><s_c_2225>
  14:21 [视频-关注/长播] <|video_begin|><s_a_2411><s_b_7888><s_c_4067>
  14:22 [视频-长播] <|video_begin|><s_a_7830><s_b_2486><s_c_6977>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_4295><s_c_5717>
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4295><s_c_5717>
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
1.场景驱动协同：交互 B 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
请面向以下主题提取行为逻辑链：
主题：从泛化兴趣到专业化聚焦的收藏品认知演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化兴趣到专业化聚焦的收藏品认知演化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从泛化兴趣到专业化聚焦的收藏品认知演化", "events": [{"date": "2025-12-17", "action": "[广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>", "logic": "初始触发：被动接收大量泛化的“老物件上门回收”广告，形成初步认知。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>", "logic": "兴趣聚焦：从泛化的“老物件”概念，收敛到对特定品类“古钱币”的价值和历史产生主动兴趣，并参与评论互动。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>", "logic": "认知跃迁：兴趣从“物品本身”深化至“专业交易场景”，关注点转向“拍卖会”这一专业变现或投资渠道，完成了从了解到实践的认知闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-14】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5426><s_c_1275>
【2025-01-24】
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_4488><s_c_3825>
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_1226><s_c_7222>
【2025-01-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_1226><s_c_1014>
【2025-03-22】
  --:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2863><s_c_619>
【2025-03-23】
  --:-- [商品-购买] <|prod_begin|><s_a_5059><s_b_7897><s_c_5829>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7136><s_c_2034>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_6713><s_c_2783>
【2025-08-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2953><s_b_4516><s_c_3650>
【2025-08-19】
  --:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_7808><s_c_6965>
【2025-08-27】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_4342><s_c_6252>
【2025-08-29】
  --:-- [商品-购买] <|prod_begin|><s_a_4037><s_b_7878><s_c_7907>
【2025-08-30】
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_1801><s_c_3379>
【2025-09-02】
  --:-- [商品-购买] <|prod_begin|><s_a_826><s_b_1025><s_c_5237>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_2060><s_c_7978>
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_2060><s_c_7978>
【2025-09-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5184><s_b_1873><s_c_3626>
【2025-09-07】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_2056><s_c_4393>
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_1126><s_c_1379>
【2025-09-09】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6724><s_c_3379>
【2025-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_945><s_b_31><s_c_1635>
【2025-09-14】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_2387><s_c_2668>
【2025-09-15】
  --:-- [商品-购买] <|prod_begin|><s_a_5124><s_b_6194><s_c_2629>
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7203><s_c_7368>
【2025-09-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_1801><s_c_3379>
【2025-09-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_5961><s_c_5654>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_8049><s_c_4830>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6724><s_c_3379>
【2025-09-26】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_665><s_c_6891>
【2025-09-28】
  --:-- [商品-购买] <|prod_begin|><s_a_8154><s_b_2771><s_c_1716>
【2025-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_7279><s_c_2960>
【2025-10-11】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_3026>
【2025-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_4846><s_b_2469><s_c_767>
【2025-10-13】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2357><s_c_2644>
【2025-10-14】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_765><s_c_6278>
【2025-10-15】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5864><s_c_3120>
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_6234><s_c_1295>
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_3915><s_c_5563>
【2025-10-16】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_6007>
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_6851><s_c_4648>
【2025-10-17】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2419><s_c_4467>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3854><s_c_6278>
【2025-10-18】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5923><s_c_7616>
  --:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_5568>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5727><s_c_5366>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_7319>
【2025-11-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3295><s_c_6278>
【2025-11-11】
  --:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_7951>
【2025-11-16】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_8125><s_c_5314>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_5269><s_c_2672>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_7178><s_c_2461>
【2025-11-18】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_8143>
【2025-11-19】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_1399><s_c_7951>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_7241>
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_6234><s_c_6278>
【2025-11-22】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_5452>
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7272><s_c_2793>
  --:-- [直播-关注] <|living_begin|><s_a_2272><s_b_5607><s_c_3038>
【2025-11-23】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6973><s_c_2513>
【2025-11-24】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1527><s_c_6583>
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_7881><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_6056>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2912>
【2025-11-25】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3790><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2828><s_c_4859>
【2025-11-26】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_6944><s_c_6278>
【2025-11-28】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6311><s_c_330>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_6234><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_7264>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5392>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_6552><s_b_5727><s_c_838>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_3026>
【2025-12-22】
  22:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2854><s_c_495>
【2025-12-23】
  12:19 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6436><s_c_7899>
【2025-12-25】
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3321><s_c_1726>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_506><s_c_5332>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_4386><s_c_1015>
【2026-01-09】
  02:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5672><s_c_6385>
【2026-01-10】
  --:-- [商品-购买] <|prod_begin|><s_a_3831><s_b_7369><s_c_571>
【2026-01-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_1354>
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_5270><s_c_2455>
  04:14 [广告-深度转化] <|ad_begin|><s_a_5146><s_b_7214><s_c_1161>
  11:57 [广告-深度转化] <|ad_begin|><s_a_2015><s_b_2918><s_c_3770>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4394>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7390><s_c_3501>
  --:-- [直播-关注] <|living_begin|><s_a_4579><s_b_7571><s_c_3038>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_7664><s_c_761>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7383>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_6435><s_c_1853>
【2026-01-21】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_7756><s_c_7048>
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4839><s_c_3909>
  18:09 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_5668><s_c_4858>
  21:01 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_1747><s_c_8003>
【2026-01-22】
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_4953><s_c_6248>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_5101><s_c_92>
  --:-- [商品-购买] <|prod_begin|><s_a_4692><s_b_1331><s_c_817>
  13:09 [视频-关注/长播] <|video_begin|><s_a_6165><s_b_3923><s_c_5563>
  18:24 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_5727><s_c_4309>
  20:45 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_3447><s_c_360>
【2026-01-23】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4288><s_c_7754>
  02:32 [视频-转发/点赞/长播] <|video_begin|><s_a_7385><s_b_1119><s_c_7899>
  --:-- [商品-购买] <|prod_begin|><s_a_5461><s_b_7576><s_c_3364>
  03:21 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_1119><s_c_4636>
  07:06 [视频-关注/长播] <|video_begin|><s_a_6321><s_b_6426><s_c_141>
  07:12 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_7549><s_c_6416>
  07:12 [视频-关注/长播] <|video_begin|><s_a_4078><s_b_700><s_c_3766>
  11:35 [视频-关注/长播] <|video_begin|><s_a_1096><s_b_6379><s_c_4636>
  13:10 [视频-评论/长播] <|video_begin|><s_a_5254><s_b_2485><s_c_4341>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_5686><s_b_127><s_c_2403>
  01:12 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3951><s_c_5563>
  01:56 [视频-评论/点赞/长播] <|video_begin|><s_a_6388><s_b_7272><s_c_1039>
  03:43 [视频-评论/长播] <|video_begin|><s_a_5506><s_b_4092><s_c_1148>
  06:12 [视频-点赞/长播] <|video_begin|><s_a_6577><s_b_2485><s_c_2290>
  06:32 [视频-关注/长播] <|video_begin|><s_a_768><s_b_7333><s_c_5563>
  06:54 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_1411><s_c_1140>
  08:12 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_6234><s_c_3036>
  08:36 [视频-关注/长播] <|video_begin|><s_a_1140><s_b_800><s_c_2530>
  10:57 [视频-浏览] <|video_begin|><s_a_5254><s_b_1411><s_c_7057>
  11:39 [视频-关注/长播] <|video_begin|><s_a_5144><s_b_6519><s_c_1859>
  12:08 [视频-关注/长播] <|video_begin|><s_a_7755><s_b_4932><s_c_7586>
  19:03 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_2485><s_c_3062>
【2026-01-26】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7975><s_c_2298>
  02:20 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_5707><s_c_1148>
  04:52 [视频-关注/长播] <|video_begin|><s_a_8152><s_b_6519><s_c_5622>
  05:12 [视频-关注/长播] <|video_begin|><s_a_3373><s_b_4753><s_c_1004>
  06:04 [视频-评论/长播] <|video_begin|><s_a_6267><s_b_3182><s_c_6616>
  06:11 [视频-关注/长播] <|video_begin|><s_a_768><s_b_6727><s_c_4594>
  10:02 [视频-关注/长播] <|video_begin|><s_a_1140><s_b_6234><s_c_2820>
  10:14 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_5965>
  10:19 [视频-关注/长播] <|video_begin|><s_a_6352><s_b_6400><s_c_5673>
  12:16 [视频-转发/长播] <|video_begin|><s_a_1853><s_b_1822><s_c_2194>
  15:36 [视频-评论/长播] <|video_begin|><s_a_2194><s_b_2212><s_c_6278>
  19:16 [视频-评论/长播] <|video_begin|><s_a_6154><s_b_6426><s_c_4654>
  19:39 [视频-点赞/长播] <|video_begin|><s_a_4598><s_b_7120><s_c_7750>
  21:41 [视频-关注/长播] <|video_begin|><s_a_6321><s_b_1702><s_c_77>
  22:12 [视频-点赞/长播] <|video_begin|><s_a_6154><s_b_3417><s_c_6154>
  22:49 [视频-评论/长播] <|video_begin|><s_a_1853><s_b_7261><s_c_589>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7888><s_c_5518>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_7383>
  02:08 [视频-点赞/长播] <|video_begin|><s_a_5019><s_b_7897><s_c_7609>
  02:11 [视频-评论/长播] <|video_begin|><s_a_2526><s_b_978><s_c_8096>
  02:11 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_1806><s_c_5076>
  04:06 [视频-关注/长播] <|video_begin|><s_a_8152><s_b_1822><s_c_2294>
  04:28 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_4515><s_c_47>
  04:34 [视频-关注/长播] <|video_begin|><s_a_4913><s_b_7917><s_c_5563>
  05:14 [视频-关注/长播] <|video_begin|><s_a_1853><s_b_4185><s_c_2704>
  10:07 [视频-评论/长播] <|video_begin|><s_a_3858><s_b_4252><s_c_1111>
【2026-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1148>
  01:15 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_631><s_c_8011>
  02:01 [广告-深度转化] <|ad_begin|><s_a_5254><s_b_2515><s_c_1685>
  07:42 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_4305><s_c_4512>
  08:41 [视频-浏览] <|video_begin|><s_a_4078><s_b_2555><s_c_8140>
【2026-01-29】
  01:15 [视频-关注/长播] <|video_begin|><s_a_1853><s_b_57><s_c_2194>
  04:53 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_7381><s_c_7935>
  05:01 [视频-收藏/长播] <|video_begin|><s_a_6321><s_b_3589><s_c_1368>
  07:17 [视频-关注/长播] <|video_begin|><s_a_1207><s_b_5200><s_c_465>
  07:21 [视频-关注/长播] <|video_begin|><s_a_7921><s_b_7180><s_c_47>
  07:30 [视频-收藏/长播] <|video_begin|><s_a_5134><s_b_5511><s_c_1389>
  13:31 [视频-关注/长播] <|video_begin|><s_a_1881><s_b_7665><s_c_728>
【2026-01-30】
  02:02 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6582><s_c_3026>
  03:54 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_3472><s_c_1127>
  04:41 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_7165><s_c_929>
  11:43 [广告-深度转化] <|ad_begin|><s_a_2408><s_b_2918><s_c_3464>
  13:02 [视频-关注/长播] <|video_begin|><s_a_2408><s_b_5445><s_c_6073>
  13:09 [广告-深度转化] <|ad_begin|><s_a_655><s_b_2854><s_c_3464>
  20:56 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_5076>
  21:26 [广告-深度转化] <|ad_begin|><s_a_4035><s_b_6234><s_c_1119>
  21:32 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_665><s_c_3861>
  21:35 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  21:35 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  23:49 [视频-关注/长播] <|video_begin|><s_a_791><s_b_6244><s_c_2401>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4724>
  01:03 [视频-关注/长播] <|video_begin|><s_a_1003><s_b_6426><s_c_5435>
  01:15 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1288><s_c_6419>
  01:15 [广告-点击] <|ad_begin|><s_a_2996><s_b_1288><s_c_6419>
  01:18 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_985><s_c_5076>
  01:18 [广告-点击] <|ad_begin|><s_a_4746><s_b_985><s_c_5076>
  01:18 [广告-点击] <|ad_begin|><s_a_5673><s_b_5349><s_c_3026>
  01:19 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_6962>
  01:19 [广告-点击] <|ad_begin|><s_a_4746><s_b_6973><s_c_6962>
  02:09 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_4033><s_c_6767>
  02:09 [广告-点击] <|ad_begin|><s_a_4157><s_b_4033><s_c_6767>
  02:11 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1656><s_c_3447>
  02:11 [广告-点击] <|ad_begin|><s_a_3463><s_b_1656><s_c_3447>
  02:51 [广告-点击] <|ad_begin|><s_a_4746><s_b_985><s_c_5076>
  02:51 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_3673><s_c_706>
  02:51 [广告-点击] <|ad_begin|><s_a_8159><s_b_3673><s_c_706>
  02:52 [广告-点击] <|ad_begin|><s_a_1351><s_b_2560><s_c_3447>
  02:52 [广告-点击] <|ad_begin|><s_a_668><s_b_5641><s_c_2461>
  02:55 [广告-点击] <|ad_begin|><s_a_3370><s_b_3025><s_c_3843>
  --:-- [商品-点击] <|prod_begin|><s_a_5798><s_b_6804><s_c_7517>
  --:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_7576><s_c_3364>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_4953><s_c_6248>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4062><s_c_528>
  --:-- [商品-点击] <|prod_begin|><s_a_7414><s_b_2347><s_c_2143>
  06:40 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_2737><s_c_3026>
  06:40 [广告-点击] <|ad_begin|><s_a_7939><s_b_2737><s_c_3026>
  09:28 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_2737><s_c_853>
  10:42 [视频-关注/长播] <|video_begin|><s_a_7879><s_b_1822><s_c_6771>
  14:22 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_575><s_c_1009>
  16:58 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_4033><s_c_4755>
  16:58 [广告-点击] <|ad_begin|><s_a_3510><s_b_4033><s_c_4755>
  17:08 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_5207>
  17:08 [广告-点击] <|ad_begin|><s_a_4020><s_b_6798><s_c_5207>
  17:08 [广告-点击] <|ad_begin|><s_a_250><s_b_7952><s_c_4301>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_3261><s_b_7897><s_c_3419>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6370><s_c_2925>
  --:-- [商品-点击] <|prod_begin|><s_a_4486><s_b_5488><s_c_1358>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_4782><s_c_2340>
  08:14 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7342><s_c_3913>
  08:14 [广告-点击] <|ad_begin|><s_a_4403><s_b_7342><s_c_3913>
  08:14 [广告-深度转化] <|ad_begin|><s_a_2015><s_b_581><s_c_3913>
  08:14 [广告-点击] <|ad_begin|><s_a_2015><s_b_581><s_c_3913>
  08:15 [广告-深度转化] <|ad_begin|><s_a_3554><s_b_6234><s_c_939>
  08:15 [广告-点击] <|ad_begin|><s_a_3554><s_b_6234><s_c_939>
  08:16 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2549><s_c_7902>
  08:16 [广告-点击] <|ad_begin|><s_a_786><s_b_2549><s_c_7902>
  08:16 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_6519><s_c_6122>
  08:16 [广告-点击] <|ad_begin|><s_a_4632><s_b_6519><s_c_6122>
  08:17 [广告-点击] <|ad_begin|><s_a_250><s_b_7129><s_c_557>
  08:20 [广告-点击] <|ad_begin|><s_a_217><s_b_3182><s_c_5839>
  08:20 [广告-深度转化] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
  08:20 [广告-点击] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
  08:20 [广告-点击] <|ad_begin|><s_a_786><s_b_6726><s_c_3411>
  08:21 [广告-深度转化] <|ad_begin|><s_a_335><s_b_5743><s_c_6707>
  08:21 [广告-点击] <|ad_begin|><s_a_335><s_b_5743><s_c_6707>
  09:26 [视频-关注/长播] <|video_begin|><s_a_5134><s_b_7100><s_c_7099>
  09:31 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_6798><s_c_7154>
  09:31 [广告-点击] <|ad_begin|><s_a_2350><s_b_6798><s_c_7154>
  09:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1230><s_c_5415>
  09:31 [广告-点击] <|ad_begin|><s_a_786><s_b_1230><s_c_5415>
  09:32 [广告-深度转化] <|ad_begin|><s_a_5739><s_b_1103><s_c_5673>
  09:32 [广告-点击] <|ad_begin|><s_a_5739><s_b_1103><s_c_5673>
  09:35 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5467><s_c_3464>
  09:35 [广告-点击] <|ad_begin|><s_a_786><s_b_5467><s_c_3464>
  09:35 [广告-深度转化] <|ad_begin|><s_a_250><s_b_7684><s_c_6463>
  09:35 [广告-点击] <|ad_begin|><s_a_250><s_b_7684><s_c_6463>
  09:36 [广告-点击] <|ad_begin|><s_a_2310><s_b_7546><s_c_2045>
  10:49 [广告-点击] <|ad_begin|><s_a_3641><s_b_3447><s_c_629>
  23:35 [广告-点击] <|ad_begin|><s_a_4157><s_b_3006><s_c_1933>
【2026-02-02】
  01:49 [广告-点击] <|ad_begin|><s_a_2845><s_b_2221><s_c_3913>
  01:49 [广告-点击] <|ad_begin|><s_a_3014><s_b_1119><s_c_2341>
  06:51 [视频-关注/长播] <|video_begin|><s_a_3510><s_b_1595><s_c_3036>
  07:03 [广告-点击] <|ad_begin|><s_a_4157><s_b_6123><s_c_6815>
  08:01 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_3189><s_c_141>
  08:09 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_6426><s_c_8085>
  10:00 [视频-评论/长播] <|video_begin|><s_a_5181><s_b_800><s_c_8042>
  10:41 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_6426><s_c_4810>
  11:50 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_2828><s_c_8136>
  11:55 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3417><s_c_3116>
  17:24 [广告-点击] <|ad_begin|><s_a_2688><s_b_7178><s_c_853>
  18:21 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_6234><s_c_6240>
  18:21 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_6240>
  18:21 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_4746><s_c_3026>
  18:21 [广告-点击] <|ad_begin|><s_a_3528><s_b_4746><s_c_3026>
  18:21 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_4515><s_c_4444>
  18:21 [广告-点击] <|ad_begin|><s_a_1981><s_b_4515><s_c_4444>
  18:46 [视频-收藏/长播] <|video_begin|><s_a_3373><s_b_6138><s_c_5502>
  21:22 [视频-收藏/长播] <|video_begin|><s_a_7879><s_b_2828><s_c_6022>
【2026-02-03】
  02:54 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_2221><s_c_3913>
  02:54 [广告-点击] <|ad_begin|><s_a_2845><s_b_2221><s_c_3913>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_7414><s_c_2273>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2730><s_c_7517>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5028><s_c_2023>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5028><s_c_2023>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5028><s_c_2023>
  --:-- [商品-点击] <|prod_begin|><s_a_3923><s_b_4692><s_c_28>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_6065><s_c_4688>
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_2428><s_c_4822>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3712><s_c_3001>
  --:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_5706><s_c_2072>
  --:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_6065><s_c_552>
  --:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_2056><s_c_7881>
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_7414><s_c_2273>
  03:37 [视频-关注/长播] <|video_begin|><s_a_1207><s_b_8008><s_c_25>
  04:34 [广告-点击] <|ad_begin|><s_a_2350><s_b_665><s_c_5554>
  04:37 [广告-点击] <|ad_begin|><s_a_4354><s_b_513><s_c_3212>
  04:56 [广告-深度转化] <|ad_begin|><s_a_217><s_b_4541><s_c_1403>
  04:56 [广告-点击] <|ad_begin|><s_a_217><s_b_4541><s_c_1403>
  09:28 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3417><s_c_4631>
  09:34 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_4033><s_c_4755>
  09:34 [广告-点击] <|ad_begin|><s_a_3510><s_b_4033><s_c_4755>
  09:39 [视频-点赞/长播] <|video_begin|><s_a_7004><s_b_4197><s_c_4384>
  09:40 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1751><s_c_5563>
  09:45 [视频-关注/长播] <|video_begin|><s_a_1427><s_b_6379><s_c_1423>
  13:05 [广告-点击] <|ad_begin|><s_a_16><s_b_4638><s_c_360>
  13:06 [广告-点击] <|ad_begin|><s_a_3641><s_b_4794><s_c_629>
  13:42 [广告-深度转化] <|ad_begin|><s_a_3330><s_b_3472><s_c_6725>
  13:42 [广告-点击] <|ad_begin|><s_a_3330><s_b_3472><s_c_6725>
  22:36 [视频-评论/长播] <|video_begin|><s_a_1640><s_b_3044><s_c_7888>
  23:20 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_3714><s_c_7073>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_7241>
  00:56 [广告-点击] <|ad_begin|><s_a_7130><s_b_4692><s_c_2038>
  01:13 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7608><s_c_6101>
  01:13 [广告-点击] <|ad_begin|><s_a_6101><s_b_7608><s_c_6101>
  01:54 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_4324><s_c_953>
  01:54 [广告-点击] <|ad_begin|><s_a_4020><s_b_4324><s_c_953>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_3278><s_c_4027>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3278><s_c_7706>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7414><s_c_8146>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_7414><s_c_2273>
  03:46 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_7261><s_c_2153>
  04:49 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:49 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
  04:49 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5616><s_c_5092>
  04:49 [广告-点击] <|ad_begin|><s_a_786><s_b_5616><s_c_5092>
  04:49 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7069><s_c_5181>
  04:49 [广告-点击] <|ad_begin|><s_a_786><s_b_7069><s_c_5181>
  04:49 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5378><s_c_5273>
  04:49 [广告-点击] <|ad_begin|><s_a_786><s_b_5378><s_c_5273>
  04:49 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7138><s_c_7529>
  04:49 [广告-点击] <|ad_begin|><s_a_786><s_b_7138><s_c_7529>
  04:52 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1004>
  04:52 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1004>
  04:54 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_57><s_c_1423>
  04:54 [广告-点击] <|ad_begin|><s_a_4020><s_b_57><s_c_1423>
  04:54 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_4159>
  04:54 [广告-点击] <|ad_begin|><s_a_250><s_b_4958><s_c_4159>
  05:01 [广告-点击] <|ad_begin|><s_a_1229><s_b_4259><s_c_6059>
  13:23 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_1822><s_c_7311>
  14:09 [视频-关注/长播] <|video_begin|><s_a_2408><s_b_2221><s_c_141>
  14:22 [视频-长播] <|video_begin|><s_a_6321><s_b_7756><s_c_925>
  14:24 [视频-长播] <|video_begin|><s_a_4808><s_b_1740><s_c_416>
  14:24 [视频-转发/长播] <|video_begin|><s_a_7385><s_b_4932><s_c_2912>
  15:28 [视频-长播] <|video_begin|><s_a_4808><s_b_2485><s_c_7879>
  20:47 [视频-转发/长播] <|video_begin|><s_a_7385><s_b_57><s_c_853>
  22:04 [广告-点击] <|ad_begin|><s_a_16><s_b_4638><s_c_360>
  22:27 [广告-点击] <|ad_begin|><s_a_4020><s_b_1822><s_c_6171>
  22:31 [广告-点击] <|ad_begin|><s_a_4157><s_b_3951><s_c_2833>
  22:56 [视频-长播] <|video_begin|><s_a_16><s_b_765><s_c_2513>
【2026-02-05】
  00:54 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_7374>
  00:57 [广告-深度转化] <|ad_begin|><s_a_795><s_b_3951><s_c_5563>
  00:57 [广告-点击] <|ad_begin|><s_a_795><s_b_3951><s_c_5563>
  01:56 [视频-长播] <|video_begin|><s_a_768><s_b_665><s_c_3901>
  02:04 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1779><s_c_4794>
  02:04 [广告-点击] <|ad_begin|><s_a_2996><s_b_1779><s_c_4794>
  02:17 [视频-长播] <|video_begin|><s_a_5818><s_b_1519><s_c_7751>
  02:17 [视频-长播] <|video_begin|><s_a_6321><s_b_7917><s_c_25>
  02:25 [视频-长播] <|video_begin|><s_a_4078><s_b_4033><s_c_3861>
  02:25 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7899>
  02:46 [视频-长播] <|video_begin|><s_a_6842><s_b_7098><s_c_6583>
  02:46 [视频-收藏/长播] <|video_begin|><s_a_16><s_b_6442><s_c_532>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_5892><s_c_6248>
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_7687><s_c_7048>
  --:-- [商品-点击] <|prod_begin|><s_a_4299><s_b_1113><s_c_3886>
  03:42 [视频-关注/长播] <|video_begin|><s_a_279><s_b_7549><s_c_7609>
  03:43 [视频-长播] <|video_begin|><s_a_7879><s_b_1596><s_c_47>
  03:43 [视频-长播] <|video_begin|><s_a_4808><s_b_1740><s_c_7899>
  03:47 [视频-长播] <|video_begin|><s_a_7443><s_b_7180><s_c_6355>
  03:58 [视频-长播] <|video_begin|><s_a_4032><s_b_4949><s_c_5222>
  04:19 [视频-长播] <|video_begin|><s_a_3632><s_b_1013><s_c_143>
  04:19 [视频-长播] <|video_begin|><s_a_1853><s_b_5925><s_c_607>
  04:19 [视频-长播] <|video_begin|><s_a_2748><s_b_6234><s_c_4948>
  04:19 [视频-长播] <|video_begin|><s_a_4178><s_b_8179><s_c_523>
  04:19 [视频-关注/点赞/长播] <|video_begin|><s_a_7879><s_b_7272><s_c_47>
  04:28 [视频-长播] <|video_begin|><s_a_7385><s_b_4663><s_c_5851>
  04:30 [视频-长播] <|video_begin|><s_a_2526><s_b_8058><s_c_5749>
  04:30 [视频-长播] <|video_begin|><s_a_2015><s_b_6435><s_c_4467>
  04:43 [视频-关注/长播] <|video_begin|><s_a_279><s_b_4491><s_c_1339>
  05:56 [视频-长播] <|video_begin|><s_a_7385><s_b_4460><s_c_113>
  06:08 [视频-长播] <|video_begin|><s_a_2578><s_b_1702><s_c_1161>
  06:08 [视频-关注/长播] <|video_begin|><s_a_4707><s_b_6595><s_c_6777>
  06:49 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7608><s_c_6101>
  06:49 [广告-点击] <|ad_begin|><s_a_6101><s_b_7608><s_c_6101>
  07:29 [视频-长播] <|video_begin|><s_a_1730><s_b_7962><s_c_1685>
  07:29 [视频-长播] <|video_begin|><s_a_760><s_b_3472><s_c_2530>
  07:37 [视频-长播] <|video_begin|><s_a_2526><s_b_575><s_c_8003>
  08:51 [视频-长播] <|video_begin|><s_a_2408><s_b_7549><s_c_4631>
  08:51 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_6873>
  08:51 [视频-关注/长播] <|video_begin|><s_a_768><s_b_2965><s_c_6437>
  09:01 [视频-长播] <|video_begin|><s_a_4767><s_b_2299><s_c_6390>
  09:01 [视频-长播] <|video_begin|><s_a_2194><s_b_1751><s_c_7241>
  09:05 [视频-长播] <|video_begin|><s_a_1881><s_b_3447><s_c_3775>
  09:05 [视频-长播] <|video_begin|><s_a_562><s_b_6234><s_c_853>
  09:13 [视频-长播] <|video_begin|><s_a_1881><s_b_4033><s_c_4626>
  09:13 [视频-长播] <|video_begin|><s_a_6140><s_b_4003><s_c_5563>
  09:13 [视频-点赞/长播] <|video_begin|><s_a_1207><s_b_6234><s_c_2335>
  09:21 [视频-长播] <|video_begin|><s_a_4646><s_b_3280><s_c_2568>
  09:21 [视频-长播] <|video_begin|><s_a_1336><s_b_2552><s_c_853>
  09:21 [视频-长播] <|video_begin|><s_a_4767><s_b_7129><s_c_1708>
  09:21 [视频-长播] <|video_begin|><s_a_6321><s_b_4932><s_c_7750>
  10:17 [视频-长播] <|video_begin|><s_a_5254><s_b_978><s_c_3486>
  10:17 [视频-长播] <|video_begin|><s_a_6321><s_b_6318><s_c_7616>
  10:19 [视频-长播] <|video_begin|><s_a_7879><s_b_1822><s_c_5349>
  10:22 [视频-长播] <|video_begin|><s_a_6388><s_b_7549><s_c_2975>
  10:22 [视频-长播] <|video_begin|><s_a_578><s_b_5237><s_c_853>
  10:33 [广告-点击] <|ad_begin|><s_a_2350><s_b_7608><s_c_7945>
  11:40 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_1806><s_c_2530>
  11:40 [广告-点击] <|ad_begin|><s_a_2350><s_b_1806><s_c_2530>
  11:40 [广告-点击] <|ad_begin|><s_a_5067><s_b_7608><s_c_6162>
  11:51 [视频-长播] <|video_begin|><s_a_5659><s_b_2758><s_c_2460>
  11:51 [视频-长播] <|video_begin|><s_a_4767><s_b_3845><s_c_1215>
  11:51 [视频-长播] <|video_begin|><s_a_6321><s_b_7549><s_c_6857>
  14:05 [视频-长播] <|video_begin|><s_a_6140><s_b_7811><s_c_4212>
  14:05 [视频-长播] <|video_begin|><s_a_6321><s_b_3447><s_c_2468>
  14:13 [视频-长播] <|video_begin|><s_a_1336><s_b_1595><s_c_7718>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1510><s_c_6982>
  --:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_4782><s_c_2509>
  --:-- [商品-点击] <|prod_begin|><s_a_311><s_b_7279><s_c_6423>
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）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心提取逻辑 (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：从被动信息接收到主动寻求专业解决方案的兴趣深化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动信息接收到主动寻求专业解决方案的兴趣深化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从被动信息接收到主动寻求专业解决方案的兴趣深化", "events": [{"date": "2026-01-21", "action": "[视频-关注/长播] <|video_begin|><s_a_5254><s_b_1747><s_c_8003>", "logic": "兴趣触发：开始被动接收并关注具体的汽车型号信息，对车辆的性能、经济性等参数产生初步认知。"}, {"date": "2026-01-23", "action": "[视频-关注/长播] <|video_begin|><s_a_5254><s_b_1119><s_c_4636>", "logic": "信息深化：兴趣从新车转向二手车市场，开始了解交易流程、验车等更深层次的专业知识，表明购车意图在增强，并进入信息调研阶段。"}, {"date": "2026-02-04", "action": "[视频-关注/长播] <|video_begin|><s_a_2408><s_b_2221><s_c_141>", "logic": "路径修正与决策收敛：在密集浏览各类购车、验车信息后，用户的行为最终收敛到“租车/包车”服务。这表明用户在权衡利弊后，放弃了直接购车的想法，转向一种更灵活、专业的出行解决方案，完成了从“拥有权”到“使用权”的认知转变。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-09-24】
  --:-- [商品-购买] <|prod_begin|><s_a_502><s_b_6205><s_c_862>
【2023-09-25】
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_2469><s_c_3919>
【2023-10-06】
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_2312><s_c_5978>
【2023-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_7692><s_b_3718><s_c_386>
  --:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_5456><s_c_2273>
【2023-11-19】
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_2312><s_c_5211>
【2023-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_5636><s_c_5286>
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_2095><s_c_3056>
【2023-12-13】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_6065><s_c_2194>
【2024-02-21】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4619><s_c_1894>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5272><s_c_2895>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6243><s_c_817>
【2024-07-10】
  --:-- [商品-购买] <|prod_begin|><s_a_5127><s_b_3585><s_c_5765>
  --:-- [商品-购买] <|prod_begin|><s_a_5323><s_b_2127><s_c_6247>
  --:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_4962><s_c_3013>
  --:-- [商品-购买] <|prod_begin|><s_a_5402><s_b_1101><s_c_1221>
  --:-- [商品-购买] <|prod_begin|><s_a_5402><s_b_3559><s_c_7741>
【2024-07-11】
  --:-- [商品-购买] <|prod_begin|><s_a_1748><s_b_1695><s_c_6920>
  --:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_5588><s_c_1469>
【2024-09-18】
  --:-- [商品-购买] <|prod_begin|><s_a_747><s_b_7355><s_c_5688>
  --:-- [商品-购买] <|prod_begin|><s_a_1094><s_b_1762><s_c_6423>
  --:-- [商品-购买] <|prod_begin|><s_a_81><s_b_6780><s_c_1045>
【2024-10-24】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1751><s_c_7691>
【2024-10-25】
  --:-- [商品-购买] <|prod_begin|><s_a_5258><s_b_2187><s_c_1670>
  --:-- [商品-购买] <|prod_begin|><s_a_1604><s_b_3146><s_c_3335>
【2024-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_7523><s_b_5763><s_c_1005>
【2024-12-01】
  --:-- [商品-购买] <|prod_begin|><s_a_3351><s_b_1992><s_c_1809>
【2024-12-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4620><s_b_4516><s_c_5647>
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_89><s_c_5435>
  --:-- [商品-购买] <|prod_begin|><s_a_3351><s_b_1992><s_c_1809>
【2025-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7364><s_b_4516><s_c_3236>
  --:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_2191><s_c_277>
  --:-- [商品-购买] <|prod_begin|><s_a_5206><s_b_6641><s_c_3111>
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_21><s_c_3692>
  --:-- [商品-购买] <|prod_begin|><s_a_3027><s_b_81><s_c_7213>
【2025-01-11】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_3589>
【2025-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_602>
  --:-- [直播-关注] <|living_begin|><s_a_417><s_b_451><s_c_6278>
【2025-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_1354>
【2025-01-16】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_1658><s_b_3280><s_c_875>
【2025-01-29】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4885><s_c_6322>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_6475><s_b_451><s_c_6185>
【2025-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_1140>
【2025-02-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4567><s_b_3313><s_c_2536>
【2025-02-11】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4409><s_b_581><s_c_2695>
【2025-02-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4288><s_c_6202>
【2025-02-15】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
【2025-02-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_6189>
【2025-02-20】
  --:-- [直播-关注] <|living_begin|><s_a_6456><s_b_6244><s_c_875>
【2025-03-05】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-03-26】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5523><s_b_7495><s_c_6327>
【2025-04-07】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_677>
  --:-- [直播-关注] <|living_begin|><s_a_239><s_b_6039><s_c_875>
【2025-04-12】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_3916><s_c_1957>
【2025-04-18】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_7342><s_c_3676>
【2025-04-20】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_4864><s_c_6509>
【2025-04-26】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6704>
【2025-05-09】
  --:-- [直播-关注] <|living_begin|><s_a_5667><s_b_404><s_c_7951>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_3006><s_c_536>
【2025-05-12】
  --:-- [直播-打赏] <|living_begin|><s_a_2168><s_b_1089><s_c_2475>
【2025-05-14】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_5696><s_c_3501>
【2025-05-16】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_4617>
【2025-05-20】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_946><s_c_3501>
【2025-05-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_909>
【2025-06-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_1495>
【2025-07-02】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
【2025-07-03】
  --:-- [直播-关注] <|living_begin|><s_a_7698><s_b_5343><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3006><s_c_7754>
【2025-07-04】
  --:-- [直播-打赏] <|living_begin|><s_a_6475><s_b_7342><s_c_2514>
【2025-09-17】
  --:-- [直播-关注] <|living_begin|><s_a_7146><s_b_7768><s_c_7319>
【2025-09-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_459><s_b_3898><s_c_2411>
【2025-09-24】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_5921>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_4037><s_c_2298>
【2025-10-06】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_5384><s_c_3026>
【2025-10-24】
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_1715><s_c_3080>
【2025-10-25】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7571><s_c_6202>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3236><s_c_5>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
【2025-10-29】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3916><s_c_4092>
【2025-10-30】
  --:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_2752><s_c_2655>
【2025-11-01】
  --:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_2498><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_6466><s_c_6256>
【2025-11-04】
  --:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_3248><s_c_4084>
  --:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_5442><s_c_6073>
【2025-11-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_616>
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
【2025-11-07】
  --:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_1021><s_c_1692>
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_203><s_c_1469>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3598><s_c_528>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4555><s_c_2282>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4659><s_c_6932>
【2025-11-09】
  --:-- [商品-点击] <|prod_begin|><s_a_582><s_b_6119><s_c_173>
【2025-11-11】
  --:-- [商品-点击] <|prod_begin|><s_a_425><s_b_222><s_c_6005>
【2025-11-27】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-11-28】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-11-29】
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
【2025-11-30】
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4659><s_c_6932>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4156><s_c_2282>
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3236><s_c_5>
  --:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_6466><s_c_6256>
【2025-12-01】
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_7687><s_c_3187>
【2025-12-03】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-12-10】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
  17:27 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2854><s_c_495>
【2025-12-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_3313><s_c_710>
  15:32 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_597>
  19:41 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_1407><s_c_6278>
  23:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8049><s_c_6278>
  21:45 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_2756>
【2025-12-17】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5343><s_c_2411>
  10:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1265>
  21:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5893><s_c_869>
【2025-12-18】
  --:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1747><s_c_527>
【2025-12-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_7476>
【2025-12-22】
  18:08 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5378><s_c_1015>
【2025-12-23】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_4208>
  20:28 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7638>
  20:40 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1288><s_c_5563>
【2025-12-24】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_5841><s_c_6202>
【2025-12-26】
  22:10 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4932>
【2025-12-27】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2027><s_b_2027><s_c_2168>
【2025-12-28】
  21:05 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4468>
【2025-12-29】
  --:-- [直播-关注] <|living_begin|><s_a_363><s_b_7650><s_c_3373>
  --:-- [直播-关注] <|living_begin|><s_a_4073><s_b_7291><s_c_6278>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_7664><s_c_5773>
【2025-12-30】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_1715><s_c_589>
【2025-12-31】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2168><s_b_5727><s_c_2953>
  06:10 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1093>
  06:38 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_655>
  06:38 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_655>
  06:58 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2460>
  07:01 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_5776>
  08:07 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_1009>
  08:41 [广告-点击] <|ad_begin|><s_a_2464><s_b_4746><s_c_1140>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_1137><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_194><s_b_6234><s_c_2403>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_56><s_c_1908>
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_451><s_c_2838>
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_1856><s_c_5452>
【2026-01-02】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7217><s_c_6278>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4579><s_b_2379><s_c_6202>
  06:56 [广告-点击] <|ad_begin|><s_a_2464><s_b_4746><s_c_3775>
  06:57 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_859>
  06:57 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_859>
【2026-01-04】
  01:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4033><s_c_3363>
  01:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_3363>
  01:45 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1402>
  19:07 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_4932>
  19:07 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_4932>
  19:51 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3006><s_c_195>
  19:51 [广告-点击] <|ad_begin|><s_a_786><s_b_3006><s_c_195>
  20:13 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_6051><s_c_5558>
  20:13 [广告-点击] <|ad_begin|><s_a_6399><s_b_6051><s_c_5558>
【2026-01-05】
  01:05 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_5543><s_c_5563>
  01:05 [广告-点击] <|ad_begin|><s_a_6275><s_b_5543><s_c_5563>
  03:54 [广告-点击] <|ad_begin|><s_a_2832><s_b_5551><s_c_5563>
  03:56 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_7608><s_c_5563>
  03:56 [广告-点击] <|ad_begin|><s_a_6921><s_b_7608><s_c_5563>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2098><s_c_6074>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6252>
  18:10 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_1330><s_c_997>
  18:10 [广告-点击] <|ad_begin|><s_a_7314><s_b_1330><s_c_997>
【2026-01-10】
  --:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_2007><s_c_7173>
【2026-01-12】
  --:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_7858><s_c_2325>
  --:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_4386><s_c_2944>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_5089><s_b_1704><s_c_4379>
  --:-- [商品-点击] <|prod_begin|><s_a_1574><s_b_5852><s_c_4368>
  17:23 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_4648>
  17:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_907>
  17:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_907>
【2026-01-14】
  02:18 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
  02:18 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
  02:30 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_4571><s_c_1933>
  02:30 [广告-点击] <|ad_begin|><s_a_1708><s_b_4571><s_c_1933>
【2026-01-15】
  17:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7719>
  18:58 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
  18:58 [广告-点击] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_7891><s_b_4937><s_c_7065>
【2026-01-18】
  18:16 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_2492>
  18:23 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_1952><s_c_5687>
  18:23 [广告-点击] <|ad_begin|><s_a_7314><s_b_1952><s_c_5687>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_1674><s_b_931><s_c_2639>
【2026-01-20】
  20:05 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1358><s_c_7797>
  20:05 [广告-点击] <|ad_begin|><s_a_2996><s_b_1358><s_c_7797>
  20:12 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_2398>
  20:13 [广告-点击] <|ad_begin|><s_a_2038><s_b_1411><s_c_2309>
  21:50 [广告-点击] <|ad_begin|><s_a_7112><s_b_1926><s_c_3047>
【2026-01-21】
  17:02 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6519><s_c_5673>
  17:02 [广告-点击] <|ad_begin|><s_a_1393><s_b_6519><s_c_5673>
  17:39 [广告-点击] <|ad_begin|><s_a_4351><s_b_3472><s_c_1306>
  17:40 [视频-点赞/长播] <|video_begin|><s_a_7738><s_b_5696><s_c_7894>
  17:40 [视频-浏览] <|video_begin|><s_a_7542><s_b_441><s_c_499>
  18:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_314>
  21:56 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_1935>
  22:22 [视频-浏览] <|video_begin|><s_a_3388><s_b_5260><s_c_2513>
【2026-01-22】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_1354>
【2026-01-23】
  18:54 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6045><s_c_6278>
  19:25 [广告-点击] <|ad_begin|><s_a_4020><s_b_3182><s_c_8109>
  19:31 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_1659>
  19:31 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1659>
【2026-01-24】
  13:07 [视频-点赞/长播] <|video_begin|><s_a_3996><s_b_1013><s_c_3217>
  16:28 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5676><s_c_7353>
  16:28 [视频-评论/长播] <|video_begin|><s_a_7411><s_b_2419><s_c_4543>
  17:11 [视频-点赞/长播] <|video_begin|><s_a_768><s_b_3417><s_c_1>
  18:58 [视频-评论/长播] <|video_begin|><s_a_6140><s_b_3564><s_c_8061>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4344>
  01:21 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_2569><s_c_47>
  09:17 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3340>
  09:17 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_3340>
  14:38 [视频-点赞/长播] <|video_begin|><s_a_3532><s_b_25><s_c_2309>
  19:24 [广告-点击] <|ad_begin|><s_a_7294><s_b_6582><s_c_7263>
  19:54 [广告-深度转化] <|ad_begin|><s_a_2954><s_b_7655><s_c_424>
  19:54 [广告-点击] <|ad_begin|><s_a_2954><s_b_7655><s_c_424>
  19:54 [广告-点击] <|ad_begin|><s_a_4632><s_b_6907><s_c_4994>
  19:55 [广告-点击] <|ad_begin|><s_a_2038><s_b_5061><s_c_6962>
  19:56 [广告-点击] <|ad_begin|><s_a_2038><s_b_6819><s_c_3221>
  19:58 [广告-点击] <|ad_begin|><s_a_4632><s_b_4340><s_c_3016>
  20:00 [广告-点击] <|ad_begin|><s_a_7294><s_b_6582><s_c_7263>
  20:01 [广告-点击] <|ad_begin|><s_a_3014><s_b_6973><s_c_929>
  20:03 [广告-点击] <|ad_begin|><s_a_4020><s_b_477><s_c_6176>
  20:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_4932>
  20:08 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_4932>
【2026-01-26】
  07:42 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_1952><s_c_5259>
  22:05 [广告-点击] <|ad_begin|><s_a_7294><s_b_6582><s_c_7263>
  22:10 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_853>
  22:10 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_853>
  23:18 [广告-点击] <|ad_begin|><s_a_2859><s_b_3006><s_c_7609>
  23:58 [广告-点击] <|ad_begin|><s_a_1726><s_b_3006><s_c_4997>
【2026-01-27】
  00:03 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4978>
  19:44 [广告-点击] <|ad_begin|><s_a_1708><s_b_665><s_c_3349>
  20:39 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_3640><s_c_1148>
  20:39 [广告-点击] <|ad_begin|><s_a_1608><s_b_3640><s_c_1148>
  21:17 [广告-点击] <|ad_begin|><s_a_923><s_b_6727><s_c_77>
  22:36 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2695>
  22:36 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_2695>
  23:10 [视频-评论/长播] <|video_begin|><s_a_2408><s_b_7549><s_c_2267>
  23:34 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2221><s_c_3601>
  23:34 [广告-点击] <|ad_begin|><s_a_7879><s_b_2221><s_c_3601>
【2026-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  00:10 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
  19:37 [视频-评论/长播] <|video_begin|><s_a_5907><s_b_7146><s_c_2531>
【2026-01-29】
  08:53 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_908><s_c_2470>
  15:22 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_2737><s_c_6178>
  16:15 [视频-评论/长播] <|video_begin|><s_a_4969><s_b_1740><s_c_6310>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_4567><s_b_7603><s_c_7675>
  07:05 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6123><s_c_7041>
  07:05 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_4404><s_c_4148>
  18:26 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4746><s_c_5563>
  18:26 [广告-点击] <|ad_begin|><s_a_4039><s_b_4746><s_c_5563>
  18:49 [广告-点击] <|ad_begin|><s_a_3463><s_b_6435><s_c_607>
  21:50 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_2173>
  21:50 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_2173>
  22:05 [广告-点击] <|ad_begin|><s_a_3578><s_b_3193><s_c_2262>
  22:06 [视频-评论/长播] <|video_begin|><s_a_7751><s_b_5269><s_c_4318>
【2026-01-31】
  18:17 [广告-点击] <|ad_begin|><s_a_805><s_b_8179><s_c_5737>
  18:20 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1119>
  18:20 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1119>
【2026-02-01】
  11:31 [视频-点赞/长播] <|video_begin|><s_a_7234><s_b_4753><s_c_2530>
  12:16 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_1382><s_c_1953>
  15:21 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_6123><s_c_5115>
  15:31 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_6123><s_c_141>
  15:35 [视频-点赞/长播] <|video_begin|><s_a_4969><s_b_5173><s_c_842>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_1463><s_b_624><s_c_6202>
  04:17 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_2299><s_c_5467>
  07:38 [视频-评论/点赞/长播] <|video_begin|><s_a_2135><s_b_4181><s_c_5823>
  18:37 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
  20:20 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
  20:20 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
【2026-02-03】
  13:08 [视频-点赞/长播] <|video_begin|><s_a_4969><s_b_7261><s_c_2030>
  14:23 [视频-长播] <|video_begin|><s_a_3632><s_b_7261><s_c_2319>
  14:23 [视频-长播] <|video_begin|><s_a_2364><s_b_5869><s_c_6122>
  15:17 [视频-长播] <|video_begin|><s_a_4615><s_b_4915><s_c_1119>
  17:17 [视频-长播] <|video_begin|><s_a_6704><s_b_4915><s_c_875>
  17:17 [视频-长播] <|video_begin|><s_a_2236><s_b_3673><s_c_5402>
  17:29 [视频-长播] <|video_begin|><s_a_3532><s_b_852><s_c_2647>
  19:15 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_6940>
  19:15 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_6940>
  19:28 [广告-点击] <|ad_begin|><s_a_5673><s_b_7333><s_c_1935>
  20:11 [视频-长播] <|video_begin|><s_a_6704><s_b_1596><s_c_3010>
  20:13 [视频-长播] <|video_begin|><s_a_2364><s_b_4541><s_c_7315>
  20:26 [视频-长播] <|video_begin|><s_a_1336><s_b_1310><s_c_7106>
  20:28 [视频-长播] <|video_begin|><s_a_7751><s_b_3951><s_c_2561>
  20:28 [视频-长播] <|video_begin|><s_a_4396><s_b_1230><s_c_6170>
  20:28 [视频-长播] <|video_begin|><s_a_2051><s_b_506><s_c_1767>
  20:50 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6234><s_c_260>
  20:50 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_260>
  20:53 [视频-长播] <|video_begin|><s_a_6687><s_b_7888><s_c_2319>
  21:24 [视频-长播] <|video_begin|><s_a_7830><s_b_8002><s_c_4979>
  21:35 [视频-长播] <|video_begin|><s_a_5254><s_b_1411><s_c_1000>
  21:39 [视频-长播] <|video_begin|><s_a_6698><s_b_2103><s_c_6154>
  21:39 [视频-长播] <|video_begin|><s_a_2051><s_b_33><s_c_2661>
  21:42 [视频-长播] <|video_begin|><s_a_1853><s_b_1749><s_c_4909>
  21:42 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_7517>
  21:51 [视频-长播] <|video_begin|><s_a_5476><s_b_6234><s_c_1806>
  21:51 [视频-长播] <|video_begin|><s_a_3801><s_b_3456><s_c_5141>
  22:04 [视频-长播] <|video_begin|><s_a_1210><s_b_8008><s_c_6222>
  22:04 [视频-长播] <|video_begin|><s_a_370><s_b_2780><s_c_2123>
【2026-02-04】
  03:22 [视频-长播] <|video_begin|><s_a_532><s_b_2828><s_c_853>
  03:46 [广告-点击] <|ad_begin|><s_a_817><s_b_6973><s_c_3026>
  03:46 [视频-长播] <|video_begin|><s_a_5134><s_b_7146><s_c_7999>
  03:53 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3036>
  03:53 [视频-长播] <|video_begin|><s_a_3766><s_b_7246><s_c_3026>
  03:53 [视频-长播] <|video_begin|><s_a_4016><s_b_6358><s_c_2460>
  03:53 [视频-长播] <|video_begin|><s_a_3091><s_b_2419><s_c_853>
  18:23 [视频-长播] <|video_begin|><s_a_7755><s_b_4932><s_c_4423>
  21:21 [视频-长播] <|video_begin|><s_a_5023><s_b_4181><s_c_5105>
  21:21 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_3784>
  21:21 [视频-长播] <|video_begin|><s_a_3858><s_b_4009><s_c_2957>
  21:21 [视频-评论/长播] <|video_begin|><s_a_6704><s_b_6006><s_c_99>
  21:31 [视频-长播] <|video_begin|><s_a_264><s_b_4915><s_c_2309>
  21:31 [视频-长播] <|video_begin|><s_a_3689><s_b_2799><s_c_1265>
  21:31 [视频-长播] <|video_begin|><s_a_2364><s_b_7381><s_c_3522>
  21:37 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_1161>
  22:41 [视频-长播] <|video_begin|><s_a_4372><s_b_6006><s_c_3612>
  23:04 [视频-长播] <|video_begin|><s_a_1106><s_b_1749><s_c_1306>
  23:04 [视频-长播] <|video_begin|><s_a_2051><s_b_4915><s_c_7106>
  23:04 [视频-长播] <|video_begin|><s_a_5295><s_b_1799><s_c_4212>
【2026-02-05】
  07:22 [视频-长播] <|video_begin|><s_a_2051><s_b_6127><s_c_1935>
  07:34 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_2509>
  07:34 [视频-长播] <|video_begin|><s_a_877><s_b_3009><s_c_2460>
  07:34 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_1118>
  07:34 [视频-长播] <|video_begin|><s_a_3858><s_b_3280><s_c_6676>
  12:21 [视频-长播] <|video_begin|><s_a_3454><s_b_800><s_c_8033>
  12:25 [视频-长播] <|video_begin|><s_a_4522><s_b_7457><s_c_2313>
  12:40 [视频-长播] <|video_begin|><s_a_2364><s_b_4477><s_c_3365>
  12:40 [视频-长播] <|video_begin|><s_a_4913><s_b_1656><s_c_5737>
  15:12 [视频-长播] <|video_begin|><s_a_6132><s_b_6058><s_c_2437>
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，根据以上用户交互历史，针对目标主题抽取兼具行为递进性与内在关联性的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心提取逻辑（递进性准则）：
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在同一主题类目下,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：从泛化皮肤问题到聚焦特定药品成分的诊疗收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化皮肤问题到聚焦特定药品成分的诊疗收敛",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/think<|im_end|>
<|im_start|>assistant
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。

我接到的任务是分析用户的行为，挖掘出一条从泛化皮肤问题到聚焦特定药品成分的诊疗收敛过程的行为链。

在仔细梳理了这位用户的完整交互时间线后，我发现他的行为模式非常清晰。在2025年10月底之前，他的消费主要集中在男性服饰、鞋履、车载用品和一些生活日用品上，比如购买了多款运动鞋 <|prod_begin|><s_a_3205><s_b_2312><s_c_5978>、<|prod_begin|><s_a_2048><s_b_5636><s_c_5286> 和保暖衣物 <|prod_begin|><s_a_1454><s_b_2469><s_c_3919>、<|prod_begin|><s_a_5586><s_b_89><s_c_5435>，展现了一个典型的中年男性消费画像。然而，从2025年10月下旬开始，我观察到了一些新的兴趣点。

我的分析起点是2025年11月5日，这一天他首次点击了一款名为“葵花医用皮肤液体敷料”的商品 <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>。从商品标题中的“皮炎湿疹”、“皮肤脱屑红斑”等关键词来看，我判断他可能开始受到某种皮肤问题的困扰。这是一种比较泛化的求助信号，他可能还不清楚具体病因，只是想找一种通用的外用产品来缓解症状。

紧接着，时间来到2025年11月27日，我注意到一个关键的转变。他点击了一款名为“嘎日迪百癣夏塔热胶囊”的药品 <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>。与之前的外用敷料不同，这是一款口服胶囊，其适应症描述也更为广泛，涵盖了“皮肤癣”、“过敏性皮炎”、“痤疮”等多种皮肤问题。这一行为让我推断，用户可能认为单纯的外用产品效果不佳，或者他经过初步了解后，开始寻求一种能够从内部调理、更系统性地解决问题的方案。他的认知已经从简单的“外部涂抹”升级到了“内服治疗”的层面，这是一个重要的兴趣递进。

仅仅几天后的12月3日，他又一次点击了同一种药品“嘎日迪百癣夏塔热胶囊” <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>。这种在短时间内的重复点击行为，极大地增强了我的判断。这表明他并非随意浏览，而是对这款特定药品产生了强烈的意向，正在进行深入的了解和决策评估。他可能在比较价格、查看用户评价，或者在下定购买决心前的最后确认。这个行为标志着他的需求已经从宽泛的“解决皮肤问题”收敛到了“考虑购买‘百癣夏塔热胶囊’”这一非常具体的意图上。

综合来看，用户的行为展现了一个清晰的逻辑链条。他从一个泛化的皮肤症状出发，首先尝试了解通用的外用产品，随后将注意力转移到一种具体的、能系统性治疗的内服药品上，并对此进行了反复的关注和评估。

因此，我倾向于认为，用户的需求经历了从泛化到聚焦的收敛过程。这个过程始于他对皮肤问题的初步探索，通过点击葵花医用皮肤液体敷料 <|prod_begin|><s_a_4233><s_b_5274><s_c_3809> 表现出来；随后，他的认知深化，转向寻求更根本的内服解决方案，体现为首次点击嘎日迪百癣夏塔热胶囊 <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>；最终，通过在短期内再次点击同一药品 <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>，完成了从初步了解到锁定特定药品的决策过程。这一系列行为清晰地勾勒出他针对皮肤问题的诊疗思路演变，未来他有较大概率会购买此类药品或继续关注相关的健康内容。</think>
{"logic_chain": {"name": "从泛化皮肤问题到聚焦特定药品成分的诊疗收敛", "events": [{"date": "2025-11-05", "action": "[商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>", "logic": "初始触发：用户开始关注皮肤问题，点击了针对“皮炎湿疹、脱屑红斑”的通用型外用敷料，表现出对皮肤症状的初步认知和解决意图。"}, {"date": "2025-11-27", "action": "[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>", "logic": "认知聚焦与方案转换：用户的兴趣从外用敷料转向了具体的口服药物“百癣夏塔热胶囊”，其适应症（各类癣、皮炎、痤疮）更广谱，表明用户可能在寻求更根本的内服解决方案，实现了从“外用”到“内服”的认知跃迁。"}, {"date": "2025-12-03", "action": "[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>", "logic": "决策强化与验证：在首次点击该药品后的一周内，用户再次点击同一药品。这种重复行为极大地增强了逻辑链的置信度，表明用户正在对该特定药品进行持续的评估和考虑，而非随机浏览，完成了从“发现”到“锁定”的决策收敛过程。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-03-12】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3590><s_c_2298>
【2025-07-26】
  --:-- [直播-关注] <|living_begin|><s_a_4326><s_b_7342><s_c_2374>
【2025-07-31】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1837>
【2025-08-07】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_909>
【2025-09-03】
  --:-- [商品-购买] <|prod_begin|><s_a_5924><s_b_108><s_c_3947>
【2025-09-05】
  --:-- [商品-购买] <|prod_begin|><s_a_7868><s_b_1894><s_c_7403>
【2025-09-07】
  --:-- [商品-购买] <|prod_begin|><s_a_8125><s_b_8089><s_c_191>
【2025-09-08】
  --:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_3228><s_c_6250>
【2025-09-10】
  --:-- [商品-购买] <|prod_begin|><s_a_6435><s_b_5982><s_c_3224>
【2025-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_4286><s_b_7432><s_c_1246>
  --:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_3602><s_c_902>
【2025-09-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7569><s_b_4507><s_c_1870>
【2025-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7072><s_b_288><s_c_1672>
【2025-10-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1414><s_b_4516><s_c_6169>
  --:-- [商品-购买] <|prod_begin|><s_a_5183><s_b_7179><s_c_4368>
【2025-10-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6608><s_b_5576><s_c_4306>
【2025-10-19】
  --:-- [商品-购买] <|prod_begin|><s_a_5484><s_b_1917><s_c_8115>
【2025-10-21】
  --:-- [直播-关注] <|living_begin|><s_a_3294><s_b_6234><s_c_3650>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_746><s_c_3483>
  --:-- [商品-购买] <|prod_begin|><s_a_5082><s_b_7100><s_c_965>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_8137><s_c_16>
  --:-- [商品-购买] <|prod_begin|><s_a_3658><s_b_3680><s_c_5144>
【2025-11-10】
  --:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_1519><s_c_1644>
【2025-11-11】
  --:-- [商品-购买] <|prod_begin|><s_a_8191><s_b_703><s_c_4608>
【2025-11-13】
  --:-- [商品-购买] <|prod_begin|><s_a_8007><s_b_1751><s_c_4822>
【2025-11-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6164>
  --:-- [直播-关注] <|living_begin|><s_a_3526><s_b_6788><s_c_1321>
【2025-12-17】
  12:31 [广告-点击] <|ad_begin|><s_a_4674><s_b_6047><s_c_8063>
【2025-12-19】
  11:35 [广告-点击] <|ad_begin|><s_a_646><s_b_6021><s_c_7298>
【2025-12-20】
  --:-- [商品-购买] <|prod_begin|><s_a_2267><s_b_6121><s_c_3940>
【2025-12-24】
  10:53 [广告-点击] <|ad_begin|><s_a_447><s_b_4532><s_c_7298>
【2025-12-25】
  14:40 [广告-点击] <|ad_begin|><s_a_646><s_b_6021><s_c_7298>
  --:-- [商品-购买] <|prod_begin|><s_a_2445><s_b_7765><s_c_638>
【2025-12-26】
  13:30 [广告-点击] <|ad_begin|><s_a_5212><s_b_4515><s_c_6222>
  --:-- [商品-购买] <|prod_begin|><s_a_3817><s_b_7603><s_c_7750>
【2025-12-28】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_713><s_c_6306>
【2026-01-03】
  02:27 [广告-点击] <|ad_begin|><s_a_192><s_b_1804><s_c_2704>
  10:13 [广告-点击] <|ad_begin|><s_a_192><s_b_6421><s_c_1708>
  11:59 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_2165>
  --:-- [商品-购买] <|prod_begin|><s_a_662><s_b_7813><s_c_1131>
  --:-- [商品-购买] <|prod_begin|><s_a_7021><s_b_4516><s_c_1524>
  --:-- [商品-购买] <|prod_begin|><s_a_1644><s_b_3802><s_c_5404>
【2026-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_3899><s_c_1622>
【2026-01-06】
  00:57 [广告-点击] <|ad_begin|><s_a_3385><s_b_6244><s_c_5865>
  01:30 [广告-点击] <|ad_begin|><s_a_6132><s_b_5849><s_c_4208>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6220><s_c_4617>
  06:58 [广告-点击] <|ad_begin|><s_a_3711><s_b_6797><s_c_7904>
【2026-01-14】
  06:45 [广告-点击] <|ad_begin|><s_a_1351><s_b_7894><s_c_6057>
  08:35 [广告-点击] <|ad_begin|><s_a_5229><s_b_7036><s_c_3877>
【2026-01-18】
  --:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_3915><s_c_2020>
  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_6944><s_c_2455>
  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_4902><s_c_7569>
  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_3393><s_c_5434>
【2026-01-22】
  03:36 [视频-关注/长播] <|video_begin|><s_a_2654><s_b_4944><s_c_5294>
  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_5488><s_c_3528>
  23:19 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_8008><s_c_4631>
【2026-01-23】
  12:44 [视频-关注/长播] <|video_begin|><s_a_2937><s_b_3063><s_c_3555>
  13:41 [视频-点赞/长播] <|video_begin|><s_a_7942><s_b_6582><s_c_2656>
  13:44 [视频-关注/转发/长播] <|video_begin|><s_a_4957><s_b_1676><s_c_2693>
  14:07 [视频-收藏/长播] <|video_begin|><s_a_5903><s_b_6436><s_c_47>
【2026-01-24】
  07:59 [视频-关注/长播] <|video_begin|><s_a_2015><s_b_1006><s_c_7534>
  11:48 [视频-浏览] <|video_begin|><s_a_8166><s_b_1751><s_c_7556>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1002><s_c_398>
  23:31 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1184><s_c_4032>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6600><s_c_3026>
  00:29 [视频-关注/长播] <|video_begin|><s_a_5083><s_b_1382><s_c_1611>
  12:45 [视频-评论/长播] <|video_begin|><s_a_3647><s_b_3189><s_c_5231>
  12:49 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_3155><s_c_5776>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6816><s_c_646>
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_6318><s_c_3888>
【2026-01-26】
  22:48 [视频-点赞/长播] <|video_begin|><s_a_6166><s_b_6972><s_c_7517>
【2026-01-27】
  00:05 [视频-关注/长播] <|video_begin|><s_a_1576><s_b_3915><s_c_5563>
  05:46 [广告-点击] <|ad_begin|><s_a_447><s_b_1796><s_c_1716>
  --:-- [商品-购买] <|prod_begin|><s_a_3504><s_b_6095><s_c_1832>
【2026-01-28】
  02:34 [视频-关注/长播] <|video_begin|><s_a_1299><s_b_3915><s_c_7456>
  --:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_2312><s_c_2084>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_1706><s_c_2461>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_2868>
  --:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_3915><s_c_3240>
【2026-01-29】
  00:35 [视频-评论/长播] <|video_begin|><s_a_3801><s_b_6436><s_c_8085>
  03:18 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_451><s_c_7741>
  04:14 [视频-关注/长播] <|video_begin|><s_a_1594><s_b_170><s_c_3726>
  13:22 [视频-关注/长播] <|video_begin|><s_a_2358><s_b_637><s_c_5563>
  13:50 [广告-点击] <|ad_begin|><s_a_447><s_b_4532><s_c_7298>
  22:29 [视频-关注/长播] <|video_begin|><s_a_101><s_b_4990><s_c_1946>
  --:-- [商品-购买] <|prod_begin|><s_a_5689><s_b_7881><s_c_4321>
【2026-01-30】
  --:-- [商品-购买] <|prod_begin|><s_a_7020><s_b_7727><s_c_1375>
【2026-01-31】
  16:14 [广告-点击] <|ad_begin|><s_a_7374><s_b_5102><s_c_5416>
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_6261><s_c_5434>
  --:-- [商品-购买] <|prod_begin|><s_a_5829><s_b_1297><s_c_6816>
【2026-02-01】
  02:28 [广告-点击] <|ad_begin|><s_a_5229><s_b_3930><s_c_6962>
【2026-02-02】
  00:17 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_7665><s_c_47>
  01:09 [广告-点击] <|ad_begin|><s_a_1761><s_b_1519><s_c_968>
  07:22 [广告-点击] <|ad_begin|><s_a_1761><s_b_1519><s_c_968>
  11:57 [视频-浏览] <|video_begin|><s_a_3801><s_b_6436><s_c_2781>
  12:01 [视频-关注/长播] <|video_begin|><s_a_7014><s_b_4497><s_c_5563>
  12:46 [视频-转发/长播] <|video_begin|><s_a_6955><s_b_2828><s_c_4512>
  13:53 [视频-浏览] <|video_begin|><s_a_4113><s_b_6400><s_c_853>
  --:-- [商品-点击] <|prod_begin|><s_a_6796><s_b_3854><s_c_4908>
  --:-- [商品-点击] <|prod_begin|><s_a_4297><s_b_7217><s_c_3584>
  --:-- [商品-点击] <|prod_begin|><s_a_2030><s_b_3584><s_c_7912>
  --:-- [商品-点击] <|prod_begin|><s_a_4299><s_b_8007><s_c_6651>
  --:-- [商品-点击] <|prod_begin|><s_a_4299><s_b_7547><s_c_5044>
  --:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_4613><s_c_7296>
  --:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_1182><s_c_8110>
  --:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_5087><s_c_7414>
  --:-- [商品-点击] <|prod_begin|><s_a_2756><s_b_288><s_c_1982>
  --:-- [商品-点击] <|prod_begin|><s_a_1532><s_b_4021><s_c_2385>
  --:-- [商品-点击] <|prod_begin|><s_a_4523><s_b_7941><s_c_2773>
  --:-- [商品-点击] <|prod_begin|><s_a_6381><s_b_5050><s_c_6327>
  --:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_2412><s_c_989>
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_6309><s_c_3488>
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_4527><s_c_6531>
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_4916><s_c_6546>
  --:-- [商品-购买] <|prod_begin|><s_a_2030><s_b_3584><s_c_7912>
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_2412><s_c_989>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_3033><s_b_1113><s_c_7864>
  --:-- [商品-点击] <|prod_begin|><s_a_5701><s_b_6441><s_c_13>
  --:-- [商品-点击] <|prod_begin|><s_a_628><s_b_3451><s_c_6867>
  --:-- [商品-点击] <|prod_begin|><s_a_2628><s_b_5269><s_c_7404>
  --:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_6307><s_c_1162>
  --:-- [商品-点击] <|prod_begin|><s_a_866><s_b_5630><s_c_774>
  --:-- [商品-点击] <|prod_begin|><s_a_3085><s_b_5569><s_c_8015>
  --:-- [商品-购买] <|prod_begin|><s_a_866><s_b_5630><s_c_774>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_2298>
  01:31 [视频-转发/长播] <|video_begin|><s_a_5181><s_b_5511><s_c_4467>
  02:02 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_3147><s_c_1614>
  08:19 [视频-点赞/长播] <|video_begin|><s_a_5220><s_b_4246><s_c_3121>
  12:54 [视频-关注/长播] <|video_begin|><s_a_1766><s_b_757><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>
  --:-- [商品-点击] <|prod_begin|><s_a_2718><s_b_4083><s_c_6980>
  --:-- [商品-点击] <|prod_begin|><s_a_3033><s_b_3889><s_c_3861>
  --:-- [商品-点击] <|prod_begin|><s_a_452><s_b_2458><s_c_2757>
  --:-- [商品-点击] <|prod_begin|><s_a_452><s_b_7768><s_c_7984>
  --:-- [商品-点击] <|prod_begin|><s_a_6384><s_b_7960><s_c_4068>
  --:-- [商品-点击] <|prod_begin|><s_a_2718><s_b_4538><s_c_6982>
  --:-- [商品-点击] <|prod_begin|><s_a_7547><s_b_6584><s_c_386>
  --:-- [商品-点击] <|prod_begin|><s_a_6796><s_b_3624><s_c_7908>
  --:-- [商品-点击] <|prod_begin|><s_a_788><s_b_304><s_c_389>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_2474><s_c_2199>
  --:-- [商品-点击] <|prod_begin|><s_a_4247><s_b_348><s_c_833>
  --:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_5488><s_c_362>
  --:-- [商品-点击] <|prod_begin|><s_a_5689><s_b_2479><s_c_6020>
  --:-- [商品-点击] <|prod_begin|><s_a_5405><s_b_7217><s_c_4909>
  --:-- [商品-点击] <|prod_begin|><s_a_3161><s_b_7495><s_c_139>
【2026-02-05】
  00:03 [视频-长播] <|video_begin|><s_a_2125><s_b_1337><s_c_1933>
  00:04 [视频-长播] <|video_begin|><s_a_4113><s_b_2497><s_c_2055>
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  15:46 [视频-长播] <|video_begin|><s_a_1106><s_b_5231><s_c_2988>
  --:-- [商品-点击] <|prod_begin|><s_a_1532><s_b_2041><s_c_4868>
  --:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_5238><s_c_2954>
  --:-- [商品-点击] <|prod_begin|><s_a_2557><s_b_6121><s_c_2405>
  --:-- [商品-点击] <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>
  --:-- [商品-点击] <|prod_begin|><s_a_1956><s_b_108><s_c_3237>
  --:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_989><s_c_5993>
  --:-- [商品-点击] <|prod_begin|><s_a_4070><s_b_731><s_c_6378>
  --:-- [商品-购买] <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请针对以下主题提取行为逻辑链：
主题：从功能诉求到品类聚焦：女性塑身与保暖下装的决策过程

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从功能诉求到品类聚焦：女性塑身与保暖下装的决策过程",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}/think<|im_end|>
<|im_start|>assistant
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。

我接到的任务是分析一位用户在女性塑身与保暖下装方面的消费决策过程，需要从她的一系列交互行为中，梳理出一条从初步的功能诉求到最终品类聚焦的完整逻辑链。

在分析初期，我注意到这位用户的行为历史相当丰富，涵盖了从服饰、美妆、汽车用品到生鲜食品等多个领域，展现出多元化的生活需求。然而，在2026年2月初，我观察到了一系列高度集中的行为，这正是我此次任务的核心。

我的分析起点是2026年2月2日。在这一天，我发现用户点击了一款人鱼塑身衣 <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>。这件商品带有非常明确的功能指向——“收腰显瘦”。我认为，这标志着用户对身材塑形需求的初步显现，她开始主动探索能够优化身体曲线的功能性服装。这不仅仅是一次随意的浏览，而是她决策旅程的开端，明确了她最核心的诉求。

紧接着，在同一天，用户的注意力发生了有趣的迁移。她点击了一款“光腿神器” <|prod_begin|><s_a_4302><s_b_6309><s_c_3488>。这个行为非常关键。光腿神器这个品类本身就是一种复合型产品，它巧妙地将保暖（加绒）、美观（仿真肤色）以及一定程度的塑形功能结合在一起。从单一、强功能的塑身衣，到这种兼顾多种场景和需求的产品，我推断用户的需求正在演化。她可能意识到，单纯的塑身衣在日常穿搭中存在局限，而她需要的是一种既能满足塑形效果，又能适应秋冬季节保暖和美观需求的综合性解决方案。

两天后的2月4日，用户的探索进一步深化。她点击了一款鲨鱼裤 <|prod_begin|><s_a_7547><s_b_6584><s_c_386>。与之前点击的商品相比，这款产品的描述更为具体，不仅强调了“高腰收腹提臀”的塑形功能，还特别标注了“羊毛、蚕丝”等更具体的保暖材质。这表明用户已经不满足于品类的泛泛了解，而是进入了更细致的横向对比阶段。她正在比较不同品类（如光腿神器、鲨鱼裤）在材质、保暖效果和塑形细节上的差异，试图找到最符合自己期望的产品。这个行为节点展现了她认知深化的过程，从“我需要塑形”发展到“我需要哪种材质、哪种版型的塑形保暖裤”。

最终，在2026年2月5日，用户的探索迎来了决策闭环。她购买了一款光腿神器 <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>。这款产品的描述精准地回应了她此前的所有探索点，明确标注了“保暖”、“高腰收腹”和“自然裸感”。经过对塑身衣、不同材质的鲨鱼裤和光腿神器的综合比较后，她最终选择了光腿神器作为满足其当前需求的最佳方案。这次购买行为，是她从一个宽泛的功能诉求出发，通过对不同品类的发散性探索和对比，最终收敛到一个具体品类并完成消费决策的完整体现。

综合来看，我认为用户的决策路径清晰地展现了一个从功能诉求到品类聚焦的演进过程。她最初由一个明确的塑形需求驱动，点击了人鱼塑身衣 <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>，随后将需求扩展至兼顾保暖与美观，开始关注光腿神器 <|prod_begin|><s_a_4302><s_b_6309><s_c_3488>。接着，她通过点击材质和功能更细化的鲨鱼裤 <|prod_begin|><s_a_7547><s_b_6584><s_c_386> 进行深入对比，最终在充分权衡后，购买了功能全面的光腿神器 <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>，完成了整个决策。基于此，未来向她推荐兼具塑形、保暖和时尚设计感的下装，有较大概率被吸引。</think>
{"logic_chain": {"name": "从功能诉求到品类聚焦：女性塑身与保暖下装的决策过程", "events": [{"date": "2026-02-02", "action": "[商品-点击] <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>", "logic": "初始探索（塑形）：点击强功能性的塑身衣，明确了对“收腰显瘦”的核心诉求。"}, {"date": "2026-02-02", "action": "[商品-点击] <|prod_begin|><s_a_4302><s_b_6309><s_c_3488>", "logic": "需求融合探索：开始关注“光腿神器”这一品类，该品类融合了“保暖”（加绒）、“美观”（仿真肤色）和一定的“塑形”功能，是对单一塑身衣诉求的补充和演化。"}, {"date": "2026-02-04", "action": "[商品-点击] <|prod_begin|><s_a_7547><s_b_6584><s_c_386>", "logic": "材质与功能对比：进一步点击了包含更具体材质（羊毛、蚕丝）和功能描述（高腰收腹提臀）的“鲨鱼裤”，在不同品类间进行横向对比，深化对产品细节的认知。"}, {"date": "2026-02-05", "action": "[商品-购买] <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>", "logic": "决策收敛与闭环：在对比了多种塑形、保暖下装后，最终决策购买了一款明确标注“保暖”、“高腰收腹”的“光腿神器”，完成了从多品类发散探索到单一品类精准购买的闭环。"}]}}<|im_end|>
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labels:
<think>
</think>
{"logic_chain": {"name": "从泛化兴趣到专业化聚焦的收藏品认知演化", "events": [{"date": "2025-12-17", "action": "[广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>", "logic": "初始触发：被动接收大量泛化的“老物件上门回收”广告，形成初步认知。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>", "logic": "兴趣聚焦：从泛化的“老物件”概念，收敛到对特定品类“古钱币”的价值和历史产生主动兴趣，并参与评论互动。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>", "logic": "认知跃迁：兴趣从“物品本身”深化至“专业交易场景”，关注点转向“拍卖会”这一专业变现或投资渠道，完成了从了解到实践的认知闭环。"}]}}<|im_end|>
<think>
</think>
{"logic_chain": {"name": "从被动信息接收到主动寻求专业解决方案的兴趣深化", "events": [{"date": "2026-01-21", "action": "[视频-关注/长播] <|video_begin|><s_a_5254><s_b_1747><s_c_8003>", "logic": "兴趣触发：开始被动接收并关注具体的汽车型号信息，对车辆的性能、经济性等参数产生初步认知。"}, {"date": "2026-01-23", "action": "[视频-关注/长播] <|video_begin|><s_a_5254><s_b_1119><s_c_4636>", "logic": "信息深化：兴趣从新车转向二手车市场，开始了解交易流程、验车等更深层次的专业知识，表明购车意图在增强，并进入信息调研阶段。"}, {"date": "2026-02-04", "action": "[视频-关注/长播] <|video_begin|><s_a_2408><s_b_2221><s_c_141>", "logic": "路径修正与决策收敛：在密集浏览各类购车、验车信息后，用户的行为最终收敛到“租车/包车”服务。这表明用户在权衡利弊后，放弃了直接购车的想法，转向一种更灵活、专业的出行解决方案，完成了从“拥有权”到“使用权”的认知转变。"}]}}<|im_end|>
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。

我接到的任务是分析用户的行为，挖掘出一条从泛化皮肤问题到聚焦特定药品成分的诊疗收敛过程的行为链。

在仔细梳理了这位用户的完整交互时间线后，我发现他的行为模式非常清晰。在2025年10月底之前，他的消费主要集中在男性服饰、鞋履、车载用品和一些生活日用品上，比如购买了多款运动鞋 <|prod_begin|><s_a_3205><s_b_2312><s_c_5978>、<|prod_begin|><s_a_2048><s_b_5636><s_c_5286> 和保暖衣物 <|prod_begin|><s_a_1454><s_b_2469><s_c_3919>、<|prod_begin|><s_a_5586><s_b_89><s_c_5435>，展现了一个典型的中年男性消费画像。然而，从2025年10月下旬开始，我观察到了一些新的兴趣点。

我的分析起点是2025年11月5日，这一天他首次点击了一款名为“葵花医用皮肤液体敷料”的商品 <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>。从商品标题中的“皮炎湿疹”、“皮肤脱屑红斑”等关键词来看，我判断他可能开始受到某种皮肤问题的困扰。这是一种比较泛化的求助信号，他可能还不清楚具体病因，只是想找一种通用的外用产品来缓解症状。

紧接着，时间来到2025年11月27日，我注意到一个关键的转变。他点击了一款名为“嘎日迪百癣夏塔热胶囊”的药品 <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>。与之前的外用敷料不同，这是一款口服胶囊，其适应症描述也更为广泛，涵盖了“皮肤癣”、“过敏性皮炎”、“痤疮”等多种皮肤问题。这一行为让我推断，用户可能认为单纯的外用产品效果不佳，或者他经过初步了解后，开始寻求一种能够从内部调理、更系统性地解决问题的方案。他的认知已经从简单的“外部涂抹”升级到了“内服治疗”的层面，这是一个重要的兴趣递进。

仅仅几天后的12月3日，他又一次点击了同一种药品“嘎日迪百癣夏塔热胶囊” <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>。这种在短时间内的重复点击行为，极大地增强了我的判断。这表明他并非随意浏览，而是对这款特定药品产生了强烈的意向，正在进行深入的了解和决策评估。他可能在比较价格、查看用户评价，或者在下定购买决心前的最后确认。这个行为标志着他的需求已经从宽泛的“解决皮肤问题”收敛到了“考虑购买‘百癣夏塔热胶囊’”这一非常具体的意图上。

综合来看，用户的行为展现了一个清晰的逻辑链条。他从一个泛化的皮肤症状出发，首先尝试了解通用的外用产品，随后将注意力转移到一种具体的、能系统性治疗的内服药品上，并对此进行了反复的关注和评估。

因此，我倾向于认为，用户的需求经历了从泛化到聚焦的收敛过程。这个过程始于他对皮肤问题的初步探索，通过点击葵花医用皮肤液体敷料 <|prod_begin|><s_a_4233><s_b_5274><s_c_3809> 表现出来；随后，他的认知深化，转向寻求更根本的内服解决方案，体现为首次点击嘎日迪百癣夏塔热胶囊 <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>；最终，通过在短期内再次点击同一药品 <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>，完成了从初步了解到锁定特定药品的决策过程。这一系列行为清晰地勾勒出他针对皮肤问题的诊疗思路演变，未来他有较大概率会购买此类药品或继续关注相关的健康内容。</think>
{"logic_chain": {"name": "从泛化皮肤问题到聚焦特定药品成分的诊疗收敛", "events": [{"date": "2025-11-05", "action": "[商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>", "logic": "初始触发：用户开始关注皮肤问题，点击了针对“皮炎湿疹、脱屑红斑”的通用型外用敷料，表现出对皮肤症状的初步认知和解决意图。"}, {"date": "2025-11-27", "action": "[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>", "logic": "认知聚焦与方案转换：用户的兴趣从外用敷料转向了具体的口服药物“百癣夏塔热胶囊”，其适应症（各类癣、皮炎、痤疮）更广谱，表明用户可能在寻求更根本的内服解决方案，实现了从“外用”到“内服”的认知跃迁。"}, {"date": "2025-12-03", "action": "[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>", "logic": "决策强化与验证：在首次点击该药品后的一周内，用户再次点击同一药品。这种重复行为极大地增强了逻辑链的置信度，表明用户正在对该特定药品进行持续的评估和考虑，而非随机浏览，完成了从“发现”到“锁定”的决策收敛过程。"}]}}<|im_end|>
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。

我接到的任务是分析一位用户在女性塑身与保暖下装方面的消费决策过程，需要从她的一系列交互行为中，梳理出一条从初步的功能诉求到最终品类聚焦的完整逻辑链。

在分析初期，我注意到这位用户的行为历史相当丰富，涵盖了从服饰、美妆、汽车用品到生鲜食品等多个领域，展现出多元化的生活需求。然而，在2026年2月初，我观察到了一系列高度集中的行为，这正是我此次任务的核心。

我的分析起点是2026年2月2日。在这一天，我发现用户点击了一款人鱼塑身衣 <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>。这件商品带有非常明确的功能指向——“收腰显瘦”。我认为，这标志着用户对身材塑形需求的初步显现，她开始主动探索能够优化身体曲线的功能性服装。这不仅仅是一次随意的浏览，而是她决策旅程的开端，明确了她最核心的诉求。

紧接着，在同一天，用户的注意力发生了有趣的迁移。她点击了一款“光腿神器” <|prod_begin|><s_a_4302><s_b_6309><s_c_3488>。这个行为非常关键。光腿神器这个品类本身就是一种复合型产品，它巧妙地将保暖（加绒）、美观（仿真肤色）以及一定程度的塑形功能结合在一起。从单一、强功能的塑身衣，到这种兼顾多种场景和需求的产品，我推断用户的需求正在演化。她可能意识到，单纯的塑身衣在日常穿搭中存在局限，而她需要的是一种既能满足塑形效果，又能适应秋冬季节保暖和美观需求的综合性解决方案。

两天后的2月4日，用户的探索进一步深化。她点击了一款鲨鱼裤 <|prod_begin|><s_a_7547><s_b_6584><s_c_386>。与之前点击的商品相比，这款产品的描述更为具体，不仅强调了“高腰收腹提臀”的塑形功能，还特别标注了“羊毛、蚕丝”等更具体的保暖材质。这表明用户已经不满足于品类的泛泛了解，而是进入了更细致的横向对比阶段。她正在比较不同品类（如光腿神器、鲨鱼裤）在材质、保暖效果和塑形细节上的差异，试图找到最符合自己期望的产品。这个行为节点展现了她认知深化的过程，从“我需要塑形”发展到“我需要哪种材质、哪种版型的塑形保暖裤”。

最终，在2026年2月5日，用户的探索迎来了决策闭环。她购买了一款光腿神器 <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>。这款产品的描述精准地回应了她此前的所有探索点，明确标注了“保暖”、“高腰收腹”和“自然裸感”。经过对塑身衣、不同材质的鲨鱼裤和光腿神器的综合比较后，她最终选择了光腿神器作为满足其当前需求的最佳方案。这次购买行为，是她从一个宽泛的功能诉求出发，通过对不同品类的发散性探索和对比，最终收敛到一个具体品类并完成消费决策的完整体现。

综合来看，我认为用户的决策路径清晰地展现了一个从功能诉求到品类聚焦的演进过程。她最初由一个明确的塑形需求驱动，点击了人鱼塑身衣 <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>，随后将需求扩展至兼顾保暖与美观，开始关注光腿神器 <|prod_begin|><s_a_4302><s_b_6309><s_c_3488>。接着，她通过点击材质和功能更细化的鲨鱼裤 <|prod_begin|><s_a_7547><s_b_6584><s_c_386> 进行深入对比，最终在充分权衡后，购买了功能全面的光腿神器 <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>，完成了整个决策。基于此，未来向她推荐兼具塑形、保暖和时尚设计感的下装，有较大概率被吸引。</think>
{"logic_chain": {"name": "从功能诉求到品类聚焦：女性塑身与保暖下装的决策过程", "events": [{"date": "2026-02-02", "action": "[商品-点击] <|prod_begin|><s_a_2266><s_b_2583><s_c_7677>", "logic": "初始探索（塑形）：点击强功能性的塑身衣，明确了对“收腰显瘦”的核心诉求。"}, {"date": "2026-02-02", "action": "[商品-点击] <|prod_begin|><s_a_4302><s_b_6309><s_c_3488>", "logic": "需求融合探索：开始关注“光腿神器”这一品类，该品类融合了“保暖”（加绒）、“美观”（仿真肤色）和一定的“塑形”功能，是对单一塑身衣诉求的补充和演化。"}, {"date": "2026-02-04", "action": "[商品-点击] <|prod_begin|><s_a_7547><s_b_6584><s_c_386>", "logic": "材质与功能对比：进一步点击了包含更具体材质（羊毛、蚕丝）和功能描述（高腰收腹提臀）的“鲨鱼裤”，在不同品类间进行横向对比，深化对产品细节的认知。"}, {"date": "2026-02-05", "action": "[商品-购买] <|prod_begin|><s_a_4302><s_b_4679><s_c_4712>", "logic": "决策收敛与闭环：在对比了多种塑形、保暖下装后，最终决策购买了一款明确标注“保暖”、“高腰收腹”的“光腿神器”，完成了从多品类发散探索到单一品类精准购买的闭环。"}]}}<|im_end|>
[INFO|configuration_utils.py:771] 2026-07-08 01:09:10,965 >> 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] 2026-07-08 01:09:10,965 >> 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|2026-07-08 01:09:10] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-08 01:09:11] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-08 01:09:12,314 >> 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] 2026-07-08 01:09:12,314 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-08 01:09:12,380 >> Generate config GenerationConfig {
  "bos_token_id": 151643,
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "use_cache": false
}


Loading weights:   0%|          | 0/311 [00:00<?, ?it/s]
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[INFO|configuration_utils.py:980] 2026-07-08 01:09:13,700 >> 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] 2026-07-08 01:09:13,700 >> 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] 2026-07-08 01:09:14,298 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-08 01:09:14] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-08 01:09:14] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-08 01:09:14] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-08 01:09:14] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-08 01:09:14] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-08 01:09:14,338 >> 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] 2026-07-08 01:09:14,445 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-08 01:09:14,445 >>   Num examples = 3,467
[INFO|trainer.py:1471] 2026-07-08 01:09:14,445 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-08 01:09:14,445 >>   Num update steps per epoch = 867
[INFO|trainer.py:1473] 2026-07-08 01:09:14,445 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-08 01:09:14,445 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-08 01:09:14,445 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-08 01:09:14,445 >>   Total optimization steps = 867
[INFO|trainer.py:1479] 2026-07-08 01:09:14,445 >>   Number of trainable parameters = 801,433,600

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



                                                   

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[INFO|trainer.py:3815] 2026-07-08 03:15:41,762 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6
[INFO|configuration_utils.py:533] 2026-07-08 03:15:41,763 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/config.json
[INFO|configuration_utils.py:816] 2026-07-08 03:15:41,763 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/generation_config.json

{'loss': '1.496', 'grad_norm': '2.672', 'learning_rate': '6.884e-06', 'epoch': '0.5423'}
{'loss': '1.449', 'grad_norm': '2.641', 'learning_rate': '6.744e-06', 'epoch': '0.548'}
{'loss': '1.392', 'grad_norm': '2.625', 'learning_rate': '6.605e-06', 'epoch': '0.5538'}
{'loss': '1.409', 'grad_norm': '2.797', 'learning_rate': '6.465e-06', 'epoch': '0.5596'}
{'loss': '1.421', 'grad_norm': '4.156', 'learning_rate': '6.327e-06', 'epoch': '0.5653'}
{'loss': '1.447', 'grad_norm': '2.859', 'learning_rate': '6.188e-06', 'epoch': '0.5711'}
{'loss': '1.411', 'grad_norm': '2.719', 'learning_rate': '6.051e-06', 'epoch': '0.5769'}
{'loss': '1.36', 'grad_norm': '2.641', 'learning_rate': '5.913e-06', 'epoch': '0.5826'}
{'loss': '1.473', 'grad_norm': '2.938', 'learning_rate': '5.776e-06', 'epoch': '0.5884'}
{'loss': '1.386', 'grad_norm': '3.906', 'learning_rate': '5.64e-06', 'epoch': '0.5942'}
{'loss': '1.416', 'grad_norm': '2.375', 'learning_rate': '5.505e-06', 'epoch': '0.5999'}
{'loss': '1.376', 'grad_norm': '2.297', 'learning_rate': '5.37e-06', 'epoch': '0.6057'}
{'loss': '1.511', 'grad_norm': '2.672', 'learning_rate': '5.236e-06', 'epoch': '0.6115'}
{'loss': '1.398', 'grad_norm': '4.062', 'learning_rate': '5.102e-06', 'epoch': '0.6172'}
{'loss': '1.475', 'grad_norm': '2.969', 'learning_rate': '4.97e-06', 'epoch': '0.623'}
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Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.17it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.17it/s]
[INFO|modeling_utils.py:3471] 2026-07-08 03:15:42,621 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-08 03:15:42,731 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-08 03:15:42,752 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/tokenizer_config.json
***** train metrics *****
  epoch                    =         1.0
  total_flos               = 391467031GF
  train_loss               =      1.4888
  train_runtime            =  2:06:27.31
  train_samples_per_second =       0.457
  train_steps_per_second   =       0.114
Figure saved at: /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/training_loss.png
[WARNING|2026-07-08 03:15:42] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-08 03:15:42] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-08 03:15:42,852 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}