[2026-07-15 05:36:20] stage 1/1: /home/ll/llm4rec/experiments/configs/v42_v29_user_evolution_guard_lr5e7_ep10.yaml
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
[INFO|2026-07-15 05:36:23] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:769] 2026-07-15 05:36:23,282 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 05:36:23,283 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-15 05:36:23,947 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 05:36:23,948 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-15 05:36:23,948 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 05:36:23,949 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|2026-07-15 05:36:24] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v42_user_evolution.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: 70124 examples [00:00, 218072.32 examples/s]
Generating train split: 75000 examples [00:00, 215128.40 examples/s]

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training example:
input_ids:
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104044, 99729, 9370, 87140, 18830, 25, 220, 176245, 152025, 165030, 172779, 151645, 198, 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】：
【2025-03-26】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5392>
【2025-04-02】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_5563>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_5548><s_b_2482><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_4467>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_4053>
【2025-04-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2434><s_c_6609>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3534>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_99>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_530><s_c_2525>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2008><s_c_6940>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_439>
  --:-- [直播-关注] <|living_begin|><s_a_1785><s_b_697><s_c_7096>
  --:-- [直播-关注] <|living_begin|><s_a_6745><s_b_7217><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_1036>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6913><s_c_4493>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_6275>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7217><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_1307><s_b_4075><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_4910>
  --:-- [直播-关注] <|living_begin|><s_a_1307><s_b_8049><s_c_5941>
  --:-- [直播-关注] <|living_begin|><s_a_7728><s_b_7808><s_c_3034>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6244><s_c_7502>
【2025-04-04】
  --:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_4519>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3528>
【2025-04-05】
  --:-- [直播-关注] <|living_begin|><s_a_567><s_b_7096><s_c_6252>
【2025-04-07】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_7063><s_c_5984>
【2025-04-09】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8056>
【2025-04-12】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_7205><s_c_5563>
【2025-04-18】
  --:-- [直播-关注] <|living_begin|><s_a_967><s_b_6442><s_c_6278>
【2025-04-22】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_6758>
【2025-04-23】
  --:-- [直播-关注] <|living_begin|><s_a_967><s_b_8049><s_c_3498>
【2025-04-27】
  --:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_3676>
【2025-04-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_6609>
【2025-05-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
【2025-05-10】
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
【2025-05-12】
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
【2025-05-13】
  --:-- [商品-购买] <|prod_begin|><s_a_3889><s_b_5426><s_c_5983>
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_7687><s_c_8113>
【2025-05-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7041><s_b_5221><s_c_5601>
【2025-05-24】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3915><s_c_5563>
【2025-06-03】
  --:-- [商品-购买] <|prod_begin|><s_a_1436><s_b_1498><s_c_354>
【2025-06-06】
  --:-- [直播-关注] <|living_begin|><s_a_967><s_b_1282><s_c_7951>
【2025-06-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
  --:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_2095><s_c_7556>
【2025-06-08】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_8049><s_c_4830>
  --:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_1801><s_c_5571>
【2025-06-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_1801><s_c_5571>
  --:-- [商品-购买] <|prod_begin|><s_a_6731><s_b_1801><s_c_378>
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_3635><s_c_2024>
【2025-06-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_5224><s_c_3775>
【2025-06-13】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7410><s_c_7264>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3456><s_c_3026>
  --:-- [商品-购买] <|prod_begin|><s_a_4814><s_b_2312><s_c_7328>
  --:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_4488><s_c_3852>
  --:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_5131><s_c_6597>
【2025-06-14】
  --:-- [直播-打赏] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
【2025-06-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_7016><s_c_7658>
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_1119><s_c_7266>
【2025-06-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4074><s_b_3380><s_c_6278>
  --:-- [商品-购买] <|prod_begin|><s_a_5463><s_b_1113><s_c_1158>
【2025-06-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2012><s_b_7342><s_c_2165>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_3721><s_c_3849>
【2025-12-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_3569><s_c_4849>
【2025-12-27】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3589>
【2025-12-28】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
【2026-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_3889><s_b_2956><s_c_4594>
  --:-- [商品-购买] <|prod_begin|><s_a_3889><s_b_5449><s_c_5345>
【2026-01-03】
  --:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2960><s_c_5022>
【2026-01-04】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_6278>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6234><s_c_7602>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1229><s_b_5727><s_c_4722>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_708>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_8007><s_c_3033>
【2026-01-05】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_6776><s_c_1708>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6590><s_b_765><s_c_3846>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_6525><s_c_6278>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_523>
【2026-01-06】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6776><s_c_2109>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_1297><s_c_6712>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_3284><s_c_5725>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_6653><s_c_3909>
  --:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_4150><s_c_3250>
  --:-- [商品-点击] <|prod_begin|><s_a_5922><s_b_3306><s_c_4098>
  --:-- [商品-点击] <|prod_begin|><s_a_2680><s_b_6204><s_c_920>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_3318><s_c_3267>
  --:-- [商品-点击] <|prod_begin|><s_a_6182><s_b_3146><s_c_8029>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_3318><s_c_2084>
  --:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_1297><s_c_6712>
  --:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_3284><s_c_5725>
  --:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_4150><s_c_3250>
【2026-01-07】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_697><s_c_3589>
  10:45 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1471><s_c_4515>
  11:53 [广告-深度转化] <|ad_begin|><s_a_5988><s_b_1310><s_c_6833>
  14:41 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>
  --:-- [商品-点击] <|prod_begin|><s_a_4179><s_b_7399><s_c_3573>
  --:-- [商品-点击] <|prod_begin|><s_a_3453><s_b_6709><s_c_1472>
  --:-- [商品-点击] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
  --:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_2960><s_c_5022>
  --:-- [商品-点击] <|prod_begin|><s_a_3374><s_b_3584><s_c_4414>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_1907><s_c_6737>
  --:-- [商品-点击] <|prod_begin|><s_a_1094><s_b_3601><s_c_1156>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_2033><s_c_4545>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_5492><s_c_6237>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_7778><s_c_94>
  --:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_6483><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_3806><s_b_4692><s_c_7533>
  --:-- [商品-购买] <|prod_begin|><s_a_4179><s_b_7399><s_c_3573>
  --:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2960><s_c_5022>
  --:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_2033><s_c_4545>
【2026-01-08】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_8033>
  10:50 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_463><s_c_6067>
  12:51 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_2812><s_c_1439>
  12:54 [广告-深度转化] <|ad_begin|><s_a_5144><s_b_2812><s_c_2253>
  13:11 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_3280><s_c_7689>
  15:32 [广告-深度转化] <|ad_begin|><s_a_7679><s_b_6123><s_c_4373>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3393><s_c_3254>
  --:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_2296><s_c_5290>
  --:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_3448><s_c_3610>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_1907><s_c_6737>
  --:-- [商品-点击] <|prod_begin|><s_a_3453><s_b_6709><s_c_4829>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_8018><s_c_1982>
  --:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_5022><s_c_6467>
  --:-- [商品-购买] <|prod_begin|><s_a_2826><s_b_2296><s_c_5290>
【2026-01-09】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
  05:06 [广告-深度转化] <|ad_begin|><s_a_5988><s_b_1310><s_c_6833>
  05:07 [广告-深度转化] <|ad_begin|><s_a_143><s_b_7963><s_c_3987>
【2026-01-10】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
  08:45 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_4515>
  08:50 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
  09:04 [广告-深度转化] <|ad_begin|><s_a_759><s_b_6244><s_c_4444>
【2026-01-11】
  08:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_6908>
【2026-01-12】
  --:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_4133>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_8143>
  02:05 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1366><s_c_7096>
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_7262><s_c_3483>
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7262><s_c_3483>
【2026-01-13】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3953>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3388><s_b_3569><s_c_4783>
  12:08 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_4647>
  12:17 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_4515>
  12:19 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4059><s_c_1708>
【2026-01-14】
  --:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_620><s_c_6278>
  01:56 [广告-深度转化] <|ad_begin|><s_a_5988><s_b_4340><s_c_3464>
  02:00 [广告-深度转化] <|ad_begin|><s_a_4258><s_b_5169><s_c_210>
  02:03 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5467><s_c_7683>
  03:45 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7225><s_c_5776>
  03:51 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_7337><s_c_532>
  03:53 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_4485><s_c_3555>
  04:09 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_2493>
  04:48 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_3987>
  --:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_5022><s_c_6467>
  --:-- [商品-点击] <|prod_begin|><s_a_6421><s_b_5816><s_c_3020>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6653><s_c_708>
  --:-- [商品-购买] <|prod_begin|><s_a_6421><s_b_5816><s_c_3020>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_1218>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_726><s_b_7342><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_5375><s_c_7352>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_4014><s_b_6925><s_c_399>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_4356><s_c_4839>
  --:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_4356><s_c_4839>
【2026-01-22】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
  15:05 [广告-深度转化] <|ad_begin|><s_a_143><s_b_3569><s_c_4548>
  22:39 [视频-长播] <|video_begin|><s_a_5591><s_b_5676><s_c_6718>
  22:39 [视频-长播] <|video_begin|><s_a_5903><s_b_6334><s_c_7616>
  22:39 [视频-长播] <|video_begin|><s_a_5058><s_b_3656><s_c_2781>
  22:53 [视频-长播] <|video_begin|><s_a_77><s_b_765><s_c_5126>
  --:-- [商品-点击] <|prod_begin|><s_a_358><s_b_1991><s_c_3562>
  --:-- [商品-购买] <|prod_begin|><s_a_358><s_b_1991><s_c_3562>
  23:17 [视频-长播] <|video_begin|><s_a_5159><s_b_1382><s_c_4208>
【2026-01-23】
  03:09 [视频-评论/点赞/长播] <|video_begin|><s_a_4843><s_b_7272><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6780><s_c_6653>
【2026-01-25】
  15:44 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_6234><s_c_6355>
  15:59 [广告-深度转化] <|ad_begin|><s_a_7989><s_b_4198><s_c_1345>
【2026-01-26】
  --:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
  13:36 [广告-深度转化] <|ad_begin|><s_a_7697><s_b_3832><s_c_3650>
  22:46 [视频-点赞/长播] <|video_begin|><s_a_3818><s_b_7765><s_c_7289>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1240><s_c_1644>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
  04:42 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_4733><s_c_4252>
  04:58 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_2281><s_c_7099>
  14:54 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_5676><s_c_1935>
  15:18 [广告-深度转化] <|ad_begin|><s_a_6503><s_b_7537><s_c_4567>
【2026-01-28】
  03:04 [视频-长播] <|video_begin|><s_a_4646><s_b_7333><s_c_4467>
  03:04 [视频-长播] <|video_begin|><s_a_4030><s_b_513><s_c_2374>
  03:04 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_581><s_c_7106>
【2026-01-29】
  05:26 [视频-评论/点赞/长播] <|video_begin|><s_a_4396><s_b_1813><s_c_1114>
  10:04 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_1399><s_c_6583>
  14:36 [视频-关注/长播] <|video_begin|><s_a_1427><s_b_4033><s_c_5563>
  14:46 [视频-点赞/长播] <|video_begin|><s_a_231><s_b_6973><s_c_4859>
  14:59 [视频-长播] <|video_begin|><s_a_7149><s_b_4460><s_c_6313>
  14:59 [视频-长播] <|video_begin|><s_a_6352><s_b_3915><s_c_2077>
  15:27 [视频-长播] <|video_begin|><s_a_116><s_b_1013><s_c_5823>
  15:34 [广告-深度转化] <|ad_begin|><s_a_7322><s_b_1434><s_c_1423>
  --:-- [商品-点击] <|prod_begin|><s_a_502><s_b_275><s_c_2955>
  --:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_746><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1966><s_c_7706>
  --:-- [商品-点击] <|prod_begin|><s_a_7184><s_b_3353><s_c_6384>
  --:-- [商品-点击] <|prod_begin|><s_a_3652><s_b_5377><s_c_2529>
  --:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_5449><s_c_4247>
  --:-- [商品-点击] <|prod_begin|><s_a_358><s_b_1991><s_c_3562>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_725><s_c_6073>
  --:-- [商品-购买] <|prod_begin|><s_a_502><s_b_275><s_c_2955>
  --:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_5377><s_c_2529>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_725><s_c_6073>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5934><s_c_6278>
  00:04 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_1190><s_c_5563>
  03:58 [视频-长播] <|video_begin|><s_a_5546><s_b_1813><s_c_5181>
  03:58 [视频-长播] <|video_begin|><s_a_5629><s_b_3915><s_c_7800>
  04:10 [视频-长播] <|video_begin|><s_a_2051><s_b_4753><s_c_210>
  04:10 [视频-长播] <|video_begin|><s_a_16><s_b_5238><s_c_1148>
  13:21 [广告-深度转化] <|ad_begin|><s_a_2983><s_b_7749><s_c_708>
  13:59 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_414><s_c_2165>
  14:00 [视频-点赞/长播] <|video_begin|><s_a_4340><s_b_1119><s_c_7125>
  14:00 [视频-评论/长播] <|video_begin|><s_a_4751><s_b_1013><s_c_7751>
【2026-01-31】
  04:02 [视频-评论/长播] <|video_begin|><s_a_1106><s_b_6234><s_c_2781>
  14:15 [视频-长播] <|video_begin|><s_a_8164><s_b_3193><s_c_2189>
【2026-02-01】
  10:46 [视频-长播] <|video_begin|><s_a_6843><s_b_1399><s_c_4208>
  11:06 [视频-长播] <|video_begin|><s_a_646><s_b_4851><s_c_5746>
  11:06 [视频-长播] <|video_begin|><s_a_6442><s_b_1974><s_c_5563>
【2026-02-02】
  10:15 [视频-点赞/长播] <|video_begin|><s_a_3647><s_b_1738><s_c_5890>
  15:26 [视频-点赞/长播] <|video_begin|><s_a_5874><s_b_3083><s_c_88>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1713><s_c_1786>
【2026-02-03】
  08:52 [视频-长播] <|video_begin|><s_a_2015><s_b_706><s_c_3026>
  08:52 [视频-点赞/长播] <|video_begin|><s_a_7796><s_b_1013><s_c_7635>
  12:26 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_2828><s_c_2070>
  15:10 [视频-长播] <|video_begin|><s_a_6388><s_b_6519><s_c_838>
  23:36 [视频-关注/长播] <|video_begin|><s_a_189><s_b_6521><s_c_7216>
  23:37 [视频-长播] <|video_begin|><s_a_562><s_b_2918><s_c_4757>
  23:44 [视频-长播] <|video_begin|><s_a_768><s_b_2330><s_c_5563>
  23:44 [视频-长播] <|video_begin|><s_a_2762><s_b_697><s_c_2543>
  23:44 [视频-长播] <|video_begin|><s_a_6735><s_b_6234><s_c_7677>
  23:44 [视频-长播] <|video_begin|><s_a_2051><s_b_2221><s_c_3973>
  23:44 [视频-长播] <|video_begin|><s_a_4343><s_b_4850><s_c_7951>
  23:44 [视频-长播] <|video_begin|><s_a_231><s_b_4120><s_c_7452>
  23:50 [视频-长播] <|video_begin|><s_a_2830><s_b_4134><s_c_7807>
【2026-02-04】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1790><s_b_5693><s_c_6278>
  00:58 [视频-长播] <|video_begin|><s_a_2252><s_b_3898><s_c_949>
  01:04 [视频-长播] <|video_begin|><s_a_2764><s_b_7888><s_c_916>
  01:04 [视频-长播] <|video_begin|><s_a_3883><s_b_7571><s_c_1708>
  01:04 [视频-长播] <|video_begin|><s_a_1349><s_b_1366><s_c_2038>
  01:08 [视频-长播] <|video_begin|><s_a_2764><s_b_763><s_c_2211>
  01:08 [视频-评论/长播] <|video_begin|><s_a_7609><s_b_665><s_c_3973>
  01:18 [视频-浏览] <|video_begin|><s_a_4808><s_b_3147><s_c_7548>
  01:23 [视频-长播] <|video_begin|><s_a_4615><s_b_7261><s_c_2568>
  01:34 [视频-长播] <|video_begin|><s_a_3660><s_b_7776><s_c_7899>
  01:34 [视频-点赞/长播] <|video_begin|><s_a_7609><s_b_4893><s_c_7675>
  01:34 [视频-评论/长播] <|video_begin|><s_a_2366><s_b_3076><s_c_6286>
  01:39 [视频-长播] <|video_begin|><s_a_143><s_b_7608><s_c_1708>
  01:39 [视频-长播] <|video_begin|><s_a_2764><s_b_3059><s_c_3534>
  01:57 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
  01:57 [广告-点击] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
  01:57 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_1708>
  01:58 [广告-深度转化] <|ad_begin|><s_a_786><s_b_915><s_c_2012>
  01:58 [广告-点击] <|ad_begin|><s_a_786><s_b_915><s_c_2012>
  01:58 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_1708>
  02:00 [广告-点击] <|ad_begin|><s_a_6303><s_b_7214><s_c_1734>
  02:00 [广告-点击] <|ad_begin|><s_a_4340><s_b_713><s_c_1178>
  02:01 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
  02:01 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
  02:06 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6880><s_c_1444>
  02:06 [广告-点击] <|ad_begin|><s_a_7417><s_b_6880><s_c_1444>
  02:06 [广告-点击] <|ad_begin|><s_a_4340><s_b_5419><s_c_3685>
  02:09 [广告-点击] <|ad_begin|><s_a_5687><s_b_5081><s_c_2688>
  02:14 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5402>
  02:14 [广告-点击] <|ad_begin|><s_a_786><s_b_414><s_c_5402>
  02:14 [广告-点击] <|ad_begin|><s_a_4340><s_b_5419><s_c_3685>
  02:23 [广告-深度转化] <|ad_begin|><s_a_805><s_b_5200><s_c_5185>
  02:23 [广告-点击] <|ad_begin|><s_a_805><s_b_5200><s_c_5185>
  02:23 [广告-深度转化] <|ad_begin|><s_a_6145><s_b_1141><s_c_998>
  02:23 [广告-点击] <|ad_begin|><s_a_6145><s_b_1141><s_c_998>
  02:23 [广告-点击] <|ad_begin|><s_a_4340><s_b_5419><s_c_3685>
  03:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5849><s_c_6341>
  03:11 [广告-点击] <|ad_begin|><s_a_786><s_b_5849><s_c_6341>
  06:20 [视频-长播] <|video_begin|><s_a_2051><s_b_7342><s_c_6047>
  06:35 [视频-长播] <|video_begin|><s_a_5597><s_b_1575><s_c_4994>
  06:35 [视频-长播] <|video_begin|><s_a_2476><s_b_6234><s_c_5689>
  06:35 [视频-长播] <|video_begin|><s_a_2587><s_b_184><s_c_5413>
  07:20 [视频-长播] <|video_begin|><s_a_5998><s_b_2828><s_c_5502>
  07:20 [视频-长播] <|video_begin|><s_a_464><s_b_6782><s_c_2513>
  07:20 [视频-长播] <|video_begin|><s_a_7888><s_b_7414><s_c_4357>
  08:31 [广告-点击] <|ad_begin|><s_a_6755><s_b_1206><s_c_3016>
  08:33 [广告-点击] <|ad_begin|><s_a_143><s_b_5841><s_c_1>
  08:33 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
  08:33 [广告-点击] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
  08:33 [广告-点击] <|ad_begin|><s_a_143><s_b_1099><s_c_6873>
  08:36 [视频-长播] <|video_begin|><s_a_4808><s_b_1642><s_c_4842>
  08:41 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_7218><s_c_3447>
  08:41 [广告-点击] <|ad_begin|><s_a_4020><s_b_7218><s_c_3447>
  08:41 [广告-点击] <|ad_begin|><s_a_7847><s_b_7180><s_c_5903>
  08:42 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6913><s_c_6976>
  08:42 [广告-点击] <|ad_begin|><s_a_786><s_b_6913><s_c_6976>
  08:42 [广告-点击] <|ad_begin|><s_a_3062><s_b_7963><s_c_6873>
  08:46 [广告-点击] <|ad_begin|><s_a_8091><s_b_7381><s_c_6760>
  08:55 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_7343>
  08:56 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7603><s_c_5839>
  08:56 [广告-点击] <|ad_begin|><s_a_786><s_b_7603><s_c_5839>
  08:57 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_713><s_c_1178>
  08:57 [广告-点击] <|ad_begin|><s_a_4340><s_b_713><s_c_1178>
  09:03 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_581><s_c_2460>
  09:03 [广告-点击] <|ad_begin|><s_a_3463><s_b_581><s_c_2460>
  09:03 [广告-点击] <|ad_begin|><s_a_1977><s_b_4939><s_c_2971>
  09:08 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1471><s_c_4939>
  09:08 [广告-点击] <|ad_begin|><s_a_786><s_b_1471><s_c_4939>
  09:08 [广告-点击] <|ad_begin|><s_a_4340><s_b_1642><s_c_1374>
  09:13 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_2482><s_c_532>
  09:13 [广告-点击] <|ad_begin|><s_a_2618><s_b_2482><s_c_532>
  10:33 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_3295><s_c_1881>
  11:18 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6435><s_c_3913>
  11:18 [广告-点击] <|ad_begin|><s_a_7879><s_b_6435><s_c_3913>
  11:18 [广告-点击] <|ad_begin|><s_a_5687><s_b_1259><s_c_7072>
  11:21 [广告-点击] <|ad_begin|><s_a_786><s_b_6592><s_c_2480>
  11:21 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_5821><s_c_2988>
  11:21 [广告-点击] <|ad_begin|><s_a_3014><s_b_5821><s_c_2988>
  11:24 [广告-深度转化] <|ad_begin|><s_a_6345><s_b_3636><s_c_595>
  11:24 [广告-点击] <|ad_begin|><s_a_6345><s_b_3636><s_c_595>
  11:34 [广告-点击] <|ad_begin|><s_a_6345><s_b_3636><s_c_595>
  11:35 [广告-点击] <|ad_begin|><s_a_3406><s_b_5081><s_c_6879>
  11:41 [广告-点击] <|ad_begin|><s_a_6303><s_b_4932><s_c_7677>
  11:55 [广告-点击] <|ad_begin|><s_a_6303><s_b_4932><s_c_7677>
  11:59 [广告-点击] <|ad_begin|><s_a_8091><s_b_7381><s_c_6760>
  12:00 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_2409>
  12:00 [广告-点击] <|ad_begin|><s_a_4020><s_b_1822><s_c_2409>
  12:01 [广告-深度转化] <|ad_begin|><s_a_3977><s_b_6234><s_c_3890>
  12:01 [广告-点击] <|ad_begin|><s_a_3977><s_b_6234><s_c_3890>
  12:29 [广告-点击] <|ad_begin|><s_a_7847><s_b_7180><s_c_5903>
  12:29 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_6171>
  12:29 [广告-点击] <|ad_begin|><s_a_4020><s_b_6379><s_c_6171>
  12:32 [广告-点击] <|ad_begin|><s_a_6303><s_b_7603><s_c_237>
  12:37 [广告-点击] <|ad_begin|><s_a_6303><s_b_7603><s_c_237>
  12:49 [广告-点击] <|ad_begin|><s_a_8091><s_b_7381><s_c_6760>
  12:54 [广告-点击] <|ad_begin|><s_a_143><s_b_2221><s_c_2225>
  13:01 [广告-点击] <|ad_begin|><s_a_7295><s_b_5489><s_c_3589>
  13:02 [广告-点击] <|ad_begin|><s_a_6303><s_b_4932><s_c_7677>
【2026-02-05】
  01:57 [视频-长播] <|video_begin|><s_a_7385><s_b_6924><s_c_1178>
  01:57 [视频-长播] <|video_begin|><s_a_3883><s_b_1201><s_c_5851>
  02:09 [视频-长播] <|video_begin|><s_a_2252><s_b_5676><s_c_4247>
  02:27 [视频-长播] <|video_begin|><s_a_6401><s_b_827><s_c_6856>
  02:27 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_4213><s_c_1306>
  02:28 [视频-点赞/长播] <|video_begin|><s_a_1440><s_b_1350><s_c_2309>
  02:39 [视频-长播] <|video_begin|><s_a_1336><s_b_6599><s_c_853>
  02:39 [视频-评论/长播] <|video_begin|><s_a_735><s_b_3978><s_c_785>
  02:46 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_2932>
  02:46 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_2932>
  02:46 [广告-点击] <|ad_begin|><s_a_1977><s_b_2031><s_c_2437>
  02:48 [广告-深度转化] <|ad_begin|><s_a_2005><s_b_6973><s_c_6468>
  02:48 [广告-点击] <|ad_begin|><s_a_2005><s_b_6973><s_c_6468>
  03:09 [广告-深度转化] <|ad_begin|><s_a_1977><s_b_1471><s_c_3449>
  03:09 [广告-点击] <|ad_begin|><s_a_1977><s_b_1471><s_c_3449>
  03:17 [广告-点击] <|ad_begin|><s_a_4340><s_b_1642><s_c_2082>
  03:18 [广告-深度转化] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
  03:18 [广告-点击] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
  03:25 [广告-深度转化] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
  03:25 [广告-点击] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
  03:25 [广告-点击] <|ad_begin|><s_a_1977><s_b_5467><s_c_259>
  04:21 [视频-评论/点赞/长播] <|video_begin|><s_a_4032><s_b_7414><s_c_5452>
  04:33 [视频-评论/点赞/长播] <|video_begin|><s_a_116><s_b_6234><s_c_5061>
  04:33 [视频-评论/长播] <|video_begin|><s_a_116><s_b_7081><s_c_3766>
  12:22 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5467><s_c_3391>
  12:22 [广告-点击] <|ad_begin|><s_a_786><s_b_5467><s_c_3391>
  12:22 [广告-点击] <|ad_begin|><s_a_7847><s_b_7180><s_c_5903>
  12:24 [广告-点击] <|ad_begin|><s_a_1988><s_b_4116><s_c_5466>
  12:34 [广告-点击] <|ad_begin|><s_a_4340><s_b_4746><s_c_2647>
  12:38 [广告-深度转化] <|ad_begin|><s_a_4351><s_b_1288><s_c_6310>
  12:38 [广告-点击] <|ad_begin|><s_a_4351><s_b_1288><s_c_6310>
  12:39 [广告-点击] <|ad_begin|><s_a_4340><s_b_7966><s_c_2031>
  12:46 [广告-深度转化] <|ad_begin|><s_a_786><s_b_624><s_c_4541>
  12:46 [广告-点击] <|ad_begin|><s_a_786><s_b_624><s_c_4541>
  13:04 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
  13:04 [广告-点击] <|ad_begin|><s_a_250><s_b_5268><s_c_3288>
  13:05 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4932><s_c_4159>
  13:05 [广告-点击] <|ad_begin|><s_a_4340><s_b_4932><s_c_4159>
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）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
请针对以下主题提取行为逻辑链：
主题：从娱乐消遣到实用技能的兴趣转向

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从娱乐消遣到实用技能的兴趣转向",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从娱乐消遣到实用技能的兴趣转向","events":[{"date":"2025-04-02","action":"[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_6278>","logic":"初始阶段：兴趣广泛，集中于高颜值、娱乐互动、情感陪伴类的泛娱乐主播，行为模式为发散性关注。"},{"date":"2025-04-18","action":"[直播-关注] <|living_begin|><s_a_967><s_b_6442><s_c_6278>","logic":"兴趣演化：首次出现明确的工具性、功利性诉求，关注内容从“娱乐”转向“教学”、“干货”，实现了从消遣到实用技能获取的认知跃迁。"},{"date":"2025-06-06","action":"[直播-关注] <|living_begin|><s_a_967><s_b_1282><s_c_7951>","logic":"认知深化与聚焦：在“极速版教学”的基础上，兴趣点进一步细化到“活跃值运营”、“标签转化”、“平台规则解读”等更深层次的运营技巧，表明用户已不满足于基础操作，开始探索更高阶的玩法和规则。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-01】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6293><s_b_4885><s_c_3038>
【2025-05-26】
  --:-- [直播-关注] <|living_begin|><s_a_1302><s_b_1227><s_c_6416>
【2025-06-17】
  --:-- [直播-关注] <|living_begin|><s_a_4566><s_b_7493><s_c_3672>
【2025-06-30】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_2262>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_697><s_c_3676>
【2025-07-02】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5727><s_c_4724>
【2025-08-02】
  --:-- [商品-购买] <|prod_begin|><s_a_183><s_b_5474><s_c_6731>
【2025-08-03】
  --:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_4689><s_c_4393>
【2025-08-04】
  --:-- [商品-购买] <|prod_begin|><s_a_3453><s_b_3601><s_c_1608>
【2025-08-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2453><s_b_3982><s_c_3420>
【2025-08-07】
  --:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_3187><s_c_750>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5488><s_c_7994>
  --:-- [商品-购买] <|prod_begin|><s_a_4769><s_b_4839><s_c_1152>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_222><s_c_5197>
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_180><s_c_2143>
【2025-08-08】
  --:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_5260><s_c_2808>
【2025-08-09】
  --:-- [商品-购买] <|prod_begin|><s_a_3974><s_b_3480><s_c_7380>
【2025-08-10】
  --:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_5343><s_c_16>
【2025-08-11】
  --:-- [商品-购买] <|prod_begin|><s_a_103><s_b_5699><s_c_5753>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4498><s_c_2226>
【2025-08-13】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_2448><s_c_441>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_2083><s_b_4433><s_c_1882>
  --:-- [商品-购买] <|prod_begin|><s_a_887><s_b_5087><s_c_6011>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_7808><s_c_3571>
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_2723><s_c_5658>
【2025-08-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_5099><s_c_3386>
【2025-08-20】
  --:-- [商品-购买] <|prod_begin|><s_a_103><s_b_5699><s_c_5753>
【2025-08-22】
  --:-- [商品-购买] <|prod_begin|><s_a_183><s_b_3598><s_c_2203>
  --:-- [商品-购买] <|prod_begin|><s_a_2266><s_b_6701><s_c_6932>
【2025-08-30】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1290><s_c_3606>
  --:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_4545><s_c_3729>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3930><s_c_5404>
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_5638><s_c_7207>
【2025-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4421><s_c_1344>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_21><s_c_2978>
【2025-09-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2568><s_b_4498><s_c_2226>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_404><s_c_2672>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_1966><s_c_6250>
【2025-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_4173><s_c_5713>
【2025-09-14】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4043>
【2025-09-15】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_5676><s_c_535>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7403><s_b_4169><s_c_2784>
【2025-09-16】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3411>
【2025-09-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7893>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_5654>
【2025-09-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_5823>
  --:-- [直播-首次打赏] <|living_begin|><s_a_8006><s_b_697><s_c_2880>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_4342><s_c_6278>
【2025-09-19】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7629>
【2025-09-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3222><s_b_2188><s_c_128>
【2025-09-29】
  --:-- [直播-关注] <|living_begin|><s_a_283><s_b_3898><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_8004><s_b_8049><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_3041>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4427><s_b_1337><s_c_3355>
【2025-10-02】
  --:-- [直播-首次打赏] <|living_begin|><s_a_923><s_b_1952><s_c_6239>
【2025-10-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_6561><s_c_2656>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_1227><s_c_3676>
【2025-10-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2247><s_b_6234><s_c_3898>
【2025-10-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4949><s_c_3026>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_7018>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4843><s_b_5727><s_c_6430>
【2025-10-20】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_765><s_c_5673>
【2025-10-21】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5659><s_c_4817>
【2025-10-25】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3898><s_c_761>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_624>
  --:-- [直播-首次打赏] <|living_begin|><s_a_8006><s_b_1583><s_c_677>
【2025-11-01】
  --:-- [直播-首次打赏] <|living_begin|><s_a_7403><s_b_4950><s_c_2784>
【2025-11-02】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_375><s_b_2906><s_c_6278>
【2025-11-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1576>
【2025-11-04】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6202>
【2025-11-05】
  --:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_451><s_c_5353>
【2025-11-07】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7917><s_c_7780>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5727><s_c_4427>
【2025-11-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7390><s_c_5563>
【2025-11-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1975><s_b_5343><s_c_406>
【2025-11-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_3198>
【2025-11-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_2298>
【2025-11-25】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_2912>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7529>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_839><s_c_3026>
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_7089>
【2025-11-26】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_3676>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6912><s_c_4233>
【2025-12-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_7151><s_b_7342><s_c_2820>
【2025-12-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_481><s_c_3363>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7655><s_c_6704>
【2025-12-22】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2050><s_b_1583><s_c_6438>
  --:-- [商品-购买] <|prod_begin|><s_a_1722><s_b_4866><s_c_1870>
【2025-12-23】
  --:-- [直播-关注] <|living_begin|><s_a_77><s_b_765><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_859>
  --:-- [直播-关注] <|living_begin|><s_a_1374><s_b_2357><s_c_4636>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_5146>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8125><s_c_2379>
【2025-12-27】
  --:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
【2025-12-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2918><s_c_146>
  --:-- [商品-购买] <|prod_begin|><s_a_7056><s_b_3004><s_c_2576>
【2026-01-04】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2262>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2026-01-12】
  --:-- [商品-购买] <|prod_begin|><s_a_2741><s_b_3679><s_c_3471>
【2026-01-14】
  07:56 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_7566>
  08:47 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_7214><s_c_2447>
  09:19 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6879>
【2026-01-15】
  01:45 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_7548>
  02:40 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7180><s_c_2401>
  03:08 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1806><s_c_5315>
  09:12 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_4556><s_c_7548>
  13:09 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_5349>
【2026-01-16】
  12:16 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3033>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6891><s_c_4631>
  --:-- [商品-购买] <|prod_begin|><s_a_6934><s_b_3337><s_c_4495>
  05:43 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3402>
  12:07 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5267>
【2026-01-18】
  --:-- [商品-购买] <|prod_begin|><s_a_157><s_b_5343><s_c_7624>
  02:32 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_3659>
【2026-01-19】
  01:03 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_665><s_c_3901>
  01:14 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_665><s_c_3901>
  08:45 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2758><s_c_4487>
  10:50 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4571><s_c_6228>
【2026-01-21】
  05:03 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1471><s_c_7343>
  11:02 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_5454><s_c_7945>
  23:38 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_7458><s_c_286>
【2026-01-22】
  01:35 [视频-关注/长播] <|video_begin|><s_a_2015><s_b_1740><s_c_4724>
  01:46 [视频-评论/长播] <|video_begin|><s_a_6321><s_b_6973><s_c_4794>
  02:55 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_1984><s_c_4794>
  02:58 [视频-收藏/长播] <|video_begin|><s_a_599><s_b_7975><s_c_141>
  03:07 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_3193><s_c_5186>
  05:27 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_4211><s_c_2460>
  09:57 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4324><s_c_4428>
  10:04 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7786>
【2026-01-23】
  01:53 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_3913>
  07:53 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_2221><s_c_3835>
  11:55 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_1595><s_c_535>
  13:18 [视频-评论/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2699>
  13:52 [视频-评论/长播] <|video_begin|><s_a_4082><s_b_3518><s_c_2781>
【2026-01-24】
  04:32 [视频-点赞/长播] <|video_begin|><s_a_4082><s_b_3827><s_c_1471>
  06:16 [视频-收藏/长播] <|video_begin|><s_a_923><s_b_6436><s_c_2523>
  07:21 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_3189><s_c_5231>
  12:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5835>
【2026-01-25】
  00:19 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_3203>
  04:07 [视频-关注/长播] <|video_begin|><s_a_7314><s_b_7843><s_c_4725>
  04:33 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_1740><s_c_2653>
  06:51 [视频-关注/长播] <|video_begin|><s_a_7293><s_b_2854><s_c_5083>
  07:00 [视频-收藏/点赞/长播] <|video_begin|><s_a_1106><s_b_4746><s_c_5305>
  07:14 [视频-收藏/长播] <|video_begin|><s_a_5424><s_b_7571><s_c_853>
  09:37 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1532><s_c_1317>
  19:57 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
  22:58 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_3399><s_c_3363>
【2026-01-26】
  --:-- [商品-点击] <|prod_begin|><s_a_3><s_b_1126><s_c_5235>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_44><s_c_2265>
  02:35 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
  10:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_2419><s_c_3026>
  14:18 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1740><s_c_5563>
  21:58 [视频-评论/长播] <|video_begin|><s_a_5181><s_b_7975><s_c_607>
  22:26 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_499>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_2398><s_b_5363><s_c_2883>
  04:18 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4746><s_c_6659>
  06:16 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3464>
  11:25 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6771>
  23:18 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_3614><s_c_3034>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_2588><s_c_7323>
  02:45 [视频-点赞/长播] <|video_begin|><s_a_3532><s_b_7333><s_c_1541>
  02:56 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3777>
  03:15 [视频-点赞/长播] <|video_begin|><s_a_4632><s_b_1806><s_c_4631>
  03:33 [视频-收藏/长播] <|video_begin|><s_a_148><s_b_7756><s_c_4421>
  12:10 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_5259>
  12:15 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2781>
  12:38 [视频-收藏/长播] <|video_begin|><s_a_6904><s_b_7756><s_c_5405>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_582><s_b_7414><s_c_7547>
  --:-- [商品-点击] <|prod_begin|><s_a_206><s_b_4953><s_c_4757>
  --:-- [商品-点击] <|prod_begin|><s_a_7407><s_b_5805><s_c_6073>
  --:-- [商品-点击] <|prod_begin|><s_a_3226><s_b_170><s_c_6609>
  --:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_4618><s_c_6965>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7687><s_c_705>
  02:39 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_8151><s_c_5563>
  06:03 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5256>
  06:17 [视频-收藏/长播] <|video_begin|><s_a_1708><s_b_6234><s_c_3116>
  06:52 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_96><s_c_5839>
  07:15 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_2817><s_c_1953>
  07:30 [视频-收藏/长播] <|video_begin|><s_a_7240><s_b_6123><s_c_6385>
  07:36 [视频-评论/长播] <|video_begin|><s_a_6776><s_b_59><s_c_7089>
  07:36 [视频-收藏/长播] <|video_begin|><s_a_7240><s_b_6123><s_c_3447>
  07:58 [视频-收藏/长播] <|video_begin|><s_a_6590><s_b_6123><s_c_7667>
  08:01 [视频-收藏/长播] <|video_begin|><s_a_99><s_b_6123><s_c_6385>
  09:59 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_5349><s_c_925>
  11:53 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_5349><s_c_3026>
  11:53 [广告-点击] <|ad_begin|><s_a_1119><s_b_5349><s_c_3026>
【2026-01-31】
  --:-- [商品-点击] <|prod_begin|><s_a_5553><s_b_3504><s_c_5968>
  04:27 [视频-评论/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3054>
  04:44 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2740>
  04:44 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2740>
  05:17 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_3602>
  05:17 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_3602>
  08:05 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_5776>
  08:09 [广告-点击] <|ad_begin|><s_a_7479><s_b_4932><s_c_7683>
  08:24 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_5776>
  08:24 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_5776>
  08:34 [广告-点击] <|ad_begin|><s_a_3600><s_b_4241><s_c_2568>
  08:50 [广告-点击] <|ad_begin|><s_a_4354><s_b_620><s_c_182>
  08:51 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
  09:00 [广告-点击] <|ad_begin|><s_a_7008><s_b_4241><s_c_6156>
  14:46 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
  14:46 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
  22:04 [广告-点击] <|ad_begin|><s_a_795><s_b_581><s_c_5749>
  22:07 [广告-点击] <|ad_begin|><s_a_7479><s_b_5002><s_c_1178>
  22:17 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6435><s_c_5563>
  22:17 [广告-点击] <|ad_begin|><s_a_5185><s_b_6435><s_c_5563>
  22:35 [广告-点击] <|ad_begin|><s_a_2257><s_b_1123><s_c_532>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_4781><s_c_2199>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_7178><s_c_2655>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_7178><s_c_6628>
  --:-- [商品-点击] <|prod_begin|><s_a_3><s_b_1126><s_c_5235>
  --:-- [商品-点击] <|prod_begin|><s_a_582><s_b_1419><s_c_7780>
  --:-- [商品-点击] <|prod_begin|><s_a_1308><s_b_197><s_c_2526>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_4781><s_c_2199>
  00:48 [广告-点击] <|ad_begin|><s_a_7479><s_b_5002><s_c_1178>
  00:59 [广告-点击] <|ad_begin|><s_a_7479><s_b_4932><s_c_619>
  01:04 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6244><s_c_7495>
  01:04 [广告-点击] <|ad_begin|><s_a_7314><s_b_6244><s_c_7495>
  01:23 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_108><s_c_141>
  01:23 [广告-点击] <|ad_begin|><s_a_4815><s_b_108><s_c_141>
  02:26 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4060>
  02:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_7934>
  05:33 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_3602>
  05:33 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_3602>
  05:52 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7420>
  06:53 [视频-转发/长播] <|video_begin|><s_a_5023><s_b_57><s_c_7393>
  09:19 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_237>
  09:39 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_3958>
  09:39 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_3958>
  09:40 [广告-点击] <|ad_begin|><s_a_6140><s_b_6947><s_c_3447>
  09:42 [广告-点击] <|ad_begin|><s_a_3001><s_b_513><s_c_5563>
  09:51 [广告-点击] <|ad_begin|><s_a_7479><s_b_6047><s_c_6990>
  09:56 [广告-点击] <|ad_begin|><s_a_7381><s_b_620><s_c_3429>
  10:08 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2912>
  10:08 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_2912>
  10:53 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_606>
  11:19 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1352>
  11:19 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1352>
  14:46 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_47>
  14:46 [广告-点击] <|ad_begin|><s_a_4354><s_b_6726><s_c_5404>
【2026-02-02】
  00:23 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_7952><s_c_1614>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3857><s_c_7492>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_6048><s_c_7257>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5712><s_c_5237>
  --:-- [商品-点击] <|prod_begin|><s_a_5876><s_b_5612><s_c_3623>
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_3131><s_c_5237>
  01:49 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
  01:49 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
  02:10 [广告-点击] <|ad_begin|><s_a_7479><s_b_4932><s_c_619>
  02:49 [广告-点击] <|ad_begin|><s_a_7847><s_b_7659><s_c_7018>
  02:51 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
  02:51 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
  03:04 [广告-点击] <|ad_begin|><s_a_7479><s_b_6047><s_c_8057>
  04:26 [广告-点击] <|ad_begin|><s_a_7479><s_b_1002><s_c_7402>
  11:25 [视频-关注/长播] <|video_begin|><s_a_2408><s_b_1146><s_c_1119>
  11:40 [视频-收藏/长播] <|video_begin|><s_a_7314><s_b_6234><s_c_1119>
  13:38 [广告-点击] <|ad_begin|><s_a_6958><s_b_7180><s_c_2795>
  14:25 [广告-点击] <|ad_begin|><s_a_7847><s_b_620><s_c_5967>
  14:27 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_4067>
  14:27 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_4067>
  16:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1767>
  22:53 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
  22:53 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7388><s_c_705>
  --:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_2085><s_c_825>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6284><s_c_3118>
  --:-- [商品-点击] <|prod_begin|><s_a_3263><s_b_7827><s_c_1089>
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_7414><s_c_7257>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_5136><s_c_3526>
  01:45 [广告-点击] <|ad_begin|><s_a_16><s_b_7549><s_c_7979>
  02:27 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
  02:27 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
  02:32 [广告-点击] <|ad_begin|><s_a_7479><s_b_4932><s_c_619>
  04:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_1206><s_c_3026>
  04:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_1206><s_c_3026>
  06:36 [广告-点击] <|ad_begin|><s_a_7479><s_b_4932><s_c_5349>
  06:40 [视频-转发/长播] <|video_begin|><s_a_3373><s_b_6358><s_c_2697>
  07:21 [广告-点击] <|ad_begin|><s_a_1909><s_b_4733><s_c_3116>
  09:01 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_1206><s_c_3026>
  09:01 [广告-点击] <|ad_begin|><s_a_1708><s_b_1206><s_c_3026>
  10:29 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_6007>
  10:29 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_6007>
  10:41 [广告-点击] <|ad_begin|><s_a_5993><s_b_7261><s_c_4636>
  11:11 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1317>
  11:11 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1317>
  11:54 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_7486>
  11:54 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_7486>
  14:16 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4571><s_c_3363>
  14:16 [广告-点击] <|ad_begin|><s_a_2832><s_b_4571><s_c_3363>
  14:37 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_5776>
  14:37 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_5776>
【2026-02-04】
  00:08 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_2482><s_c_2584>
  00:08 [广告-点击] <|ad_begin|><s_a_1393><s_b_2482><s_c_2584>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1925><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_3074><s_b_3206><s_c_6808>
  --:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_180><s_c_133>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_3230><s_c_5981>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1695><s_c_359>
  01:56 [广告-点击] <|ad_begin|><s_a_1458><s_b_978><s_c_7683>
  02:40 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_581><s_c_2031>
  02:40 [广告-点击] <|ad_begin|><s_a_2845><s_b_581><s_c_2031>
  03:59 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_3913>
  09:21 [视频-长播] <|video_begin|><s_a_3510><s_b_3636><s_c_5462>
  09:42 [广告-点击] <|ad_begin|><s_a_7294><s_b_6582><s_c_7263>
  09:56 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1614>
  09:56 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1614>
  10:23 [视频-长播] <|video_begin|><s_a_148><s_b_3380><s_c_182>
  10:42 [视频-长播] <|video_begin|><s_a_7774><s_b_3277><s_c_1708>
  10:53 [视频-长播] <|video_begin|><s_a_4092><s_b_8179><s_c_1767>
  10:53 [视频-长播] <|video_begin|><s_a_4343><s_b_1259><s_c_4809>
  10:53 [视频-长播] <|video_begin|><s_a_6321><s_b_3795><s_c_6227>
  16:36 [视频-长播] <|video_begin|><s_a_1115><s_b_1013><s_c_6053>
  17:37 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4599>
  17:37 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4599>
  19:50 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7342><s_c_1093>
  19:50 [广告-点击] <|ad_begin|><s_a_7879><s_b_7342><s_c_1093>
  22:30 [视频-长播] <|video_begin|><s_a_2015><s_b_800><s_c_607>
  22:30 [视频-长播] <|video_begin|><s_a_2015><s_b_4491><s_c_3476>
  22:50 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_6156>
  22:50 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_6156>
【2026-02-05】
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_2379><s_c_5104>
  --:-- [商品-点击] <|prod_begin|><s_a_3617><s_b_4380><s_c_6618>
  --:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_5136><s_c_6074>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3795><s_c_4980>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3931><s_c_4233>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_4393>
  02:26 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_2693>
  02:26 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_2693>
  03:37 [视频-长播] <|video_begin|><s_a_7879><s_b_800><s_c_4923>
  03:37 [视频-长播] <|video_begin|><s_a_3935><s_b_727><s_c_59>
  03:39 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_6007>
  03:43 [视频-长播] <|video_begin|><s_a_7314><s_b_6234><s_c_4932>
  03:44 [视频-长播] <|video_begin|><s_a_335><s_b_3315><s_c_5733>
  03:44 [视频-长播] <|video_begin|><s_a_2954><s_b_1595><s_c_5815>
  03:44 [视频-长播] <|video_begin|><s_a_2015><s_b_3006><s_c_7719>
  03:46 [视频-长播] <|video_begin|><s_a_1482><s_b_5169><s_c_7249>
  03:50 [视频-长播] <|video_begin|><s_a_6321><s_b_800><s_c_4318>
  03:50 [视频-长播] <|video_begin|><s_a_2015><s_b_7881><s_c_1332>
  03:51 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_4671>
  03:51 [视频-长播] <|video_begin|><s_a_5019><s_b_6234><s_c_4794>
  03:52 [视频-长播] <|video_begin|><s_a_923><s_b_7762><s_c_5314>
  03:52 [视频-长播] <|video_begin|><s_a_2505><s_b_6045><s_c_1009>
  03:52 [视频-长播] <|video_begin|><s_a_3578><s_b_6234><s_c_5267>
  03:52 [视频-转发/长播] <|video_begin|><s_a_668><s_b_6761><s_c_2961>
  03:53 [视频-长播] <|video_begin|><s_a_335><s_b_1092><s_c_5732>
  03:55 [视频-长播] <|video_begin|><s_a_7830><s_b_4291><s_c_6239>
  04:03 [视频-长播] <|video_begin|><s_a_923><s_b_6234><s_c_5135>
  04:17 [视频-长播] <|video_begin|><s_a_1393><s_b_4746><s_c_1659>
  04:32 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_2568>
  05:21 [视频-长播] <|video_begin|><s_a_923><s_b_6234><s_c_5135>
  05:21 [视频-长播] <|video_begin|><s_a_4178><s_b_7180><s_c_2530>
  05:21 [视频-长播] <|video_begin|><s_a_3532><s_b_5419><s_c_6327>
  05:23 [视频-长播] <|video_begin|><s_a_1335><s_b_7608><s_c_4734>
  05:23 [视频-长播] <|video_begin|><s_a_2135><s_b_4324><s_c_4794>
  06:02 [视频-长播] <|video_begin|><s_a_5185><s_b_6234><s_c_1082>
  06:02 [视频-长播] <|video_begin|><s_a_4147><s_b_1940><s_c_4487>
  06:02 [视频-长播] <|video_begin|><s_a_5181><s_b_1595><s_c_1368>
  06:26 [视频-长播] <|video_begin|><s_a_8159><s_b_800><s_c_1119>
  06:27 [视频-长播] <|video_begin|><s_a_7879><s_b_7342><s_c_7548>
  06:27 [视频-长播] <|video_begin|><s_a_7314><s_b_4746><s_c_6691>
  06:27 [视频-长播] <|video_begin|><s_a_578><s_b_1259><s_c_5563>
  06:27 [视频-长播] <|video_begin|><s_a_1474><s_b_6234><s_c_2089>
  06:27 [视频-长播] <|video_begin|><s_a_3510><s_b_7342><s_c_5807>
  06:29 [视频-收藏/长播] <|video_begin|><s_a_6321><s_b_6379><s_c_2530>
  06:32 [视频-长播] <|video_begin|><s_a_1474><s_b_6234><s_c_3775>
  06:32 [视频-长播] <|video_begin|><s_a_6275><s_b_766><s_c_5338>
  06:42 [视频-长播] <|video_begin|><s_a_7314><s_b_6234><s_c_4435>
  06:42 [视频-长播] <|video_begin|><s_a_2015><s_b_4794><s_c_4456>
  06:44 [视频-长播] <|video_begin|><s_a_5185><s_b_1132><s_c_2189>
  06:44 [视频-长播] <|video_begin|><s_a_7468><s_b_6398><s_c_7323>
  06:44 [视频-长播] <|video_begin|><s_a_923><s_b_3009><s_c_5537>
  06:45 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_3221>
  07:41 [视频-长播] <|video_begin|><s_a_5673><s_b_6234><s_c_5845>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_2960><s_c_7690>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_3379><s_c_3145>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
  --:-- [商品-点击] <|prod_begin|><s_a_2398><s_b_7412><s_c_3240>
  --:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_813><s_c_1205>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
  --:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_813><s_c_1205>

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

主题：从泛化直播兴趣到聚焦“直播创业”的认知收敛

输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|living_begin|><s_a_6293><s_b_4885><s_c_3038>","<|living_begin|><s_a_4566><s_b_7493><s_c_3672>","<|living_begin|><s_a_3367><s_b_7342><s_c_2262>","<|living_begin|><s_a_4372><s_b_697><s_c_3676>","<|living_begin|><s_a_4372><s_b_5727><s_c_4724>","<|living_begin|><s_a_3367><s_b_7342><s_c_4043>","<|living_begin|><s_a_6492><s_b_7342><s_c_7893>","<|living_begin|><s_a_1658><s_b_4342><s_c_6278>","<|living_begin|><s_a_6640><s_b_6561><s_c_2656>","<|living_begin|><s_a_2247><s_b_6234><s_c_3898>","<|living_begin|><s_a_4843><s_b_5727><s_c_6430>","<|living_begin|><s_a_6640><s_b_765><s_c_5673>","<|living_begin|><s_a_6492><s_b_451><s_c_6202>","<|living_begin|><s_a_4372><s_b_7390><s_c_5563>","<|living_begin|><s_a_4372><s_b_697><s_c_7089>","<|living_begin|><s_a_77><s_b_765><s_c_6278>","<|living_begin|><s_a_1374><s_b_2357><s_c_4636>","<|living_begin|><s_a_4372><s_b_2918><s_c_146>","<|prod_begin|><s_a_7056><s_b_3004><s_c_2576>","<|living_begin|><s_a_4372><s_b_7342><s_c_2262>","<|ad_begin|><s_a_6140><s_b_6947><s_c_3447>","<|ad_begin|><s_a_3001><s_b_513><s_c_5563>","<|ad_begin|><s_a_1458><s_b_978><s_c_7683>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-12-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6879><s_b_1443><s_c_7819>
  --:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_3923><s_c_3084>
【2024-12-29】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7304><s_c_3165>
【2024-12-31】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7304><s_c_5827>
【2025-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7416><s_c_5208>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7416><s_c_5208>
【2025-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_2262>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_8002><s_c_3026>
  --:-- [商品-购买] <|prod_begin|><s_a_176><s_b_170><s_c_2084>
  --:-- [商品-购买] <|prod_begin|><s_a_6873><s_b_4298><s_c_7517>
  --:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_4021><s_c_4115>
【2025-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_2403>
【2025-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5445><s_c_6278>
【2025-01-14】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_2314><s_c_7428>
【2025-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_2644>
  --:-- [商品-购买] <|prod_begin|><s_a_1566><s_b_4692><s_c_5404>
【2025-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_826><s_b_5101><s_c_3893>
【2025-01-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1566><s_b_4692><s_c_5404>
【2025-01-18】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4902><s_c_5656>
【2025-01-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1566><s_b_4692><s_c_5404>
【2025-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_4053>
  --:-- [商品-购买] <|prod_begin|><s_a_5701><s_b_3042><s_c_2815>
【2025-01-23】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_870>
【2025-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-02-05】
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_4489><s_c_677>
【2025-02-07】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
【2025-02-08】
  --:-- [商品-购买] <|prod_begin|><s_a_721><s_b_3206><s_c_3118>
【2025-02-09】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_7616>
【2025-02-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7264>
【2025-02-15】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5956>
【2025-02-16】
  --:-- [商品-购买] <|prod_begin|><s_a_1566><s_b_5176><s_c_7101>
【2025-02-17】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-02-20】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7390><s_c_3026>
【2025-02-26】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_732>
  --:-- [直播-关注] <|living_begin|><s_a_4074><s_b_2828><s_c_4859>
【2025-03-02】
  --:-- [直播-关注] <|living_begin|><s_a_5318><s_b_7200><s_c_3476>
【2025-03-09】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_8143>
【2025-03-16】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5384><s_c_875>
【2025-04-05】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4039>
【2025-04-07】
  --:-- [商品-购买] <|prod_begin|><s_a_7526><s_b_4545><s_c_2782>
  --:-- [商品-购买] <|prod_begin|><s_a_7526><s_b_4545><s_c_6498>
【2025-04-24】
  --:-- [直播-关注] <|living_begin|><s_a_6815><s_b_2828><s_c_3026>
【2025-05-04】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7272><s_c_909>
【2025-05-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_7756><s_c_3871>
【2025-05-29】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5054>
【2025-06-01】
  --:-- [直播-关注] <|living_begin|><s_a_933><s_b_8035><s_c_3038>
【2025-06-09】
  --:-- [直播-关注] <|living_begin|><s_a_760><s_b_451><s_c_5563>
【2025-06-10】
  --:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_2919><s_c_5044>
【2025-06-14】
  --:-- [商品-购买] <|prod_begin|><s_a_6879><s_b_4960><s_c_1609>
【2025-06-15】
  --:-- [直播-关注] <|living_begin|><s_a_7756><s_b_530><s_c_6252>
【2025-06-28】
  --:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_3187><s_c_210>
【2025-07-08】
  --:-- [商品-购买] <|prod_begin|><s_a_750><s_b_4458><s_c_2668>
【2025-07-09】
  --:-- [直播-关注] <|living_begin|><s_a_4427><s_b_5961><s_c_543>
  --:-- [商品-购买] <|prod_begin|><s_a_5609><s_b_4676><s_c_4759>
【2025-07-20】
  --:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_3284><s_c_6524>
【2025-07-21】
  --:-- [直播-关注] <|living_begin|><s_a_4275><s_b_7549><s_c_6153>
【2025-07-22】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7687><s_c_1594>
【2025-07-23】
  --:-- [商品-购买] <|prod_begin|><s_a_5442><s_b_1966><s_c_4866>
【2025-07-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7794><s_b_6065><s_c_912>
【2025-07-30】
  --:-- [直播-关注] <|living_begin|><s_a_4591><s_b_1089><s_c_4427>
【2025-08-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_483><s_c_817>
【2025-08-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8008><s_c_5036>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7756><s_c_2695>
【2025-08-10】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_765><s_c_5563>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7957><s_b_6194><s_c_7103>
【2025-08-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
【2025-08-23】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5363><s_c_3659>
【2025-08-24】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5727><s_c_3058>
【2025-08-25】
  --:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_3916><s_c_3026>
【2025-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_3865><s_b_5200><s_c_6982>
【2025-10-17】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_581><s_c_1485>
【2025-10-19】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5727><s_c_1246>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_8139><s_c_7187>
【2025-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_7000><s_c_4832>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_5638><s_c_7366>
【2025-11-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7526><s_b_4545><s_c_6498>
【2025-11-20】
  --:-- [商品-点击] <|prod_begin|><s_a_3377><s_b_4150><s_c_4165>
  --:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_4545><s_c_6498>
  --:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_3155><s_c_1828>
  --:-- [商品-购买] <|prod_begin|><s_a_3377><s_b_4150><s_c_4165>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
  --:-- [直播-关注] <|living_begin|><s_a_7451><s_b_6234><s_c_5956>
  --:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_4545><s_c_6498>
【2025-11-22】
  --:-- [商品-点击] <|prod_begin|><s_a_3377><s_b_4150><s_c_4165>
  --:-- [商品-点击] <|prod_begin|><s_a_6091><s_b_4009><s_c_4421>
【2025-11-27】
  --:-- [商品-点击] <|prod_begin|><s_a_3377><s_b_4150><s_c_4165>
【2025-12-02】
  --:-- [商品-点击] <|prod_begin|><s_a_1412><s_b_3228><s_c_2237>
【2025-12-09】
  --:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_6426><s_c_358>
【2025-12-11】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_4995><s_c_3038>
【2025-12-14】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7216><s_c_4809>
【2025-12-16】
  --:-- [商品-点击] <|prod_begin|><s_a_2985><s_b_5717><s_c_654>
【2025-12-19】
  --:-- [商品-点击] <|prod_begin|><s_a_370><s_b_4782><s_c_288>
【2025-12-23】
  11:21 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7946><s_c_4508>
  12:21 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1000>
【2025-12-24】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2513>
  00:12 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_6707>
  --:-- [商品-点击] <|prod_begin|><s_a_724><s_b_6695><s_c_1042>
  --:-- [商品-点击] <|prod_begin|><s_a_1722><s_b_3785><s_c_7144>
  --:-- [商品-购买] <|prod_begin|><s_a_676><s_b_5398><s_c_7791>
  11:07 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3185><s_c_5851>
  21:00 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_1616>
  22:19 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_1616>
【2025-12-25】
  --:-- [商品-点击] <|prod_begin|><s_a_370><s_b_4782><s_c_288>
  14:02 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_3659>
【2025-12-26】
  11:09 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_3665><s_c_7395>
  13:06 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7608><s_c_2403>
  22:19 [广告-深度转化] <|ad_begin|><s_a_3349><s_b_6234><s_c_1884>
【2025-12-27】
  --:-- [商品-点击] <|prod_begin|><s_a_676><s_b_5398><s_c_7791>
【2025-12-28】
  00:30 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_286>
  20:02 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2482>
【2025-12-29】
  --:-- [商品-点击] <|prod_begin|><s_a_676><s_b_5398><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_2966><s_c_802>
【2025-12-30】
  --:-- [商品-点击] <|prod_begin|><s_a_8090><s_b_6307><s_c_2004>
  14:55 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
  17:23 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3698><s_c_7609>
【2025-12-31】
  --:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_2498><s_c_136>
  --:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_5588><s_c_1014>
  --:-- [商品-点击] <|prod_begin|><s_a_676><s_b_5398><s_c_7791>
  10:28 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_7874>
  13:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7344><s_c_3475>
  22:48 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_2783>
【2026-01-01】
  --:-- [商品-点击] <|prod_begin|><s_a_1436><s_b_379><s_c_6423>
  --:-- [商品-购买] <|prod_begin|><s_a_1436><s_b_379><s_c_6423>
  09:57 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_6616>
  20:57 [广告-点击] <|ad_begin|><s_a_3091><s_b_1715><s_c_2482>
  21:02 [广告-点击] <|ad_begin|><s_a_6417><s_b_5511><s_c_2360>
【2026-01-02】
  07:41 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_5399><s_c_5776>
  07:41 [广告-点击] <|ad_begin|><s_a_6766><s_b_5399><s_c_5776>
  08:02 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_3589><s_c_5359>
  08:02 [广告-点击] <|ad_begin|><s_a_6766><s_b_3589><s_c_5359>
  11:45 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
  14:26 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_3009><s_c_6390>
  14:26 [广告-点击] <|ad_begin|><s_a_3082><s_b_3009><s_c_6390>
【2026-01-03】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7272><s_c_5993>
  --:-- [商品-点击] <|prod_begin|><s_a_676><s_b_5398><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5571><s_c_3456>
  --:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_4782><s_c_1553>
  --:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_5571><s_c_3456>
  21:59 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4829>
  21:59 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4829>
  23:25 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_6057>
【2026-01-04】
  21:29 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5511><s_c_5553>
  21:29 [广告-点击] <|ad_begin|><s_a_5673><s_b_5511><s_c_5553>
【2026-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_4058>
  02:54 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2912>
  02:54 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2912>
  09:31 [广告-点击] <|ad_begin|><s_a_6766><s_b_1411><s_c_354>
  23:18 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3198><s_c_141>
  23:18 [广告-点击] <|ad_begin|><s_a_4815><s_b_3198><s_c_141>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_2730><s_b_4764><s_c_7992>
【2026-01-07】
  07:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5061>
  21:30 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_6994>
【2026-01-08】
  23:48 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2912>
  23:48 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_2912>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
【2026-01-10】
  08:07 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5419><s_c_5563>
  08:07 [广告-点击] <|ad_begin|><s_a_1393><s_b_5419><s_c_5563>
  08:53 [广告-点击] <|ad_begin|><s_a_1393><s_b_5419><s_c_5563>
  09:40 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_5349><s_c_3501>
  09:40 [广告-点击] <|ad_begin|><s_a_6275><s_b_5349><s_c_3501>
  23:12 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
  23:12 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
【2026-01-11】
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_729><s_c_845>
  11:01 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6519><s_c_3014>
  11:01 [广告-点击] <|ad_begin|><s_a_1393><s_b_6519><s_c_3014>
  13:28 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_77>
  13:28 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_77>
【2026-01-12】
  03:07 [广告-点击] <|ad_begin|><s_a_7989><s_b_1382><s_c_7750>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_5101><s_c_257>
  08:01 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_3636><s_c_831>
  08:01 [广告-点击] <|ad_begin|><s_a_5998><s_b_3636><s_c_831>
  14:08 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_8051>
  14:08 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_8051>
  14:31 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
  14:31 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
  19:55 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_7638>
  19:55 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_7638>
  20:20 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6879>
  20:20 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6879>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
  --:-- [商品-点击] <|prod_begin|><s_a_370><s_b_4782><s_c_288>
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_4782><s_c_288>
  21:34 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6782><s_c_3026>
  21:34 [广告-点击] <|ad_begin|><s_a_5863><s_b_6782><s_c_3026>
【2026-01-14】
  03:24 [广告-点击] <|ad_begin|><s_a_4071><s_b_5419><s_c_2416>
  --:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_2007><s_c_2154>
【2026-01-15】
  13:55 [广告-点击] <|ad_begin|><s_a_6766><s_b_7261><s_c_5087>
  14:43 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
  14:43 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
【2026-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_5667><s_b_8008><s_c_6278>
  23:10 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6597>
  23:10 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6597>
【2026-01-18】
  22:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7566>
  22:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7566>
  22:38 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2370>
  22:38 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_2370>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5222>
  --:-- [商品-点击] <|prod_begin|><s_a_2630><s_b_6880><s_c_2004>
  --:-- [商品-购买] <|prod_begin|><s_a_2630><s_b_6880><s_c_2004>
  21:12 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_5749>
  21:35 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_5087>
  21:35 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_5087>
【2026-01-20】
  --:-- [商品-点击] <|prod_begin|><s_a_370><s_b_4782><s_c_288>
  12:52 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
  12:52 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
  14:33 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
  14:33 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
【2026-01-21】
  --:-- [商品-点击] <|prod_begin|><s_a_2630><s_b_6880><s_c_2004>
  22:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
  22:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
【2026-01-22】
  00:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
  00:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
  09:37 [视频-浏览] <|video_begin|><s_a_194><s_b_8179><s_c_5851>
  09:57 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4783>
  09:57 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4783>
  11:49 [广告-点击] <|ad_begin|><s_a_5863><s_b_6436><s_c_1803>
  21:07 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_7261><s_c_3026>
  21:07 [广告-点击] <|ad_begin|><s_a_1474><s_b_7261><s_c_3026>
  22:58 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
  22:58 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6878><s_c_3571>
  --:-- [商品-点击] <|prod_begin|><s_a_2630><s_b_6880><s_c_2004>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6878><s_c_3571>
  23:25 [广告-深度转化] <|ad_begin|><s_a_923><s_b_1141><s_c_7934>
  23:25 [广告-点击] <|ad_begin|><s_a_923><s_b_1141><s_c_7934>
【2026-01-24】
  03:57 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_2568>
  03:57 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_2568>
【2026-01-25】
  23:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
  23:59 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
【2026-01-27】
  07:55 [视频-长播] <|video_begin|><s_a_7879><s_b_4330><s_c_3367>
  07:55 [视频-长播] <|video_begin|><s_a_3082><s_b_7762><s_c_7548>
  --:-- [商品-点击] <|prod_begin|><s_a_325><s_b_483><s_c_5>
  07:58 [视频-长播] <|video_begin|><s_a_350><s_b_915><s_c_1708>
  07:58 [视频-长播] <|video_begin|><s_a_5254><s_b_6442><s_c_6067>
  07:58 [视频-长播] <|video_begin|><s_a_1813><s_b_7776><s_c_2264>
  22:55 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_6767>
  22:55 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_6767>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_4062><s_c_4822>
  --:-- [商品-点击] <|prod_begin|><s_a_8099><s_b_3894><s_c_7266>
  --:-- [商品-购买] <|prod_begin|><s_a_8099><s_b_3894><s_c_7266>
  21:13 [视频-长播] <|video_begin|><s_a_7266><s_b_1435><s_c_7215>
  21:13 [视频-长播] <|video_begin|><s_a_5220><s_b_4838><s_c_701>
  21:13 [视频-长播] <|video_begin|><s_a_5476><s_b_4010><s_c_3026>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_1002><s_c_3187>
  08:05 [视频-长播] <|video_begin|><s_a_6987><s_b_4305><s_c_5843>
  08:05 [视频-长播] <|video_begin|><s_a_350><s_b_4838><s_c_6856>
  08:05 [视频-长播] <|video_begin|><s_a_3396><s_b_5176><s_c_5768>
  08:18 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_2561>
  08:18 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_2561>
  21:03 [视频-长播] <|video_begin|><s_a_2107><s_b_6170><s_c_2995>
  21:03 [视频-长播] <|video_begin|><s_a_5818><s_b_946><s_c_853>
  21:18 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3108>
  21:18 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3108>
  22:26 [视频-长播] <|video_begin|><s_a_1336><s_b_5597><s_c_3659>
  22:43 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_5349><s_c_2814>
  22:43 [广告-点击] <|ad_begin|><s_a_7097><s_b_5349><s_c_2814>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_5124><s_b_1043><s_c_1156>
  --:-- [商品-点击] <|prod_begin|><s_a_1748><s_b_5487><s_c_4393>
  15:09 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_8096>
  15:09 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_8096>
  21:56 [视频-长播] <|video_begin|><s_a_2125><s_b_2310><s_c_3995>
  21:56 [视频-长播] <|video_begin|><s_a_3082><s_b_1206><s_c_3026>
  21:56 [视频-长播] <|video_begin|><s_a_2551><s_b_689><s_c_3026>
  21:59 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5315>
  22:07 [视频-长播] <|video_begin|><s_a_7879><s_b_5668><s_c_2568>
  22:12 [视频-长播] <|video_begin|><s_a_3082><s_b_2828><s_c_6390>
  22:14 [视频-长播] <|video_begin|><s_a_4646><s_b_2737><s_c_5901>
  22:14 [视频-长播] <|video_begin|><s_a_3373><s_b_7665><s_c_3767>
  22:20 [视频-长播] <|video_begin|><s_a_6401><s_b_5511><s_c_4467>
【2026-01-31】
  22:05 [视频-长播] <|video_begin|><s_a_6388><s_b_7589><s_c_5563>
  22:05 [视频-长播] <|video_begin|><s_a_1003><s_b_3006><s_c_5362>
  23:11 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_4203><s_c_6390>
  23:11 [广告-点击] <|ad_begin|><s_a_6956><s_b_4203><s_c_6390>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_8090><s_b_7052><s_c_3824>
  08:27 [视频-长播] <|video_begin|><s_a_350><s_b_6726><s_c_426>
  08:27 [视频-长播] <|video_begin|><s_a_4843><s_b_3006><s_c_814>
  08:37 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
  08:37 [广告-点击] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
  12:27 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_3302><s_c_2460>
  12:27 [广告-点击] <|ad_begin|><s_a_5273><s_b_3302><s_c_2460>
  20:54 [视频-长播] <|video_begin|><s_a_1336><s_b_6234><s_c_5352>
  20:57 [视频-长播] <|video_begin|><s_a_2954><s_b_1310><s_c_457>
  21:10 [视频-长播] <|video_begin|><s_a_7176><s_b_1994><s_c_3171>
  21:10 [视频-长播] <|video_begin|><s_a_8166><s_b_757><s_c_7797>
  21:13 [视频-长播] <|video_begin|><s_a_4392><s_b_581><s_c_6122>
  21:20 [视频-长播] <|video_begin|><s_a_5134><s_b_4305><s_c_6513>
【2026-02-02】
  00:48 [视频-长播] <|video_begin|><s_a_4036><s_b_7181><s_c_6050>
  00:48 [视频-长播] <|video_begin|><s_a_7562><s_b_697><s_c_6614>
  00:48 [视频-长播] <|video_begin|><s_a_1106><s_b_1292><s_c_5059>
  07:43 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
  20:56 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
  20:56 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
  23:07 [视频-长播] <|video_begin|><s_a_335><s_b_697><s_c_628>
  23:07 [视频-关注/长播] <|video_begin|><s_a_4041><s_b_7483><s_c_7387>
  23:09 [广告-点击] <|ad_begin|><s_a_5863><s_b_6244><s_c_2263>
  23:20 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1118>
  23:20 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1118>
【2026-02-03】
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_6092><s_c_4303>
  10:27 [视频-长播] <|video_begin|><s_a_1651><s_b_985><s_c_2264>
  10:27 [视频-长播] <|video_begin|><s_a_2411><s_b_7180><s_c_6674>
  10:50 [视频-长播] <|video_begin|><s_a_4615><s_b_4305><s_c_7979>
  12:11 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4923>
  12:11 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_4923>
  13:09 [视频-长播] <|video_begin|><s_a_6154><s_b_6234><s_c_1306>
  13:09 [视频-收藏/长播] <|video_begin|><s_a_6388><s_b_1113><s_c_3014>
  13:36 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_689><s_c_7003>
  13:36 [广告-点击] <|ad_begin|><s_a_4815><s_b_689><s_c_7003>
  22:00 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1093>
  22:00 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1093>
【2026-02-04】
  07:09 [广告-点击] <|ad_begin|><s_a_1274><s_b_6386><s_c_3475>
  07:15 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_3916><s_c_6822>
  07:15 [广告-点击] <|ad_begin|><s_a_1274><s_b_3916><s_c_6822>
  07:33 [视频-长播] <|video_begin|><s_a_3513><s_b_5588><s_c_6831>
  07:43 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1435><s_c_1659>
  07:43 [广告-点击] <|ad_begin|><s_a_2832><s_b_1435><s_c_1659>
  21:12 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2699>
  21:12 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2699>
【2026-02-05】
  00:07 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7214><s_c_3659>
  00:07 [广告-点击] <|ad_begin|><s_a_3091><s_b_7214><s_c_3659>
  00:42 [视频-长播] <|video_begin|><s_a_5058><s_b_697><s_c_359>
  00:45 [视频-长播] <|video_begin|><s_a_335><s_b_5027><s_c_6614>
  00:45 [视频-长播] <|video_begin|><s_a_5988><s_b_4958><s_c_4092>
  00:46 [视频-长播] <|video_begin|><s_a_1336><s_b_7670><s_c_8085>
  00:48 [视频-长播] <|video_begin|><s_a_335><s_b_5685><s_c_4126>
  00:48 [视频-长播] <|video_begin|><s_a_410><s_b_8072><s_c_6416>
  00:48 [视频-长播] <|video_begin|><s_a_3115><s_b_7684><s_c_5498>
  00:54 [视频-长播] <|video_begin|><s_a_335><s_b_697><s_c_6614>
  01:00 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_3727><s_c_6153>
  01:00 [广告-点击] <|ad_begin|><s_a_6302><s_b_3727><s_c_6153>
  07:05 [视频-长播] <|video_begin|><s_a_3346><s_b_3815><s_c_2264>
  07:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_1445><s_c_3363>
  --:-- [商品-点击] <|prod_begin|><s_a_6693><s_b_6065><s_c_6816>

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

主题：从被动接收到主动决策的二手车置换意图演化

输出格式要求：请务必仅返回一个包含 SID 的 JSON 数组，不要附带任何额外的文字解释或冗余内容。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|ad_begin|><s_a_6766><s_b_3589><s_c_5359>","<|video_begin|><s_a_2107><s_b_6170><s_c_2995>","<|living_begin|><s_a_4372><s_b_8008><s_c_5036>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1595><s_c_4636>
【2025-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_1250><s_b_3019><s_c_686>
【2025-02-17】
  --:-- [直播-关注] <|living_begin|><s_a_901><s_b_765><s_c_3501>
【2025-04-13】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_875>
【2025-04-28】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6469><s_c_875>
【2025-05-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_3207>
【2025-06-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5426><s_c_6981>
【2025-06-19】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5426><s_c_6981>
【2025-06-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6254><s_b_4179><s_c_4423>
【2025-07-13】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_7096>
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_44><s_c_4445>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1281><s_b_6020><s_c_2895>
【2025-09-09】
  --:-- [直播-关注] <|living_begin|><s_a_4666><s_b_4885><s_c_7616>
  --:-- [商品-购买] <|prod_begin|><s_a_2188><s_b_4743><s_c_5829>
【2025-10-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2739><s_b_3942><s_c_7368>
【2025-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_5200><s_c_7367>
【2025-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6264><s_b_4516><s_c_4314>
【2025-10-17】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_691><s_c_4102>
【2025-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_1899><s_c_6077>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_4709><s_c_4833>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_1771><s_b_7348><s_c_3141>
【2025-11-07】
  --:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_4281>
【2025-11-17】
  --:-- [商品-购买] <|prod_begin|><s_a_3959><s_b_6694><s_c_1026>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_573><s_c_1076>
  --:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_6804><s_c_1131>
【2025-11-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_573><s_c_1076>
【2025-12-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7086><s_b_746><s_c_6981>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_7348><s_c_2838>
【2025-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_2771><s_c_2629>
【2025-12-16】
  --:-- [商品-购买] <|prod_begin|><s_a_5718><s_b_4516><s_c_2412>
【2025-12-19】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6352><s_c_7048>
【2025-12-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
【2025-12-23】
  --:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_2771><s_c_2629>
【2025-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_4443><s_b_5663><s_c_3267>
【2026-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_850><s_c_4315>
【2026-01-02】
  --:-- [商品-购买] <|prod_begin|><s_a_822><s_b_329><s_c_5366>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1002><s_c_2212>
【2026-01-03】
  --:-- [商品-购买] <|prod_begin|><s_a_1158><s_b_810><s_c_1262>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5658><s_c_1041>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2633><s_b_4083><s_c_1318>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
【2026-01-17】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_5347>
【2026-01-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6544><s_c_531>
【2026-01-21】
  05:48 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_7333><s_c_1935>
  08:19 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_7333><s_c_1935>
  08:43 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1322>
  10:10 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2737><s_c_5749>
  10:49 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1330><s_c_2608>
  11:33 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2854><s_c_1935>
  11:38 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_4303><s_c_7566>
  12:06 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5511><s_c_3616>
  12:18 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_2509>
  14:17 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_2678>
  14:55 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_2737><s_c_141>
【2026-01-22】
  01:57 [广告-深度转化] <|ad_begin|><s_a_2578><s_b_6519><s_c_5621>
  03:18 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_404><s_c_5622>
  06:37 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7342><s_c_5073>
  09:01 [视频-评论/点赞/长播] <|video_begin|><s_a_6843><s_b_839><s_c_2759>
  09:15 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_2988>
  10:50 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6227>
  11:00 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_3777>
  11:00 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_3777>
  13:25 [视频-评论/长播] <|video_begin|><s_a_7697><s_b_2737><s_c_4361>
  --:-- [商品-点击] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
  --:-- [商品-购买] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
【2026-01-23】
  02:57 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6730><s_c_3501>
  02:57 [广告-点击] <|ad_begin|><s_a_6958><s_b_6730><s_c_3501>
  03:52 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7395>
  03:52 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_7395>
  04:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7486>
  04:17 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_7486>
  05:07 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_1119>
  05:59 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_2063>
  05:59 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_2063>
  09:06 [广告-点击] <|ad_begin|><s_a_2784><s_b_1595><s_c_535>
  --:-- [商品-点击] <|prod_begin|><s_a_4458><s_b_4516><s_c_2860>
  --:-- [商品-点击] <|prod_begin|><s_a_176><s_b_170><s_c_10>
  --:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_170><s_c_2652>
  --:-- [商品-点击] <|prod_begin|><s_a_4923><s_b_222><s_c_3240>
  --:-- [商品-购买] <|prod_begin|><s_a_176><s_b_170><s_c_10>
【2026-01-24】
  01:16 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_1935>
  01:16 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_1935>
  02:51 [视频-点赞/长播] <|video_begin|><s_a_3430><s_b_6550><s_c_6676>
  03:01 [广告-深度转化] <|ad_begin|><s_a_497><s_b_7342><s_c_3308>
  03:01 [广告-点击] <|ad_begin|><s_a_497><s_b_7342><s_c_3308>
  04:10 [视频-点赞/长播] <|video_begin|><s_a_2764><s_b_6849><s_c_2267>
  04:49 [视频-浏览] <|video_begin|><s_a_5476><s_b_5857><s_c_6286>
  05:21 [视频-评论/点赞/长播] <|video_begin|><s_a_7849><s_b_1656><s_c_3970>
  05:28 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_108><s_c_6185>
  05:28 [广告-点击] <|ad_begin|><s_a_3308><s_b_108><s_c_6185>
  05:44 [视频-评论/长播] <|video_begin|><s_a_7888><s_b_800><s_c_4820>
  06:15 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_1141><s_c_4636>
  06:15 [广告-点击] <|ad_begin|><s_a_6921><s_b_1141><s_c_4636>
  07:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2643>
  08:27 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_2972>
  08:27 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_2972>
  09:07 [广告-点击] <|ad_begin|><s_a_2784><s_b_1595><s_c_535>
  09:30 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  09:30 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  09:42 [视频-评论/点赞/长播] <|video_begin|><s_a_7751><s_b_8068><s_c_535>
  09:53 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
  09:53 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
  11:15 [视频-浏览] <|video_begin|><s_a_308><s_b_430><s_c_2856>
  12:31 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  12:31 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
  --:-- [商品-点击] <|prod_begin|><s_a_1571><s_b_1925><s_c_4547>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
  --:-- [商品-点击] <|prod_begin|><s_a_6451><s_b_1798><s_c_4655>
  --:-- [商品-点击] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_6370><s_c_5231>
  --:-- [商品-点击] <|prod_begin|><s_a_5962><s_b_7687><s_c_5312>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
【2026-01-25】
  01:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_2912>
  02:40 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
  02:40 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
  03:07 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_3815><s_c_4090>
  03:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_8003>
  03:40 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
  03:40 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
  03:46 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_759><s_c_3877>
  03:46 [广告-点击] <|ad_begin|><s_a_4403><s_b_759><s_c_3877>
  04:31 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7608><s_c_77>
  04:31 [广告-点击] <|ad_begin|><s_a_4024><s_b_7608><s_c_77>
  05:00 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_1295>
  05:00 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_1295>
  10:02 [视频-评论/点赞/长播] <|video_begin|><s_a_4178><s_b_3280><s_c_2253>
  10:24 [广告-点击] <|ad_begin|><s_a_6921><s_b_7608><s_c_4058>
  11:00 [视频-评论/长播] <|video_begin|><s_a_5144><s_b_727><s_c_5961>
  11:13 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_1206><s_c_5563>
  11:13 [广告-点击] <|ad_begin|><s_a_6399><s_b_1206><s_c_5563>
  13:27 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7391><s_c_4631>
  22:01 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_3207>
  22:01 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3207>
  --:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
  --:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_7950><s_c_7368>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2098><s_c_6074>
  --:-- [商品-点击] <|prod_begin|><s_a_2273><s_b_3456><s_c_4838>
  --:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_5458><s_c_3650>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>
  --:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>
  --:-- [商品-点击] <|prod_begin|><s_a_7861><s_b_3504><s_c_5974>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
  --:-- [商品-购买] <|prod_begin|><s_a_6950><s_b_7950><s_c_7368>
  --:-- [商品-购买] <|prod_begin|><s_a_307><s_b_2098><s_c_6074>
  --:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5638><s_c_661>
  23:37 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_8096>
  23:37 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_8096>
【2026-01-26】
  01:59 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_7566>
  01:59 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_7566>
  03:31 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_2897>
  03:31 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_2897>
  13:55 [视频-评论/点赞/长播] <|video_begin|><s_a_7470><s_b_6599><s_c_481>
  --:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_7950><s_c_7368>
【2026-01-27】
  00:36 [视频-点赞/长播] <|video_begin|><s_a_8166><s_b_2251><s_c_7768>
  00:39 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_2460>
  00:50 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7344><s_c_141>
  00:50 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_141>
  01:50 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7342><s_c_607>
  02:05 [视频-评论/点赞/长播] <|video_begin|><s_a_4751><s_b_763><s_c_5654>
  02:16 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_7342><s_c_4783>
  02:16 [广告-点击] <|ad_begin|><s_a_5863><s_b_7342><s_c_4783>
  02:52 [视频-点赞/长播] <|video_begin|><s_a_1013><s_b_2299><s_c_6286>
  03:21 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6896>
  03:21 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6896>
  07:58 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_2912>
  07:58 [广告-点击] <|ad_begin|><s_a_1935><s_b_6234><s_c_2912>
  09:01 [广告-点击] <|ad_begin|><s_a_4403><s_b_6047><s_c_7343>
  09:07 [视频-评论/点赞/长播] <|video_begin|><s_a_6843><s_b_1413><s_c_2759>
  09:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1230><s_c_7548>
  09:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_1230><s_c_7548>
  10:02 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7899>
  10:02 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_7899>
  11:07 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1223>
  11:07 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1223>
  12:56 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7342><s_c_6156>
  --:-- [商品-点击] <|prod_begin|><s_a_191><s_b_746><s_c_6031>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_8022><s_c_3150>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1801><s_c_6072>
  --:-- [商品-点击] <|prod_begin|><s_a_7497><s_b_4743><s_c_5267>
  --:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
【2026-01-29】
  03:14 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1806><s_c_3026>
  03:14 [广告-点击] <|ad_begin|><s_a_2111><s_b_1806><s_c_3026>
【2026-01-30】
  04:09 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_5677>
  04:09 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_5677>
  04:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_1322>
  05:16 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4733><s_c_3026>
  05:16 [广告-点击] <|ad_begin|><s_a_4815><s_b_4733><s_c_3026>
  06:19 [视频-收藏/长播] <|video_begin|><s_a_1369><s_b_5373><s_c_5217>
  08:03 [视频-评论/长播] <|video_begin|><s_a_4795><s_b_6690><s_c_6686>
  08:09 [视频-评论/点赞/长播] <|video_begin|><s_a_1140><s_b_7665><s_c_141>
  09:12 [视频-浏览] <|video_begin|><s_a_5476><s_b_757><s_c_6286>
  09:16 [视频-浏览] <|video_begin|><s_a_1233><s_b_3832><s_c_5573>
  09:40 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6248><s_b_6782><s_c_1613>
  10:13 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_7665><s_c_3026>
  10:55 [视频-评论/点赞/长播] <|video_begin|><s_a_6510><s_b_353><s_c_1306>
  11:07 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_5706><s_c_2793>
【2026-01-31】
  05:27 [视频-评论/点赞/长播] <|video_begin|><s_a_6987><s_b_697><s_c_499>
  05:40 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_5749>
  05:40 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5749>
  07:49 [视频-点赞/长播] <|video_begin|><s_a_6987><s_b_5706><s_c_4467>
  07:59 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7395>
  07:59 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_7395>
  09:25 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_6122>
  09:25 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_6122>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6804><s_c_2585>
  --:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6804><s_c_2585>
  --:-- [商品-购买] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
【2026-02-01】
  04:57 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_4636>
  04:57 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_4636>
  06:47 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1206><s_c_77>
  06:47 [广告-点击] <|ad_begin|><s_a_4024><s_b_1206><s_c_77>
  07:11 [广告-点击] <|ad_begin|><s_a_4403><s_b_177><s_c_7076>
  09:08 [视频-点赞/长播] <|video_begin|><s_a_2627><s_b_665><s_c_875>
  09:57 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
  09:57 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
  09:59 [视频-关注/长播] <|video_begin|><s_a_4999><s_b_7525><s_c_2827>
  23:07 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_3589><s_c_1742>
  --:-- [商品-点击] <|prod_begin|><s_a_2315><s_b_1510><s_c_4126>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5543><s_c_1938>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3297><s_c_5090>
  --:-- [商品-点击] <|prod_begin|><s_a_2315><s_b_1510><s_c_4126>
  --:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_1510><s_c_4126>
【2026-02-02】
  00:06 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
  00:06 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
  00:58 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
  00:58 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_7616>
  03:41 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1277><s_c_47>
  03:41 [广告-点击] <|ad_begin|><s_a_3091><s_b_1277><s_c_47>
  05:35 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5486>
  05:35 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5486>
  06:24 [视频-评论/长播] <|video_begin|><s_a_6037><s_b_631><s_c_1462>
  06:28 [视频-评论/长播] <|video_begin|><s_a_7751><s_b_1399><s_c_619>
  08:13 [广告-点击] <|ad_begin|><s_a_1935><s_b_6519><s_c_4860>
  09:05 [视频-点赞/长播] <|video_begin|><s_a_3450><s_b_6123><s_c_141>
  11:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_2704>
  11:02 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_2704>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6426><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_746><s_c_597>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_746><s_c_597>
  23:40 [广告-点击] <|ad_begin|><s_a_3308><s_b_1141><s_c_5563>
  23:54 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_7616>
  23:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_7616>
【2026-02-03】
  03:44 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_7616>
  06:49 [视频-评论/长播] <|video_begin|><s_a_4795><s_b_5646><s_c_7979>
  07:32 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4033><s_c_4147>
  07:32 [广告-点击] <|ad_begin|><s_a_1608><s_b_4033><s_c_4147>
  08:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1000>
  08:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1000>
【2026-02-04】
  00:10 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1469>
  00:10 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1469>
  01:24 [视频-评论/点赞/长播] <|video_begin|><s_a_1824><s_b_1232><s_c_3970>
  02:22 [视频-浏览] <|video_begin|><s_a_148><s_b_1828><s_c_7921>
  07:54 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_3043><s_c_2370>
  07:54 [广告-点击] <|ad_begin|><s_a_7611><s_b_3043><s_c_2370>
  10:33 [视频-浏览] <|video_begin|><s_a_71><s_b_6512><s_c_5362>
  11:13 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
  11:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
  13:26 [广告-深度转化] <|ad_begin|><s_a_3766><s_b_6451><s_c_2341>
  13:26 [广告-点击] <|ad_begin|><s_a_3766><s_b_6451><s_c_2341>
  23:23 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
  23:23 [广告-点击] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
【2026-02-05】
  04:46 [广告-深度转化] <|ad_begin|><s_a_491><s_b_620><s_c_6390>
  04:46 [广告-点击] <|ad_begin|><s_a_491><s_b_620><s_c_6390>
  06:00 [视频-长播] <|video_begin|><s_a_2672><s_b_6170><s_c_2535>
  06:00 [视频-长播] <|video_begin|><s_a_6022><s_b_7776><s_c_5388>
  06:00 [视频-长播] <|video_begin|><s_a_1336><s_b_1999><s_c_1009>
  06:57 [视频-长播] <|video_begin|><s_a_6022><s_b_6426><s_c_2722>
  06:57 [视频-长播] <|video_begin|><s_a_1106><s_b_3857><s_c_141>
  06:58 [视频-长播] <|video_begin|><s_a_2015><s_b_7342><s_c_2756>
  06:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2156>
  06:58 [视频-长播] <|video_begin|><s_a_5146><s_b_7894><s_c_4654>
  07:20 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_665><s_c_6227>
  07:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_665><s_c_6227>
  08:38 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_607>
  08:38 [视频-长播] <|video_begin|><s_a_1106><s_b_1411><s_c_875>
  08:38 [视频-长播] <|video_begin|><s_a_5181><s_b_5511><s_c_2262>
  08:38 [视频-长播] <|video_begin|><s_a_3996><s_b_839><s_c_1389>
  08:40 [视频-长播] <|video_begin|><s_a_4147><s_b_7975><s_c_7656>
  08:46 [视频-长播] <|video_begin|><s_a_2853><s_b_33><s_c_5839>
  10:11 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_7616>
  10:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_7616>
  10:23 [视频-长播] <|video_begin|><s_a_6321><s_b_4953><s_c_6468>
  10:23 [视频-长播] <|video_begin|><s_a_7751><s_b_5328><s_c_7806>
  10:23 [视频-长播] <|video_begin|><s_a_4646><s_b_4932><s_c_2693>
  10:23 [视频-长播] <|video_begin|><s_a_1726><s_b_3589><s_c_3261>
  10:26 [视频-长播] <|video_begin|><s_a_6329><s_b_7164><s_c_2568>
  10:26 [视频-长播] <|video_begin|><s_a_6321><s_b_6973><s_c_4318>
  10:26 [视频-长播] <|video_begin|><s_a_3510><s_b_5101><s_c_7899>
  10:28 [视频-长播] <|video_begin|><s_a_6604><s_b_6519><s_c_2357>
  10:33 [视频-长播] <|video_begin|><s_a_3532><s_b_2854><s_c_4654>
  10:33 [视频-长播] <|video_begin|><s_a_7996><s_b_6358><s_c_499>
  10:33 [视频-长播] <|video_begin|><s_a_7542><s_b_3015><s_c_3026>
  10:54 [视频-长播] <|video_begin|><s_a_5019><s_b_6973><s_c_3770>
  10:54 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_5510>
  10:55 [视频-长播] <|video_begin|><s_a_6329><s_b_2246><s_c_5807>
  10:55 [视频-长播] <|video_begin|><s_a_6022><s_b_6973><s_c_1179>
  11:00 [视频-长播] <|video_begin|><s_a_575><s_b_3314><s_c_6379>
  11:00 [视频-长播] <|video_begin|><s_a_6022><s_b_7390><s_c_5105>
  11:00 [视频-长播] <|video_begin|><s_a_2562><s_b_4185><s_c_6629>
  11:12 [视频-长播] <|video_begin|><s_a_6022><s_b_2737><s_c_2696>
  11:12 [视频-长播] <|video_begin|><s_a_6321><s_b_4932><s_c_7750>
  11:14 [视频-长播] <|video_begin|><s_a_1336><s_b_1994><s_c_4451>
  11:20 [视频-长播] <|video_begin|><s_a_6329><s_b_5200><s_c_7790>
  11:20 [视频-长播] <|video_begin|><s_a_2080><s_b_946><s_c_47>
  11:26 [视频-长播] <|video_begin|><s_a_3317><s_b_6806><s_c_779>
  11:50 [视频-长播] <|video_begin|><s_a_5181><s_b_5511><s_c_2838>
  11:53 [视频-长播] <|video_begin|><s_a_7708><s_b_915><s_c_4264>
  11:53 [视频-长播] <|video_begin|><s_a_6321><s_b_3059><s_c_6268>
  11:53 [视频-长播] <|video_begin|><s_a_6022><s_b_4542><s_c_7420>
  11:53 [视频-长播] <|video_begin|><s_a_5144><s_b_6436><s_c_1614>
  12:03 [视频-长播] <|video_begin|><s_a_3216><s_b_964><s_c_2082>
  12:03 [视频-长播] <|video_begin|><s_a_757><s_b_7391><s_c_6648>
  12:03 [视频-长播] <|video_begin|><s_a_7609><s_b_4142><s_c_2256>
  12:03 [视频-长播] <|video_begin|><s_a_6321><s_b_7870><s_c_6357>
  12:08 [视频-长播] <|video_begin|><s_a_3115><s_b_2357><s_c_1009>
  12:08 [视频-长播] <|video_begin|><s_a_1336><s_b_2061><s_c_3987>
  12:09 [视频-长播] <|video_begin|><s_a_6321><s_b_800><s_c_7609>
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）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
核心提取逻辑 (递进性准则)：
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 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 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
请针对以下主题提取行为逻辑链：
主题：从泛化健康监测到聚焦特定功能产品的需求收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化健康监测到聚焦特定功能产品的需求收敛",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/think<|im_end|>
<|im_start|>assistant
<think>
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
</think>
{"logic_chain":{"name":"从泛化健康监测到聚焦特定功能产品的需求收敛","events":[{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_1882><s_b_5458><s_c_3650>","logic":"初步探索：用户对“腕式血压仪”产生兴趣，开始点击浏览不同款式的同类产品，处于需求探索的泛化阶段。"},{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>","logic":"同类对比：继续点击另一款腕式血压仪，表明用户仍在对基础的血压监测功能进行横向比较和筛选。"},{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>","logic":"认知跃迁与需求聚焦：用户的关注点从单一的“血压”监测，跃迁至包含“无创血糖、尿酸、血脂”等多维监测功能的智能手表。这引入了全新的、更专业的健康监测变量，是典型的从发散到聚焦的认知收敛过程。"},{"date":"2026-01-25","action":"[商品-购买] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>","logic":"决策落地：尽管探索了更高级的产品，但最终购买了基础款血压仪，可能基于价格、即时性或对新技术的不确定性等因素。然而，这不影响前序行为链所体现的认知升级过程，反而构成了“探索-评估-决策”的完整闭环。"}]}}<|im_end|>
<|im_start|>user
你是一位推荐系统分析助手，请阅读用户历史行为，并给出直播、电商、视频、广告场景的目标内容。
以下是一个用户的多域历史行为信息：
用户在直播域: 关注了主播 <|living_begin|><s_a_3409><s_b_7342><s_c_3755>, <|living_begin|><s_a_1790><s_b_1258><s_c_3676>, <|living_begin|><s_a_5669><s_b_843><s_c_535>, <|living_begin|><s_a_4457><s_b_7342><s_c_4454>, <|living_begin|><s_a_3713><s_b_2221><s_c_6285>, <|living_begin|><s_a_3713><s_b_581><s_c_2513>, <|living_begin|><s_a_6263><s_b_6525><s_c_2756>, <|living_begin|><s_a_6263><s_b_5727><s_c_6278>, <|living_begin|><s_a_6263><s_b_1892><s_c_6278>, <|living_begin|><s_a_6263><s_b_6234><s_c_6278>, <|living_begin|><s_a_2828><s_b_1227><s_c_6278>, <|living_begin|><s_a_6263><s_b_5727><s_c_3026>, <|living_begin|><s_a_726><s_b_4295><s_c_7295>, <|living_begin|><s_a_7074><s_b_7342><s_c_6278>, <|living_begin|><s_a_6263><s_b_5511><s_c_1005>, <|living_begin|><s_a_1442><s_b_7342><s_c_2207>，首次打赏了 <|living_begin|><s_a_3713><s_b_6234><s_c_3122>, <|living_begin|><s_a_6380><s_b_7342><s_c_2192>, <|living_begin|><s_a_3713><s_b_5727><s_c_6240>, <|living_begin|><s_a_7728><s_b_1258><s_c_6278>, <|living_begin|><s_a_7074><s_b_2792><s_c_6704>，对主播 <|living_begin|><s_a_6640><s_b_1258><s_c_6831>, <|living_begin|><s_a_7823><s_b_7342><s_c_2253>, <|living_begin|><s_a_3713><s_b_7342><s_c_7295>, <|living_begin|><s_a_5782><s_b_1258><s_c_3084>, <|living_begin|><s_a_3713><s_b_7342><s_c_2513>, <|living_begin|><s_a_6456><s_b_5727><s_c_6831>, <|living_begin|><s_a_5782><s_b_1258><s_c_3676>, <|living_begin|><s_a_7728><s_b_1258><s_c_61>, <|living_begin|><s_a_7728><s_b_1258><s_c_875>, <|living_begin|><s_a_3409><s_b_3569><s_c_3338>, <|living_begin|><s_a_6263><s_b_697><s_c_6368>, <|living_begin|><s_a_2115><s_b_1227><s_c_3026>, <|living_begin|><s_a_1659><s_b_7878><s_c_677>, <|living_begin|><s_a_2961><s_b_7342><s_c_7191>, <|living_begin|><s_a_1659><s_b_5727><s_c_2051>, <|living_begin|><s_a_7074><s_b_697><s_c_6278>, <|living_begin|><s_a_1659><s_b_4143><s_c_1205>, <|living_begin|><s_a_2828><s_b_8049><s_c_4043>, <|living_begin|><s_a_515><s_b_7200><s_c_3026> 有过关注/首次打赏行为，给主播 <|living_begin|><s_a_6263><s_b_7342><s_c_6278>, <|living_begin|><s_a_1659><s_b_1227><s_c_2658>, <|living_begin|><s_a_7074><s_b_3025><s_c_6278>, <|living_begin|><s_a_1659><s_b_5384><s_c_229> 打赏过，对主播 <|living_begin|><s_a_7074><s_b_5727><s_c_3026> 有过关注/打赏行为。
用户视频行为: 深度观看了 <|video_begin|><s_a_1708><s_b_5349><s_c_141>, <|video_begin|><s_a_2402><s_b_6442><s_c_6557>, <|video_begin|><s_a_1584><s_b_3878><s_c_3221>, <|video_begin|><s_a_3062><s_b_1910><s_c_5554>, <|video_begin|><s_a_1726><s_b_6924><s_c_5353>, <|video_begin|><s_a_8113><s_b_1399><s_c_2344>, <|video_begin|><s_a_8113><s_b_1212><s_c_47>, <|video_begin|><s_a_8113><s_b_1720><s_c_8142>, <|video_begin|><s_a_1985><s_b_1119><s_c_5737>, <|video_begin|><s_a_7584><s_b_839><s_c_4858>, <|video_begin|><s_a_6073><s_b_1910><s_c_141>, <|video_begin|><s_a_7014><s_b_928><s_c_2688>, <|video_begin|><s_a_7822><s_b_7386><s_c_4451>, <|video_begin|><s_a_2402><s_b_5668><s_c_237>, <|video_begin|><s_a_1726><s_b_3760><s_c_8037>, <|video_begin|><s_a_5054><s_b_2539><s_c_1578>, <|video_begin|><s_a_5139><s_b_1498><s_c_4451>, <|video_begin|><s_a_1985><s_b_1411><s_c_1761>, <|video_begin|><s_a_5417><s_b_5511><s_c_5554>, <|video_begin|><s_a_8037><s_b_4033><s_c_5554>, <|video_begin|><s_a_3836><s_b_1813><s_c_1061>, <|video_begin|><s_a_1088><s_b_7608><s_c_943>, <|video_begin|><s_a_1088><s_b_781><s_c_1423>, <|video_begin|><s_a_1584><s_b_3589><s_c_47>, <|video_begin|><s_a_1726><s_b_7214><s_c_2341>, <|video_begin|><s_a_3300><s_b_3633><s_c_1119>, <|video_begin|><s_a_1880><s_b_8008><s_c_7840>, <|video_begin|><s_a_1584><s_b_7808><s_c_6057>, <|video_begin|><s_a_6474><s_b_5277><s_c_4595>, <|video_begin|><s_a_356><s_b_3832><s_c_1180>, <|video_begin|><s_a_8113><s_b_6532><s_c_47>, <|video_begin|><s_a_1659><s_b_7870><s_c_5085>, <|video_begin|><s_a_4088><s_b_7498><s_c_2587>, <|video_begin|><s_a_4032><s_b_4944><s_c_4755>, <|video_begin|><s_a_4088><s_b_2687><s_c_2568>, <|video_begin|><s_a_8159><s_b_5429><s_c_1935>, <|video_begin|><s_a_16><s_b_4552><s_c_2530>, <|video_begin|><s_a_3766><s_b_6084><s_c_6227>, <|video_begin|><s_a_5023><s_b_7181><s_c_4297>, <|video_begin|><s_a_1726><s_b_1910><s_c_2530>, <|video_begin|><s_a_1726><s_b_6234><s_c_594>, <|video_begin|><s_a_1726><s_b_2029><s_c_4859>, <|video_begin|><s_a_1088><s_b_1334><s_c_8051>, <|video_begin|><s_a_8113><s_b_7218><s_c_47>, <|video_begin|><s_a_7939><s_b_5171><s_c_875>, <|video_begin|><s_a_1726><s_b_6924><s_c_4084>, <|video_begin|><s_a_1088><s_b_2826><s_c_4427>, <|video_begin|><s_a_807><s_b_5061><s_c_141>, <|video_begin|><s_a_2067><s_b_2846><s_c_6173>, <|video_begin|><s_a_4060><s_b_6891><s_c_4907>，对视频 <|video_begin|><s_a_2207><s_b_7342><s_c_2791>, <|video_begin|><s_a_1387><s_b_2539><s_c_1935> 有过收藏/长播行为，对视频 <|video_begin|><s_a_1985><s_b_7261><s_c_6067>, <|video_begin|><s_a_5521><s_b_4556><s_c_3882>, <|video_begin|><s_a_4760><s_b_1410><s_c_3062>, <|video_begin|><s_a_4760><s_b_697><s_c_2759>, <|video_begin|><s_a_1985><s_b_7858><s_c_981>, <|video_begin|><s_a_5417><s_b_5511><s_c_4263>, <|video_begin|><s_a_381><s_b_4541><s_c_384>, <|video_begin|><s_a_7295><s_b_1204><s_c_3685>, <|video_begin|><s_a_3062><s_b_4932><s_c_4315>, <|video_begin|><s_a_1985><s_b_4733><s_c_2213>, <|video_begin|><s_a_1726><s_b_4916><s_c_443>, <|video_begin|><s_a_4060><s_b_741><s_c_3189>, <|video_begin|><s_a_2207><s_b_2251><s_c_5823>, <|video_begin|><s_a_3062><s_b_6006><s_c_143>, <|video_begin|><s_a_1088><s_b_4460><s_c_7244>, <|video_begin|><s_a_4258><s_b_7282><s_c_1957>, <|video_begin|><s_a_3062><s_b_7608><s_c_6629>, <|video_begin|><s_a_2207><s_b_3614><s_c_2595>, <|video_begin|><s_a_1584><s_b_6234><s_c_1542>, <|video_begin|><s_a_1985><s_b_7261><s_c_6919>, <|video_begin|><s_a_4760><s_b_697><s_c_6314>, <|video_begin|><s_a_4328><s_b_6442><s_c_3003>, <|video_begin|><s_a_356><s_b_6088><s_c_4319>, <|video_begin|><s_a_6027><s_b_3417><s_c_116>, <|video_begin|><s_a_1985><s_b_6442><s_c_7003>, <|video_begin|><s_a_1387><s_b_6295><s_c_3309>, <|video_begin|><s_a_6845><s_b_6284><s_c_3447>, <|video_begin|><s_a_5632><s_b_1822><s_c_4252>, <|video_begin|><s_a_3062><s_b_6435><s_c_6308> 有过点赞/长播行为，对视频 <|video_begin|><s_a_829><s_b_3044><s_c_6185>, <|video_begin|><s_a_1255><s_b_839><s_c_4629>, <|video_begin|><s_a_4632><s_b_2789><s_c_5737>, <|video_begin|><s_a_1088><s_b_631><s_c_8112> 有过转发/长播行为，对视频 <|video_begin|><s_a_1985><s_b_1642><s_c_3526>, <|video_begin|><s_a_4393><s_b_1929><s_c_7671>, <|video_begin|><s_a_8113><s_b_5189><s_c_4487>, <|video_begin|><s_a_1985><s_b_3727><s_c_4543>, <|video_begin|><s_a_1318><s_b_2495><s_c_2493> 有过评论/长播行为，看过视频 <|video_begin|><s_a_8113><s_b_800><s_c_7296>, <|video_begin|><s_a_701><s_b_6726><s_c_2409>, <|video_begin|><s_a_1985><s_b_3447><s_c_1935>，对视频 <|video_begin|><s_a_3484><s_b_5102><s_c_2757> 有过评论/点赞/长播行为。

请根据以上信息，给出该用户在直播、电商、视频、广告场景中的目标内容。/think<|im_end|>
<|im_start|>assistant
<think>好的，作为推荐系统分析助手，我将根据您提供的用户多域历史行为进行分析。

【兴趣归纳】：
根据用户的交互历史，可以归纳出以下核心兴趣类目：
1. **射击类游戏(以《和平精英》为主)**：这是用户当前最核心且活跃的兴趣。从2025年10月起，用户行为显著转向此类游戏，在直播域有多次关注与打赏行为如<|living_begin|><s_a_7074><s_b_2792><s_c_6704>、<|living_begin|><s_a_2115><s_b_1227><s_c_3026>，在视频域有更高频的点赞、收藏、评论等深度交互如<|video_begin|><s_a_2207><s_b_7342><s_c_2791>、<|video_begin|><s_a_1985><s_b_7261><s_c_6067>，并有多次主动搜索行为，表现出极高的粘性。
2. **MOBA类游戏(以《王者荣耀》为主)**：这是用户的早期核心兴趣。在2025年6月至9月期间，用户的交互行为几乎全部集中于此，有大量的关注和首次打赏记录如<|living_begin|><s_a_6640><s_b_1258><s_c_6831>、<|living_begin|><s_a_7823><s_b_7342><s_c_2253>，显示出强烈的初始偏好。尽管近期交互减少，但仍是其重要的兴趣组成部分。
3. **虚拟形象与外观美化**：该兴趣贯穿多个领域。用户对二次元、虚拟主播如<|living_begin|><s_a_2961><s_b_7342><s_c_7191>、不露脸的游戏角色形象表现出持续关注和付费意愿。近期在视频域对假发、时尚穿搭如<|video_begin|><s_a_1387><s_b_2539><s_c_1935>的集中浏览和收藏，以及多次对头像的搜索行为，表明其对虚拟及现实世界的个性化外观有浓厚兴趣。
4. **情感与社交内容**：用户对情感共鸣类内容有稳定偏好。体现在对情感向主播的打赏如、对情感故事视频的转发<|video_begin|><s_a_829><s_b_3044><s_c_6185>，以及对情感状态、音乐和社交关系相关主题的搜索行为上。

【行为模式】：
用户的消费偏好明确，表现为在直播场景中有较高的付费意愿，对能提供陪伴感、互动性或高超技术的游戏主播(无论是否露脸)均有多次打赏行为。用户的行为模式呈现出明显的兴趣迁移路径，从MOBA游戏逐渐过渡到射击类游戏，并在后者上表现出更深度的内容消费(从看直播到主动搜索、观看教学视频)。
跨域协同信号十分清晰：1)**搜索驱动消费**：用户会主动搜索游戏攻略、新版本内容，随后在视频域消费相关教学或展示视频。2)**兴趣泛化**：对游戏角色的喜爱延伸至对虚拟形象、二次元主播的关注，并进一步泛化到对现实中美妆、穿搭、头像等外观美化内容的探索。3)**内容主题一致性**：在游戏兴趣的主线下，用户同样关注游戏内的情侣互动、社交故事等情感化内容，与其在视频域消费情感类内容的行为形成呼应。

【预测总结】：
综合分析，用户接下来最可能感兴趣的内容有以下几类：
1. **《和平精英》相关深度内容**：鉴于这是用户当前最活跃的兴趣点，推送关于新赛季玩法解析、特定枪械或道具的进阶教学、游戏内浪漫打卡点或情侣互动故事等视频，有较大几率会获得用户的点击和深度交互。
2. **虚拟形象与时尚穿搭**：用户近期对虚拟形象和外观美化的兴趣显著提升，可能会对二次元风格的虚拟主播直播、游戏角色的新皮肤展示、以及与“萌妹”、“甜妹”风格相关的时尚假发或穿搭推荐视频产生兴趣。
3. **情感共鸣类音乐或短剧**：基于用户对情感内容的持续关注和相关搜索行为，一些带有伤感或治愈氛围的音乐分享、情感故事短视频或关于社交关系的探讨，或许能有效吸引其注意力。</think>
该用户最近喜欢的视频有: <|video_begin|><s_a_356><s_b_5169><s_c_4726><|im_end|>
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["<|ad_begin|><s_a_6766><s_b_3589><s_c_5359>","<|video_begin|><s_a_2107><s_b_6170><s_c_2995>","<|living_begin|><s_a_4372><s_b_8008><s_c_5036>"]<|im_end|>
<think>
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
</think>
{"logic_chain":{"name":"从泛化健康监测到聚焦特定功能产品的需求收敛","events":[{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_1882><s_b_5458><s_c_3650>","logic":"初步探索：用户对“腕式血压仪”产生兴趣，开始点击浏览不同款式的同类产品，处于需求探索的泛化阶段。"},{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_6462><s_b_5458><s_c_3650>","logic":"同类对比：继续点击另一款腕式血压仪，表明用户仍在对基础的血压监测功能进行横向比较和筛选。"},{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_4900><s_b_5487><s_c_7297>","logic":"认知跃迁与需求聚焦：用户的关注点从单一的“血压”监测，跃迁至包含“无创血糖、尿酸、血脂”等多维监测功能的智能手表。这引入了全新的、更专业的健康监测变量，是典型的从发散到聚焦的认知收敛过程。"},{"date":"2026-01-25","action":"[商品-购买] <|prod_begin|><s_a_4900><s_b_3297><s_c_5344>","logic":"决策落地：尽管探索了更高级的产品，但最终购买了基础款血压仪，可能基于价格、即时性或对新技术的不确定性等因素。然而，这不影响前序行为链所体现的认知升级过程，反而构成了“探索-评估-决策”的完整闭环。"}]}}<|im_end|>
<think>好的，作为推荐系统分析助手，我将根据您提供的用户多域历史行为进行分析。

【兴趣归纳】：
根据用户的交互历史，可以归纳出以下核心兴趣类目：
1. **射击类游戏(以《和平精英》为主)**：这是用户当前最核心且活跃的兴趣。从2025年10月起，用户行为显著转向此类游戏，在直播域有多次关注与打赏行为如<|living_begin|><s_a_7074><s_b_2792><s_c_6704>、<|living_begin|><s_a_2115><s_b_1227><s_c_3026>，在视频域有更高频的点赞、收藏、评论等深度交互如<|video_begin|><s_a_2207><s_b_7342><s_c_2791>、<|video_begin|><s_a_1985><s_b_7261><s_c_6067>，并有多次主动搜索行为，表现出极高的粘性。
2. **MOBA类游戏(以《王者荣耀》为主)**：这是用户的早期核心兴趣。在2025年6月至9月期间，用户的交互行为几乎全部集中于此，有大量的关注和首次打赏记录如<|living_begin|><s_a_6640><s_b_1258><s_c_6831>、<|living_begin|><s_a_7823><s_b_7342><s_c_2253>，显示出强烈的初始偏好。尽管近期交互减少，但仍是其重要的兴趣组成部分。
3. **虚拟形象与外观美化**：该兴趣贯穿多个领域。用户对二次元、虚拟主播如<|living_begin|><s_a_2961><s_b_7342><s_c_7191>、不露脸的游戏角色形象表现出持续关注和付费意愿。近期在视频域对假发、时尚穿搭如<|video_begin|><s_a_1387><s_b_2539><s_c_1935>的集中浏览和收藏，以及多次对头像的搜索行为，表明其对虚拟及现实世界的个性化外观有浓厚兴趣。
4. **情感与社交内容**：用户对情感共鸣类内容有稳定偏好。体现在对情感向主播的打赏如、对情感故事视频的转发<|video_begin|><s_a_829><s_b_3044><s_c_6185>，以及对情感状态、音乐和社交关系相关主题的搜索行为上。

【行为模式】：
用户的消费偏好明确，表现为在直播场景中有较高的付费意愿，对能提供陪伴感、互动性或高超技术的游戏主播(无论是否露脸)均有多次打赏行为。用户的行为模式呈现出明显的兴趣迁移路径，从MOBA游戏逐渐过渡到射击类游戏，并在后者上表现出更深度的内容消费(从看直播到主动搜索、观看教学视频)。
跨域协同信号十分清晰：1)**搜索驱动消费**：用户会主动搜索游戏攻略、新版本内容，随后在视频域消费相关教学或展示视频。2)**兴趣泛化**：对游戏角色的喜爱延伸至对虚拟形象、二次元主播的关注，并进一步泛化到对现实中美妆、穿搭、头像等外观美化内容的探索。3)**内容主题一致性**：在游戏兴趣的主线下，用户同样关注游戏内的情侣互动、社交故事等情感化内容，与其在视频域消费情感类内容的行为形成呼应。

【预测总结】：
综合分析，用户接下来最可能感兴趣的内容有以下几类：
1. **《和平精英》相关深度内容**：鉴于这是用户当前最活跃的兴趣点，推送关于新赛季玩法解析、特定枪械或道具的进阶教学、游戏内浪漫打卡点或情侣互动故事等视频，有较大几率会获得用户的点击和深度交互。
2. **虚拟形象与时尚穿搭**：用户近期对虚拟形象和外观美化的兴趣显著提升，可能会对二次元风格的虚拟主播直播、游戏角色的新皮肤展示、以及与“萌妹”、“甜妹”风格相关的时尚假发或穿搭推荐视频产生兴趣。
3. **情感共鸣类音乐或短剧**：基于用户对情感内容的持续关注和相关搜索行为，一些带有伤感或治愈氛围的音乐分享、情感故事短视频或关于社交关系的探讨，或许能有效吸引其注意力。</think>
该用户最近喜欢的视频有: <|video_begin|><s_a_356><s_b_5169><s_c_4726><|im_end|>

[INFO|configuration_utils.py:769] 2026-07-15 05:36:53,012 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 05:36:53,013 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|2026-07-15 05:36:53] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-15 05:36:53] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-15 05:36:53,336 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-15 05:36:53,336 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-15 05:36:53,481 >> Generate config GenerationConfig {
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "pad_token_id": 151643,
  "use_cache": false
}


Loading weights:   0%|          | 0/311 [00:00<?, ?it/s]
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Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1978.18it/s]
[INFO|configuration_utils.py:978] 2026-07-15 05:36:53,782 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-15 05:36:53,782 >> Generate config GenerationConfig {
  "do_sample": true,
  "eos_token_id": [
    151645,
    151643
  ],
  "pad_token_id": 151643,
  "temperature": 0.6,
  "top_k": 20,
  "top_p": 0.95
}

[INFO|dynamic_module_utils.py:406] 2026-07-15 05:36:53,782 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-15 05:36:53] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-15 05:36:53] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-15 05:36:53] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-15 05:36:53] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-15 05:36:53] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-15 05:36:53,908 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-15 05:36:53,908 >>   Num examples = 2,611
[INFO|trainer.py:1471] 2026-07-15 05:36:53,909 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-15 05:36:53,909 >>   Num update steps per epoch = 653
[INFO|trainer.py:1473] 2026-07-15 05:36:53,909 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-15 05:36:53,909 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-15 05:36:53,909 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-15 05:36:53,909 >>   Total optimization steps = 653
[INFO|trainer.py:1479] 2026-07-15 05:36:53,909 >>   Number of trainable parameters = 801,433,600

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{'loss': '1.994', 'grad_norm': '7.656', 'learning_rate': '4.953e-07', 'epoch': '0.09192'}

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{'loss': '1.938', 'grad_norm': '9.25', 'learning_rate': '4.926e-07', 'epoch': '0.1072'}

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{'loss': '2.041', 'grad_norm': '12.06', 'learning_rate': '4.894e-07', 'epoch': '0.1226'}

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{'loss': '1.853', 'grad_norm': '6.031', 'learning_rate': '4.855e-07', 'epoch': '0.1379'}

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{'loss': '1.642', 'grad_norm': '4.562', 'learning_rate': '4.81e-07', 'epoch': '0.1532'}

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{'loss': '1.866', 'grad_norm': '5.844', 'learning_rate': '4.76e-07', 'epoch': '0.1685'}

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{'loss': '1.923', 'grad_norm': '11', 'learning_rate': '4.704e-07', 'epoch': '0.1838'}

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{'loss': '1.945', 'grad_norm': '7.031', 'learning_rate': '4.643e-07', 'epoch': '0.1992'}

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{'loss': '1.89', 'grad_norm': '10.94', 'learning_rate': '4.577e-07', 'epoch': '0.2145'}

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{'loss': '1.874', 'grad_norm': '9.938', 'learning_rate': '4.505e-07', 'epoch': '0.2298'}

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{'loss': '1.787', 'grad_norm': '6.094', 'learning_rate': '4.428e-07', 'epoch': '0.2451'}

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{'loss': '2.128', 'grad_norm': '5.125', 'learning_rate': '4.347e-07', 'epoch': '0.2604'}

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{'loss': '1.829', 'grad_norm': '5.938', 'learning_rate': '4.261e-07', 'epoch': '0.2758'}

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{'loss': '2.016', 'grad_norm': '12.31', 'learning_rate': '4.171e-07', 'epoch': '0.2911'}

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{'loss': '1.959', 'grad_norm': '17.25', 'learning_rate': '4.077e-07', 'epoch': '0.3064'}

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{'loss': '1.845', 'grad_norm': '12.94', 'learning_rate': '3.978e-07', 'epoch': '0.3217'}

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{'loss': '1.927', 'grad_norm': '5.938', 'learning_rate': '3.877e-07', 'epoch': '0.337'}

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{'loss': '1.621', 'grad_norm': '6', 'learning_rate': '3.771e-07', 'epoch': '0.3524'}

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{'loss': '1.942', 'grad_norm': '4.781', 'learning_rate': '3.663e-07', 'epoch': '0.3677'}

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{'loss': '1.88', 'grad_norm': '6.188', 'learning_rate': '3.552e-07', 'epoch': '0.383'}

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{'loss': '1.842', 'grad_norm': '5.75', 'learning_rate': '3.438e-07', 'epoch': '0.3983'}

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{'loss': '1.904', 'grad_norm': '9.938', 'learning_rate': '3.322e-07', 'epoch': '0.4136'}

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{'loss': '2.141', 'grad_norm': '7.719', 'learning_rate': '3.204e-07', 'epoch': '0.429'}

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{'loss': '1.829', 'grad_norm': '14.31', 'learning_rate': '3.084e-07', 'epoch': '0.4443'}

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{'loss': '1.768', 'grad_norm': '13.75', 'learning_rate': '2.963e-07', 'epoch': '0.4596'}

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{'loss': '2.002', 'grad_norm': '8.562', 'learning_rate': '2.84e-07', 'epoch': '0.4749'}

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{'loss': '1.947', 'grad_norm': '5.562', 'learning_rate': '2.717e-07', 'epoch': '0.4902'}

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{'loss': '1.748', 'grad_norm': '12.38', 'learning_rate': '2.593e-07', 'epoch': '0.5056'}

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{'loss': '1.664', 'grad_norm': '5.688', 'learning_rate': '2.469e-07', 'epoch': '0.5209'}

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{'loss': '1.879', 'grad_norm': '7.531', 'learning_rate': '2.345e-07', 'epoch': '0.5362'}

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{'loss': '1.951', 'grad_norm': '11.12', 'learning_rate': '2.221e-07', 'epoch': '0.5515'}

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{'loss': '1.981', 'grad_norm': '9.375', 'learning_rate': '2.099e-07', 'epoch': '0.5668'}

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{'loss': '1.787', 'grad_norm': '6.969', 'learning_rate': '1.977e-07', 'epoch': '0.5822'}

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{'loss': '1.939', 'grad_norm': '17.5', 'learning_rate': '1.856e-07', 'epoch': '0.5975'}

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{'loss': '1.929', 'grad_norm': '13.38', 'learning_rate': '1.737e-07', 'epoch': '0.6128'}

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{'loss': '1.846', 'grad_norm': '8.438', 'learning_rate': '1.62e-07', 'epoch': '0.6281'}

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{'loss': '1.832', 'grad_norm': '5.969', 'learning_rate': '1.505e-07', 'epoch': '0.6434'}

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{'loss': '1.942', 'grad_norm': '8.375', 'learning_rate': '1.392e-07', 'epoch': '0.6588'}

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{'loss': '1.843', 'grad_norm': '5.188', 'learning_rate': '1.282e-07', 'epoch': '0.6741'}

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{'loss': '2.061', 'grad_norm': '7.906', 'learning_rate': '1.176e-07', 'epoch': '0.6894'}

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{'loss': '1.909', 'grad_norm': '4.375', 'learning_rate': '1.072e-07', 'epoch': '0.7047'}

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{'loss': '1.943', 'grad_norm': '8.812', 'learning_rate': '9.72e-08', 'epoch': '0.72'}

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{'loss': '1.879', 'grad_norm': '4.688', 'learning_rate': '8.757e-08', 'epoch': '0.7354'}

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{'loss': '1.957', 'grad_norm': '12.06', 'learning_rate': '7.834e-08', 'epoch': '0.7507'}

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{'loss': '2.034', 'grad_norm': '23.38', 'learning_rate': '6.953e-08', 'epoch': '0.766'}

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{'loss': '2.027', 'grad_norm': '7.844', 'learning_rate': '6.117e-08', 'epoch': '0.7813'}

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{'loss': '1.719', 'grad_norm': '10.94', 'learning_rate': '5.328e-08', 'epoch': '0.7966'}

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{'loss': '1.826', 'grad_norm': '7.281', 'learning_rate': '4.587e-08', 'epoch': '0.8119'}

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{'loss': '1.895', 'grad_norm': '16.12', 'learning_rate': '3.896e-08', 'epoch': '0.8273'}

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{'loss': '1.96', 'grad_norm': '6.438', 'learning_rate': '3.257e-08', 'epoch': '0.8426'}

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{'loss': '1.953', 'grad_norm': '8.188', 'learning_rate': '2.672e-08', 'epoch': '0.8579'}

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{'loss': '1.981', 'grad_norm': '6.781', 'learning_rate': '2.141e-08', 'epoch': '0.8732'}

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{'loss': '2.085', 'grad_norm': '9.562', 'learning_rate': '1.667e-08', 'epoch': '0.8885'}

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{'loss': '1.948', 'grad_norm': '4.938', 'learning_rate': '1.251e-08', 'epoch': '0.9039'}

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{'loss': '1.951', 'grad_norm': '4.531', 'learning_rate': '8.925e-09', 'epoch': '0.9192'}

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{'loss': '2.064', 'grad_norm': '17', 'learning_rate': '5.937e-09', 'epoch': '0.9345'}

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{'loss': '1.67', 'grad_norm': '17.62', 'learning_rate': '3.551e-09', 'epoch': '0.9498'}

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{'loss': '1.881', 'grad_norm': '4.094', 'learning_rate': '1.771e-09', 'epoch': '0.9651'}

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{'loss': '1.934', 'grad_norm': '5.031', 'learning_rate': '6.032e-10', 'epoch': '0.9805'}

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{'loss': '1.971', 'grad_norm': '6.156', 'learning_rate': '4.926e-11', 'epoch': '0.9958'}

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



                                                   
{'train_runtime': '5405', 'train_samples_per_second': '0.483', 'train_steps_per_second': '0.121', 'train_loss': '1.907', 'epoch': '1'}

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[INFO|trainer.py:3815] 2026-07-15 07:06:59,242 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v42_v29_user_evolution_guard_lr5e7_ep10
[INFO|configuration_utils.py:533] 2026-07-15 07:06:59,244 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v42_v29_user_evolution_guard_lr5e7_ep10/config.json
[INFO|configuration_utils.py:816] 2026-07-15 07:06:59,244 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v42_v29_user_evolution_guard_lr5e7_ep10/generation_config.json

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.19it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.18it/s]
[INFO|modeling_utils.py:3471] 2026-07-15 07:07:00,092 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v42_v29_user_evolution_guard_lr5e7_ep10/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-15 07:07:00,208 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v42_v29_user_evolution_guard_lr5e7_ep10/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-15 07:07:00,231 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v42_v29_user_evolution_guard_lr5e7_ep10/tokenizer_config.json
***** train metrics *****
  epoch                    =         1.0
  total_flos               = 292790139GF
  train_loss               =       1.907
  train_runtime            =  1:30:05.33
  train_samples_per_second =       0.483
  train_steps_per_second   =       0.121
Figure saved at: /home/ll/llm4rec/experiments/outputs/v42_v29_user_evolution_guard_lr5e7_ep10/training_loss.png
[WARNING|2026-07-15 07:07:00] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-15 07:07:00] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-15 07:07:00,456 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}