/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|2026-07-13 03:28:15] 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] 2026-07-13 03:28:15,701 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:15,703 >> 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": [
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  "max_position_embeddings": 40960,
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  "rms_norm_eps": 1e-06,
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  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-13 03:28:16,424 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:16,424 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
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  "head_dim": 128,
  "hidden_act": "silu",
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  "intermediate_size": 3072,
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[INFO|configuration_utils.py:769] 2026-07-13 03:28:16,424 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:16,425 >> Model config Qwen3Config {
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  ],
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  "attention_dropout": 0.0,
  "bos_token_id": null,
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[INFO|2026-07-13 03:28:17] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v29_live_specialist_r3.jsonl...
Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.

Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 7188 examples [00:00, 54874.81 examples/s]
Generating train split: 13013 examples [00:00, 68678.79 examples/s]

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Running tokenizer on dataset (num_proc=16): 100%|██████████| 13013/13013 [00:19<00:00, 660.73 examples/s]
training example:
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173616, 11, 220, 176245, 157572, 161451, 174669, 11, 220, 176245, 154033, 167107, 176095, 11, 220, 176245, 152268, 160874, 171010, 3837, 32664, 87140, 220, 176245, 154192, 160455, 169930, 11, 220, 176245, 158977, 162358, 168413, 11, 220, 176245, 158977, 167386, 171779, 220, 107258, 85641, 14, 104519, 14, 107377, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 156591, 161451, 173520, 11, 220, 176245, 155408, 159948, 169092, 11, 220, 176245, 158707, 162924, 174472, 11, 220, 176245, 153720, 160980, 169375, 11, 220, 176245, 153684, 167318, 169563, 11, 220, 176245, 155179, 164024, 168194, 220, 107258, 85641, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 155435, 162436, 168141, 11, 220, 176245, 159782, 165813, 168269, 220, 107258, 104519, 14, 45861, 75650, 101070, 8997, 101927, 101070, 25, 69162, 101927, 220, 176251, 158909, 162346, 175430, 11, 220, 176251, 156402, 167242, 175190, 11, 220, 176251, 152275, 164922, 169982, 11, 220, 176251, 153052, 164594, 174953, 11, 220, 176251, 159255, 161227, 174443, 11, 220, 176251, 153151, 161719, 172475, 11, 220, 176251, 153020, 164793, 175375, 11, 220, 176251, 152116, 164594, 173736, 11, 220, 176251, 155310, 160070, 175386, 11, 220, 176251, 155310, 160070, 175386, 11, 220, 176251, 155310, 161683, 174224, 11, 220, 176251, 155310, 161683, 174224, 11, 220, 176251, 155310, 161683, 174224, 11, 220, 176251, 155310, 160070, 175386, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155310, 164869, 170462, 41479, 234, 12857, 38182, 102217, 101548, 3837, 72651, 38182, 101927, 220, 176251, 156898, 162934, 174110, 11, 220, 176251, 159000, 164793, 175030, 11, 220, 176251, 153044, 166095, 171530, 11, 220, 176251, 151757, 161292, 174906, 11, 220, 176251, 158757, 159920, 168854, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 155704, 162905, 171079, 11, 220, 176251, 156898, 164201, 170091, 11, 220, 176251, 157831, 163326, 175772, 11, 220, 176251, 154716, 163308, 172648, 11, 220, 176251, 156898, 160588, 173954, 11, 220, 176251, 155179, 164553, 168361, 11, 220, 176251, 156898, 164046, 175056, 11, 220, 176251, 152367, 164594, 172521, 11, 220, 176251, 153390, 163793, 169422, 11, 220, 176251, 159000, 164793, 175030, 11, 220, 176251, 153052, 161563, 169992, 11, 220, 176251, 151919, 167230, 168235, 11, 220, 176251, 151919, 167230, 168235, 11, 220, 176251, 153020, 160449, 175056, 11, 220, 176251, 151757, 164201, 170394, 11, 220, 176251, 151768, 164594, 172023, 11, 220, 176251, 155704, 163813, 173732, 11, 220, 176251, 158757, 167194, 175430, 11, 220, 176251, 155179, 164553, 168361, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 159000, 164793, 173810, 11, 220, 176251, 153020, 167075, 170218, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 157198, 165260, 171517, 11, 220, 176251, 157669, 162779, 175587, 11, 220, 176251, 158590, 167469, 174443, 11, 220, 176251, 154716, 167075, 168698, 11, 220, 176251, 157198, 165260, 171517, 11, 220, 176251, 153949, 162660, 172572, 11, 220, 176251, 152629, 161565, 172664, 11, 220, 176251, 153020, 162660, 168433, 11, 220, 176251, 154784, 163718, 173112, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 158707, 163793, 175978, 11, 220, 176251, 153564, 163793, 172048, 11, 220, 176251, 153691, 160661, 169172, 11, 220, 176251, 158757, 161449, 168709, 11, 220, 176251, 152710, 160473, 169138, 11, 220, 176251, 156898, 162934, 174110, 11, 220, 176251, 159516, 165777, 175430, 11, 220, 176251, 152551, 166414, 174175, 11, 220, 176251, 158799, 161067, 173674, 11, 220, 176251, 159043, 161892, 169504, 11, 220, 176251, 156023, 162536, 175957, 11, 220, 176251, 156898, 164594, 169911, 11, 220, 176251, 159796, 162082, 173802, 11, 220, 176251, 153949, 162660, 172187, 11, 220, 176251, 152629, 161565, 172664, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 159043, 161892, 169504, 11, 220, 176251, 151919, 167042, 174576, 11, 220, 176251, 156898, 162779, 174419, 11, 220, 176251, 158757, 159920, 175430, 11, 220, 176251, 158799, 161067, 173674, 11, 220, 176251, 159516, 165777, 175430, 11, 220, 176251, 158573, 164584, 169845, 11, 220, 176251, 153020, 168012, 170689, 11, 220, 176251, 155310, 164869, 170462, 11, 220, 176251, 157400, 164293, 169181, 11, 220, 176251, 152367, 167386, 175056, 11, 220, 176251, 159043, 161892, 169504, 11, 220, 176251, 156791, 163793, 172224, 11, 220, 176251, 158797, 164903, 176095, 11, 220, 176251, 155219, 168040, 171608, 3407, 14880, 104210, 100001, 105814, 102050, 75882, 20002, 18493, 99200, 102122, 101047, 100160, 43815, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 75882, 20002, 104044, 99729, 9370, 87140, 18830, 25, 220, 176245, 152201, 162598, 170732, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-06-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_4512>
【2025-06-23】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_1269>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_2838>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4818><s_b_5727><s_c_4208>
【2025-06-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3254><s_b_1704><s_c_5988>
【2025-06-26】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1307><s_b_5087><s_c_3355>
【2025-07-12】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2115><s_b_3137><s_c_7272>
【2025-07-15】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_935><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7894><s_c_5563>
【2025-07-16】
  --:-- [直播-关注] <|living_begin|><s_a_3409><s_b_7342><s_c_3676>
【2025-07-17】
  --:-- [直播-关注] <|living_begin|><s_a_726><s_b_2339><s_c_7786>
【2025-08-25】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_2403>
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_3550>
【2025-09-01】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_3614><s_c_6278>
【2025-10-18】
  --:-- [商品-购买] <|prod_begin|><s_a_3004><s_b_2752><s_c_1259>
  --:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_5421><s_c_6664>
  --:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_5421><s_c_1235>
【2025-10-19】
  --:-- [商品-购买] <|prod_begin|><s_a_8034><s_b_5974><s_c_3412>
  --:-- [商品-购买] <|prod_begin|><s_a_7065><s_b_4133><s_c_4628>
【2025-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_3158><s_b_2956><s_c_3752>
【2025-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_1464><s_c_1335>
【2025-11-09】
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7523><s_c_4864>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_2583><s_c_3252>
  --:-- [商品-购买] <|prod_begin|><s_a_3201><s_b_5431><s_c_5191>
  --:-- [商品-购买] <|prod_begin|><s_a_5431><s_b_4516><s_c_5650>
【2025-11-13】
  --:-- [直播-关注] <|living_begin|><s_a_7074><s_b_7342><s_c_2513>
【2025-11-24】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6234><s_c_6278>
【2025-11-25】
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_2312><s_c_7066>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_3422><s_b_3335><s_c_869>
【2025-12-14】
  13:08 [广告-点击] <|ad_begin|><s_a_7251><s_b_1146><s_c_2309>
【2025-12-15】
  11:07 [广告-点击] <|ad_begin|><s_a_4340><s_b_1448><s_c_6915>
【2025-12-17】
  11:24 [广告-点击] <|ad_begin|><s_a_5632><s_b_1223><s_c_3207>
  12:47 [广告-深度转化] <|ad_begin|><s_a_606><s_b_90><s_c_2704>
  12:47 [广告-点击] <|ad_begin|><s_a_606><s_b_90><s_c_2704>
【2025-12-18】
  11:17 [广告-点击] <|ad_begin|><s_a_5229><s_b_7870><s_c_5621>
【2025-12-20】
  01:13 [广告-点击] <|ad_begin|><s_a_5632><s_b_3727><s_c_143>
【2025-12-21】
  04:28 [广告-点击] <|ad_begin|><s_a_4340><s_b_3951><s_c_2206>
【2025-12-25】
  --:-- [商品-购买] <|prod_begin|><s_a_8080><s_b_6814><s_c_7403>
【2025-12-28】
  03:56 [广告-点击] <|ad_begin|><s_a_5452><s_b_6874><s_c_7753>
  11:28 [广告-点击] <|ad_begin|><s_a_1383><s_b_7608><s_c_6900>
【2025-12-30】
  02:43 [广告-点击] <|ad_begin|><s_a_250><s_b_1146><s_c_1166>
  10:18 [广告-点击] <|ad_begin|><s_a_2257><s_b_7608><s_c_3995>
  10:37 [广告-点击] <|ad_begin|><s_a_3836><s_b_2918><s_c_3659>
【2026-01-02】
  04:13 [广告-点击] <|ad_begin|><s_a_250><s_b_672><s_c_1462>
  04:13 [广告-点击] <|ad_begin|><s_a_4942><s_b_6550><s_c_7945>
  04:14 [广告-点击] <|ad_begin|><s_a_250><s_b_672><s_c_1462>
  05:50 [广告-点击] <|ad_begin|><s_a_3062><s_b_2966><s_c_2341>
【2026-01-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5047><s_b_271><s_c_469>
【2026-01-07】
  --:-- [商品-购买] <|prod_begin|><s_a_5717><s_b_4865><s_c_919>
  --:-- [商品-购买] <|prod_begin|><s_a_4473><s_b_1469><s_c_3888>
  --:-- [商品-购买] <|prod_begin|><s_a_1896><s_b_989><s_c_4393>
  --:-- [商品-购买] <|prod_begin|><s_a_5717><s_b_1129><s_c_780>
【2026-01-08】
  --:-- [直播-关注] <|living_begin|><s_a_8189><s_b_7342><s_c_3038>
  11:50 [广告-点击] <|ad_begin|><s_a_1383><s_b_4491><s_c_2852>
  --:-- [商品-购买] <|prod_begin|><s_a_3422><s_b_3335><s_c_869>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_3129><s_c_6428>
  19:49 [广告-点击] <|ad_begin|><s_a_7112><s_b_7333><s_c_4487>
【2026-01-10】
  --:-- [商品-点击] <|prod_begin|><s_a_1908><s_b_6599><s_c_3055>
【2026-01-21】
  06:02 [广告-点击] <|ad_begin|><s_a_3062><s_b_1206><s_c_2344>
  14:51 [广告-点击] <|ad_begin|><s_a_7328><s_b_7120><s_c_875>
【2026-01-22】
  00:25 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_4120><s_c_1369>
  02:34 [视频-评论/收藏/长播] <|video_begin|><s_a_5928><s_b_5972><s_c_2298>
  02:52 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_3589><s_c_4603>
  06:13 [视频-评论/点赞/长播] <|video_begin|><s_a_4531><s_b_7894><s_c_4487>
  09:49 [视频-评论/点赞/长播] <|video_begin|><s_a_5831><s_b_5511><s_c_991>
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_4508><s_c_1402>
  --:-- [商品-点击] <|prod_begin|><s_a_5107><s_b_6334><s_c_2800>
  --:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_1638><s_c_4078>
【2026-01-23】
  05:51 [视频-收藏/长播] <|video_begin|><s_a_4745><s_b_6771><s_c_141>
  13:07 [视频-收藏/长播] <|video_begin|><s_a_3115><s_b_2799><s_c_6390>
  13:07 [视频-收藏/长播] <|video_begin|><s_a_2402><s_b_3338><s_c_2298>
【2026-01-24】
  10:12 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_4733><s_c_7267>
  10:12 [广告-点击] <|ad_begin|><s_a_7112><s_b_4733><s_c_7267>
【2026-01-25】
  02:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_4293><s_c_6737>
  07:26 [视频-评论/点赞/长播] <|video_begin|><s_a_6018><s_b_1527><s_c_6514>
  07:31 [视频-评论/点赞/长播] <|video_begin|><s_a_4032><s_b_612><s_c_6561>
  14:20 [视频-收藏/长播] <|video_begin|><s_a_3766><s_b_2789><s_c_5600>
  --:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_6142><s_c_3644>
  --:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_5658><s_c_3477>
  23:52 [广告-点击] <|ad_begin|><s_a_5687><s_b_6196><s_c_6178>
  23:53 [广告-点击] <|ad_begin|><s_a_1242><s_b_3137><s_c_1708>
【2026-01-26】
  00:41 [广告-点击] <|ad_begin|><s_a_5687><s_b_3589><s_c_3011>
  00:56 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_3029><s_b_1434><s_c_4600>
  02:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6234><s_c_6227>
  02:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_6234><s_c_6227>
  04:08 [视频-评论/收藏/长播] <|video_begin|><s_a_7610><s_b_763><s_c_5737>
  04:27 [视频-评论/点赞/长播] <|video_begin|><s_a_6475><s_b_1201><s_c_2309>
  04:32 [视频-评论/点赞/长播] <|video_begin|><s_a_2162><s_b_1146><s_c_7648>
  04:32 [视频-评论/点赞/长播] <|video_begin|><s_a_7328><s_b_6727><s_c_5506>
  07:08 [广告-点击] <|ad_begin|><s_a_6503><s_b_1411><s_c_2309>
  10:52 [广告-点击] <|ad_begin|><s_a_143><s_b_581><s_c_4263>
  15:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_1092><s_b_1974><s_c_516>
【2026-01-27】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_1132><s_c_6278>
  03:31 [视频-收藏/长播] <|video_begin|><s_a_2899><s_b_6196><s_c_2957>
  03:38 [视频-收藏/长播] <|video_begin|><s_a_3713><s_b_7342><s_c_3264>
  04:20 [视频-收藏/长播] <|video_begin|><s_a_4531><s_b_697><s_c_4101>
  07:33 [视频-关注/长播] <|video_begin|><s_a_1985><s_b_6047><s_c_141>
  09:33 [视频-关注/长播] <|video_begin|><s_a_1326><s_b_1752><s_c_3777>
  15:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_4963><s_b_4432><s_c_7675>
  16:16 [视频-收藏/长播] <|video_begin|><s_a_3532><s_b_5800><s_c_6552>
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_351><s_c_6428>
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_7861><s_c_6428>
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_3318><s_c_6428>
【2026-01-28】
  10:06 [视频-转发/点赞/长播] <|video_begin|><s_a_4963><s_b_4293><s_c_1321>
  15:06 [视频-收藏/长播] <|video_begin|><s_a_1140><s_b_5231><s_c_2568>
  17:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3386><s_b_5196><s_c_4939>
  17:39 [视频-评论/点赞/长播] <|video_begin|><s_a_6158><s_b_4352><s_c_7215>
  18:00 [视频-评论/点赞/长播] <|video_begin|><s_a_6401><s_b_7180><s_c_6550>
  18:09 [视频-评论/收藏/长播] <|video_begin|><s_a_938><s_b_990><s_c_3373>
【2026-01-29】
  03:39 [广告-点击] <|ad_begin|><s_a_5632><s_b_6358><s_c_929>
  03:46 [视频-评论/点赞/长播] <|video_begin|><s_a_6018><s_b_7191><s_c_3883>
  03:46 [视频-评论/收藏/长播] <|video_begin|><s_a_1985><s_b_1822><s_c_2530>
  04:02 [视频-浏览] <|video_begin|><s_a_8113><s_b_1952><s_c_5654>
  05:15 [视频-收藏/长播] <|video_begin|><s_a_3079><s_b_6295><s_c_4454>
  05:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_2764><s_b_3417><s_c_4243>
  08:04 [视频-评论/长播] <|video_begin|><s_a_4032><s_b_6436><s_c_5978>
  14:51 [广告-点击] <|ad_begin|><s_a_1351><s_b_6379><s_c_5115>
  --:-- [商品-点击] <|prod_begin|><s_a_1805><s_b_5571><s_c_6999>
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_7514><s_c_490>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_2956><s_c_3752>
  19:57 [视频-评论/点赞/长播] <|video_begin|><s_a_6168><s_b_1146><s_c_7675>
  20:07 [视频-转发/长播] <|video_begin|><s_a_4963><s_b_4213><s_c_6222>
【2026-01-30】
  04:49 [视频-收藏/长播] <|video_begin|><s_a_2899><s_b_1277><s_c_7671>
  04:50 [广告-点击] <|ad_begin|><s_a_2817><s_b_1206><s_c_1148>
  10:47 [视频-收藏/长播] <|video_begin|><s_a_148><s_b_7801><s_c_516>
  11:20 [广告-点击] <|ad_begin|><s_a_7112><s_b_7342><s_c_3221>
  15:25 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_1799><s_c_7790>
【2026-01-31】
  02:26 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_908><s_c_5118>
  02:41 [视频-评论/长播] <|video_begin|><s_a_4658><s_b_6551><s_c_2403>
  02:44 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_7919><s_c_7657>
  02:54 [视频-评论/点赞/长播] <|video_begin|><s_a_2899><s_b_6123><s_c_5194>
  02:54 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_7430><s_c_1662>
  02:57 [视频-评论/长播] <|video_begin|><s_a_1911><s_b_1448><s_c_117>
  03:01 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_7919><s_c_2781>
  03:02 [视频-评论/点赞/长播] <|video_begin|><s_a_7516><s_b_7458><s_c_698>
  04:56 [视频-评论/长播] <|video_begin|><s_a_5417><s_b_2927><s_c_7733>
  04:58 [视频-评论/长播] <|video_begin|><s_a_4807><s_b_4460><s_c_3145>
  05:04 [视频-评论/长播] <|video_begin|><s_a_5988><s_b_6537><s_c_3672>
  05:11 [视频-评论/长播] <|video_begin|><s_a_4625><s_b_697><s_c_1646>
  05:22 [视频-收藏/长播] <|video_begin|><s_a_3409><s_b_713><s_c_1399>
  05:24 [视频-评论/收藏/长播] <|video_begin|><s_a_1985><s_b_3688><s_c_7879>
  05:28 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_7342><s_c_6676>
  05:28 [视频-评论/长播] <|video_begin|><s_a_4258><s_b_3832><s_c_428>
  06:36 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_3182><s_c_7173>
  06:49 [视频-评论/长播] <|video_begin|><s_a_1481><s_b_5647><s_c_4042>
  06:56 [视频-评论/长播] <|video_begin|><s_a_1207><s_b_1991><s_c_4042>
  07:10 [视频-评论/长播] <|video_begin|><s_a_1911><s_b_697><s_c_4541>
  07:32 [视频-评论/长播] <|video_begin|><s_a_4531><s_b_6771><s_c_6252>
  07:32 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_4733><s_c_7601>
  07:34 [视频-评论/长播] <|video_begin|><s_a_2384><s_b_5869><s_c_2452>
  07:43 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_2575><s_c_6557>
  09:45 [视频-评论/长播] <|video_begin|><s_a_2974><s_b_1310><s_c_1738>
  10:30 [视频-收藏/长播] <|video_begin|><s_a_1726><s_b_6234><s_c_5878>
  11:34 [视频-评论/长播] <|video_begin|><s_a_6738><s_b_1365><s_c_7065>
  11:54 [广告-点击] <|ad_begin|><s_a_7249><s_b_6484><s_c_4200>
  12:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_5988><s_b_8148><s_c_2949>
  17:04 [视频-评论/长播] <|video_begin|><s_a_2125><s_b_3009><s_c_1537>
  17:06 [视频-评论/长播] <|video_begin|><s_a_1106><s_b_6545><s_c_1967>
  17:23 [视频-浏览] <|video_begin|><s_a_7014><s_b_3873><s_c_1935>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2641><s_c_6691>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_1991><s_c_110>
  --:-- [商品-点击] <|prod_begin|><s_a_1534><s_b_1654><s_c_4007>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_4338><s_c_3209>
【2026-02-01】
  02:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_3790><s_c_8042>
  03:09 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_2299><s_c_535>
  03:11 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_5916><s_c_909>
  03:15 [视频-评论/点赞/长播] <|video_begin|><s_a_1911><s_b_1586><s_c_7793>
  03:17 [视频-评论/长播] <|video_begin|><s_a_6168><s_b_3338><s_c_7636>
  06:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_1911><s_b_6082><s_c_1127>
  07:04 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_3589><s_c_141>
  07:10 [视频-评论/点赞/长播] <|video_begin|><s_a_4088><s_b_8148><s_c_3988>
  07:13 [广告-点击] <|ad_begin|><s_a_3406><s_b_4692><s_c_4200>
  07:17 [视频-评论/收藏/长播] <|video_begin|><s_a_4540><s_b_6295><s_c_6067>
  07:47 [视频-评论/长播] <|video_begin|><s_a_956><s_b_3722><s_c_5083>
  08:01 [广告-点击] <|ad_begin|><s_a_7374><s_b_1119><s_c_1051>
  08:59 [视频-评论/长播] <|video_begin|><s_a_5507><s_b_1103><s_c_4595>
  09:44 [视频-收藏/长播] <|video_begin|><s_a_7830><s_b_4135><s_c_4209>
  17:15 [视频-评论/长播] <|video_begin|><s_a_4060><s_b_3698><s_c_2401>
  17:33 [视频-评论/长播] <|video_begin|><s_a_5727><s_b_3063><s_c_6264>
  --:-- [商品-点击] <|prod_begin|><s_a_6451><s_b_7571><s_c_7557>
  --:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_620><s_c_1179>
  --:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_2010><s_c_3805>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6084><s_c_2509>
  --:-- [商品-点击] <|prod_begin|><s_a_7851><s_b_5980><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_478><s_b_2831><s_c_233>
  --:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_2716><s_c_174>
  --:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_4613><s_c_7263>
  --:-- [商品-点击] <|prod_begin|><s_a_5462><s_b_7195><s_c_6465>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_7225><s_c_2413>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_1190><s_c_4232>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_689><s_c_3882>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_7175><s_c_646>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_3072><s_c_3477>
  --:-- [商品-点击] <|prod_begin|><s_a_670><s_b_3480><s_c_2491>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_7507><s_c_1056>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_5727><s_c_2758>
  --:-- [商品-购买] <|prod_begin|><s_a_670><s_b_7225><s_c_2413>
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_5727><s_c_2758>
【2026-02-02】
  00:13 [视频-评论/长播] <|video_begin|><s_a_4632><s_b_7043><s_c_7951>
  01:23 [视频-收藏/长播] <|video_begin|><s_a_8159><s_b_4879><s_c_6278>
  02:36 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_4968><s_c_4631>
  02:42 [广告-点击] <|ad_begin|><s_a_5452><s_b_2966><s_c_3054>
  02:46 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7261><s_c_4200>
  02:48 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_3961><s_c_1363>
  02:54 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_827><s_c_6347>
  02:54 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_308>
  03:04 [视频-收藏/长播] <|video_begin|><s_a_8127><s_b_2221><s_c_6583>
  04:19 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_5511><s_c_4395>
  06:52 [视频-点赞/长播] <|video_begin|><s_a_471><s_b_5634><s_c_5737>
  08:32 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_5634><s_c_1383>
  16:27 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_3417><s_c_6222>
  16:27 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_985><s_c_3672>
  16:37 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_1434><s_c_1869>
  17:30 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_5339><s_c_4487>
  --:-- [商品-点击] <|prod_begin|><s_a_5161><s_b_3451><s_c_1358>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_4916><s_c_2368>
【2026-02-03】
  03:47 [视频-点赞/长播] <|video_begin|><s_a_1911><s_b_6726><s_c_5016>
  03:49 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_1119>
  04:25 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_697><s_c_7329>
  04:25 [视频-关注/长播] <|video_begin|><s_a_5910><s_b_7608><s_c_5563>
  05:02 [视频-评论/长播] <|video_begin|><s_a_7159><s_b_3633><s_c_2452>
  05:05 [视频-评论/点赞/长播] <|video_begin|><s_a_6018><s_b_1617><s_c_2535>
  05:43 [视频-点赞/长播] <|video_begin|><s_a_4396><s_b_5582><s_c_216>
  05:59 [视频-点赞/长播] <|video_begin|><s_a_6158><s_b_1337><s_c_1708>
  06:00 [视频-收藏/长播] <|video_begin|><s_a_2067><s_b_56><s_c_1598>
  07:47 [视频-点赞/长播] <|video_begin|><s_a_1911><s_b_5511><s_c_5531>
  07:47 [视频-点赞/长播] <|video_begin|><s_a_7903><s_b_5511><s_c_7961>
  07:58 [广告-点击] <|ad_begin|><s_a_6280><s_b_5090><s_c_6785>
  08:09 [广告-深度转化] <|ad_begin|><s_a_4469><s_b_7437><s_c_8042>
  08:09 [广告-点击] <|ad_begin|><s_a_4469><s_b_7437><s_c_8042>
  08:20 [视频-点赞/长播] <|video_begin|><s_a_7074><s_b_2208><s_c_7675>
  09:04 [视频-评论/长播] <|video_begin|><s_a_3914><s_b_6891><s_c_5555>
  09:11 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_1123><s_c_5776>
  09:35 [视频-评论/长播] <|video_begin|><s_a_5058><s_b_7966><s_c_722>
  09:37 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_978><s_c_7751>
  09:50 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_3952><s_c_4923>
  10:29 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_7458><s_c_6278>
  10:31 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_5952><s_c_5555>
  13:12 [视频-点赞/长播] <|video_begin|><s_a_4580><s_b_5707><s_c_3747>
  15:03 [视频-评论/长播] <|video_begin|><s_a_4816><s_b_6234><s_c_47>
  15:07 [视频-收藏/长播] <|video_begin|><s_a_4963><s_b_25><s_c_2530>
  15:28 [视频-收藏/长播] <|video_begin|><s_a_5831><s_b_6058><s_c_4487>
  15:39 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_5361><s_c_1872>
  16:01 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_4033><s_c_141>
  16:53 [视频-收藏/长播] <|video_begin|><s_a_4963><s_b_4432><s_c_6357>
  16:55 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_5833><s_c_2213>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7295><s_c_1541>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_5727><s_c_2758>
  --:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_4613><s_c_5135>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_5727><s_c_7269>
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_3318><s_c_6428>
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_5112><s_c_6428>
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_5727><s_c_7269>
  18:27 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_2902><s_c_2341>
  18:35 [广告-点击] <|ad_begin|><s_a_801><s_b_1259><s_c_7261>
  18:37 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7888><s_c_141>
  18:38 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_6234><s_c_4603>
  18:44 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4033><s_c_1767>
  18:47 [视频-评论/点赞/长播] <|video_begin|><s_a_5417><s_b_697><s_c_535>
【2026-02-04】
  03:22 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_1230><s_c_141>
  03:22 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_7342><s_c_5903>
  03:48 [视频-点赞/长播] <|video_begin|><s_a_5166><s_b_839><s_c_4887>
  04:03 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_3417><s_c_142>
  04:51 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7261><s_c_2337>
  05:20 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_978><s_c_4595>
  06:00 [视频-收藏/长播] <|video_begin|><s_a_2402><s_b_6261><s_c_360>
  06:06 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7381><s_c_535>
  07:14 [广告-点击] <|ad_begin|><s_a_6188><s_b_4352><s_c_3338>
  09:17 [广告-点击] <|ad_begin|><s_a_2817><s_b_581><s_c_4365>
  09:38 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1411><s_c_47>
  11:50 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6379><s_c_2513>
  12:27 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_1856><s_c_6873>
  12:27 [广告-点击] <|ad_begin|><s_a_7331><s_b_1856><s_c_6873>
  17:30 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_6196><s_c_5881>
  17:30 [视频-收藏/长播] <|video_begin|><s_a_3766><s_b_3678><s_c_3921>
  17:52 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_558><s_c_7754>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1801><s_c_2063>
  --:-- [商品-点击] <|prod_begin|><s_a_206><s_b_7938><s_c_3207>
  18:26 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_5102><s_c_3843>
  18:29 [视频-评论/长播] <|video_begin|><s_a_1464><s_b_3845><s_c_4074>
【2026-02-05】
  00:12 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_8148><s_c_7490>
  00:14 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_1448><s_c_7671>
  00:49 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_8025><s_c_4810>
  09:16 [视频-点赞/长播] <|video_begin|><s_a_3406><s_b_759><s_c_5881>
  09:32 [视频-点赞/长播] <|video_begin|><s_a_1911><s_b_5616><s_c_3454>
  09:32 [视频-评论/长播] <|video_begin|><s_a_2828><s_b_3587><s_c_1241>
  09:48 [视频-评论/长播] <|video_begin|><s_a_3657><s_b_4203><s_c_973>
  09:54 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_5893><s_c_6275>
  10:05 [视频-点赞/长播] <|video_begin|><s_a_2762><s_b_1469><s_c_2309>
  10:10 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_6973><s_c_3793>
  10:15 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_7214><s_c_7534>
  10:15 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_6727><s_c_3742>
  10:20 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_4996><s_c_1935>
  10:34 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_3182><s_c_4487>
  10:36 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_5268><s_c_7321>
  10:43 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_3417><s_c_4357>
  10:43 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_3422><s_c_3034>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_3417><s_c_41>
  10:53 [视频-评论/长播] <|video_begin|><s_a_5727><s_b_5244><s_c_814>
  11:44 [视频-评论/长播] <|video_begin|><s_a_1076><s_b_4198><s_c_6915>
  13:36 [视频-长播] <|video_begin|><s_a_7823><s_b_6234><s_c_4212>
  13:36 [视频-长播] <|video_begin|><s_a_5903><s_b_7870><s_c_6067>
  13:36 [视频-长播] <|video_begin|><s_a_3062><s_b_7381><s_c_2482>
  13:42 [视频-长播] <|video_begin|><s_a_4751><s_b_2419><s_c_5162>
  13:42 [视频-长播] <|video_begin|><s_a_3062><s_b_1822><s_c_6831>
  13:42 [视频-长播] <|video_begin|><s_a_4963><s_b_4033><s_c_5120>
  13:42 [视频-长播] <|video_begin|><s_a_3062><s_b_2799><s_c_8037>
  13:49 [视频-长播] <|video_begin|><s_a_2015><s_b_631><s_c_7676>
  13:49 [视频-长播] <|video_begin|><s_a_4963><s_b_2865><s_c_7718>
  13:55 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_7300><s_b_4323><s_c_4673>
  13:55 [视频-长播] <|video_begin|><s_a_16><s_b_481><s_c_853>
  13:55 [视频-长播] <|video_begin|><s_a_5295><s_b_876><s_c_4405>
  13:55 [视频-长播] <|video_begin|><s_a_1726><s_b_6196><s_c_1332>
  13:57 [视频-长播] <|video_begin|><s_a_3766><s_b_4358><s_c_6962>
  13:57 [视频-长播] <|video_begin|><s_a_3766><s_b_7184><s_c_3116>
  13:58 [视频-长播] <|video_begin|><s_a_3510><s_b_581><s_c_2793>
  13:58 [视频-长播] <|video_begin|><s_a_3766><s_b_6234><s_c_5944>
  13:59 [视频-长播] <|video_begin|><s_a_8113><s_b_594><s_c_5217>
  13:59 [视频-长播] <|video_begin|><s_a_7075><s_b_4916><s_c_47>
  14:02 [视频-长播] <|video_begin|><s_a_790><s_b_839><s_c_8165>
  14:04 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_47>
  14:11 [视频-长播] <|video_begin|><s_a_3115><s_b_5429><s_c_8109>
  14:11 [视频-长播] <|video_begin|><s_a_5023><s_b_4541><s_c_1162>
  14:11 [视频-长播] <|video_begin|><s_a_3826><s_b_6495><s_c_1004>
  14:11 [视频-长播] <|video_begin|><s_a_4963><s_b_25><s_c_7375>
  14:15 [视频-长播] <|video_begin|><s_a_6219><s_b_7111><s_c_8061>
  14:15 [视频-长播] <|video_begin|><s_a_5983><s_b_3624><s_c_5944>
  14:15 [视频-长播] <|video_begin|><s_a_3062><s_b_4916><s_c_532>
  14:17 [视频-长播] <|video_begin|><s_a_1335><s_b_4733><s_c_711>
  14:17 [视频-长播] <|video_begin|><s_a_1726><s_b_7024><s_c_2568>
  14:28 [视频-长播] <|video_begin|><s_a_4963><s_b_4041><s_c_4030>
  14:28 [视频-长播] <|video_begin|><s_a_6219><s_b_2575><s_c_2568>
  14:30 [视频-长播] <|video_begin|><s_a_5555><s_b_419><s_c_2194>
  14:30 [视频-长播] <|video_begin|><s_a_1985><s_b_57><s_c_2513>
  14:31 [视频-长播] <|video_begin|><s_a_7034><s_b_5241><s_c_272>
  14:32 [视频-长播] <|video_begin|><s_a_2508><s_b_2202><s_c_1379>
  14:32 [视频-长播] <|video_begin|><s_a_1726><s_b_2497><s_c_7244>
  14:33 [视频-长播] <|video_begin|><s_a_960><s_b_5876><s_c_3085>
  14:39 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_5511><s_c_3265>
  14:50 [视频-长播] <|video_begin|><s_a_3583><s_b_2780><s_c_1852>
  14:50 [视频-长播] <|video_begin|><s_a_3555><s_b_5454><s_c_853>
  14:50 [视频-长播] <|video_begin|><s_a_3627><s_b_3832><s_c_5853>
  15:00 [视频-长播] <|video_begin|><s_a_5991><s_b_6234><s_c_2194>
  15:02 [视频-长播] <|video_begin|><s_a_4032><s_b_1002><s_c_110>
  15:02 [视频-长播] <|video_begin|><s_a_3766><s_b_5893><s_c_360>
  15:02 [视频-长播] <|video_begin|><s_a_3766><s_b_2485><s_c_141>
  15:14 [视频-长播] <|video_begin|><s_a_1106><s_b_6234><s_c_7609>
  15:14 [视频-长播] <|video_begin|><s_a_1726><s_b_876><s_c_5687>
  15:19 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_1614>
  15:19 [视频-长播] <|video_begin|><s_a_16><s_b_7870><s_c_4636>
  15:22 [视频-长播] <|video_begin|><s_a_3766><s_b_1258><s_c_2678>
  15:26 [视频-长播] <|video_begin|><s_a_1726><s_b_5893><s_c_594>
  --:-- [商品-点击] <|prod_begin|><s_a_5304><s_b_4692><s_c_3824>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2312><s_c_5968>
  --:-- [商品-点击] <|prod_begin|><s_a_5138><s_b_7580><s_c_3268>
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 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。
请针对下列主题提取行为逻辑链：
主题：从泛化游戏兴趣到特定游戏周边的消费收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化游戏兴趣到特定游戏周边的消费收敛",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从泛化游戏兴趣到特定游戏周边的消费收敛","events":[{"date":"2025-08-25","action":"[直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_2403>","logic":"兴趣触发：首次明确关注以《无畏契约》为核心内容的游戏直播，表现出对该游戏的初步兴趣。"},{"date":"2025-10-19","action":"[商品-购买] <|prod_begin|><s_a_8034><s_b_5974><s_c_3412>","logic":"兴趣物化：在持续关注游戏内容后，首次将虚拟兴趣转化为实体消费，购买了与游戏直接相关的周边商品“蝴蝶刀”，实现了从内容观赏到实物拥有的认知跃迁。"},{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_5431><s_b_5658><s_c_3477>","logic":"兴趣深化与拓展：在购买了标志性武器模型后，用户的消费兴趣进一步拓展到更具日常实用性的游戏标志性周边（钥匙扣），显示出兴趣的持续和深化。"},{"date":"2026-02-03","action":"[商品-购买] <|prod_begin|><s_a_513><s_b_5727><s_c_7269>","logic":"闭环与身份认同：消费行为从实体周边回归到游戏内的虚拟服务（购买人气/点赞），表明用户不仅满足于拥有实体纪念品，还追求在游戏社区内的身份认同和虚拟价值提升，形成了“内容消费-实体消费-虚拟消费”的完整闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_7444><s_c_6318>
【2025-08-07】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3179><s_c_5236>
  --:-- [商品-购买] <|prod_begin|><s_a_6606><s_b_6462><s_c_5785>
【2025-08-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7098><s_b_6454><s_c_7314>
【2025-08-10】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3037><s_c_6065>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_4174><s_b_7820><s_c_5212>
【2025-09-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2032><s_b_3924><s_c_1400>
  --:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_3857><s_c_2249>
【2025-09-13】
  --:-- [商品-购买] <|prod_begin|><s_a_750><s_b_6454><s_c_2668>
  --:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_5637><s_c_5981>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_6195><s_b_2444><s_c_4610>
【2025-10-19】
  --:-- [商品-购买] <|prod_begin|><s_a_4297><s_b_221><s_c_2766>
【2025-10-25】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_573><s_c_1298>
【2025-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_6796><s_b_5143><s_c_4519>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7216><s_c_178>
  --:-- [商品-购买] <|prod_begin|><s_a_5044><s_b_7687><s_c_3818>
【2025-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_623><s_b_5619><s_c_5405>
【2025-11-04】
  --:-- [商品-购买] <|prod_begin|><s_a_3897><s_b_7912><s_c_2710>
  --:-- [商品-购买] <|prod_begin|><s_a_6911><s_b_1899><s_c_5559>
【2025-11-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6055><s_b_4231><s_c_3543>
【2025-11-30】
  --:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_2541><s_c_6072>
【2025-12-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7672><s_b_1964><s_c_3548>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-12-15】
  --:-- [商品-购买] <|prod_begin|><s_a_6617><s_b_5652><s_c_1205>
【2025-12-16】
  --:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7604><s_c_1662>
【2025-12-20】
  14:20 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
  19:59 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_5658>
  20:26 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_3877>
  22:00 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_4603>
【2025-12-21】
  00:40 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_8032>
  22:27 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_1614>
【2025-12-22】
  03:54 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_47>
  12:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2704>
  20:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_3522>
【2025-12-23】
  09:35 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7566>
  12:25 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4173><s_c_1935>
  17:33 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_834>
  20:42 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4647>
【2025-12-26】
  --:-- [商品-购买] <|prod_begin|><s_a_5708><s_b_7672><s_c_2514>
  22:34 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5061>
【2025-12-27】
  22:26 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2438>
【2025-12-28】
  01:48 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_7566>
  05:36 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7180><s_c_3047>
  07:43 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3670>
  12:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2148><s_c_3026>
  21:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1129>
【2025-12-29】
  03:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
  03:36 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
  12:11 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
  12:11 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
  14:00 [广告-点击] <|ad_begin|><s_a_3528><s_b_1141><s_c_5732>
  23:00 [广告-点击] <|ad_begin|><s_a_5229><s_b_3278><s_c_6057>
  23:53 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
  23:53 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
【2025-12-30】
  01:52 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2568>
  01:52 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2568>
  03:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6669>
  03:56 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6669>
  08:15 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_1125>
  08:15 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_1125>
  11:43 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
  11:43 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
  13:26 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_2756>
  13:26 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_2756>
【2025-12-31】
  01:21 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6771>
  01:21 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6771>
  19:55 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
  19:55 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
【2026-01-01】
  00:15 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6771><s_c_141>
  00:15 [广告-点击] <|ad_begin|><s_a_1393><s_b_6771><s_c_141>
  22:19 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5776>
  22:19 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5776>
  22:59 [广告-深度转化] <|ad_begin|><s_a_655><s_b_4879><s_c_1957>
  22:59 [广告-点击] <|ad_begin|><s_a_655><s_b_4879><s_c_1957>
【2026-01-02】
  00:43 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6156>
  00:43 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_6156>
  03:59 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_2451><s_c_3349>
  03:59 [广告-点击] <|ad_begin|><s_a_1393><s_b_2451><s_c_3349>
  09:08 [广告-点击] <|ad_begin|><s_a_5960><s_b_7608><s_c_1957>
【2026-01-03】
  09:00 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_7671>
  09:00 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_7671>
【2026-01-04】
  09:23 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
  09:23 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
  12:12 [广告-点击] <|ad_begin|><s_a_5998><s_b_7765><s_c_6583>
【2026-01-05】
  11:34 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1368>
  11:34 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1368>
  --:-- [商品-购买] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
【2026-01-06】
  00:54 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>
  00:54 [广告-点击] <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>
  --:-- [商品-购买] <|prod_begin|><s_a_2601><s_b_3549><s_c_2374>
【2026-01-07】
  14:01 [广告-点击] <|ad_begin|><s_a_395><s_b_104><s_c_6227>
【2026-01-08】
  --:-- [商品-购买] <|prod_begin|><s_a_3065><s_b_376><s_c_4696>
【2026-01-09】
  11:52 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
  11:52 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
  12:07 [广告-点击] <|ad_begin|><s_a_1393><s_b_3009><s_c_5563>
  12:18 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5979>
【2026-01-10】
  17:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
  17:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
  18:44 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
  18:44 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
【2026-01-11】
  20:01 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5349>
  20:01 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5349>
【2026-01-12】
  04:23 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_581><s_c_1935>
  04:23 [广告-点击] <|ad_begin|><s_a_1708><s_b_581><s_c_1935>
  05:35 [广告-点击] <|ad_begin|><s_a_1474><s_b_2246><s_c_6390>
  08:27 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_5851>
  08:27 [广告-点击] <|ad_begin|><s_a_2551><s_b_6234><s_c_5851>
【2026-01-13】
  02:20 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4032>
  02:20 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4032>
  03:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6900>
  03:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6900>
  13:17 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_416>
  13:17 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_416>
【2026-01-14】
  20:39 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7160>
  20:39 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7160>
【2026-01-15】
  07:53 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1>
  07:53 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1>
  08:21 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_2699>
【2026-01-16】
  00:43 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_8096>
  00:43 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_8096>
  02:15 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_845>
  06:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
  06:52 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
  07:39 [广告-点击] <|ad_begin|><s_a_1708><s_b_2221><s_c_4423>
【2026-01-17】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_24><s_c_4481>
  --:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_1802><s_c_5008>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3230><s_c_2408>
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4771><s_c_6065>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_6278>
  --:-- [商品-购买] <|prod_begin|><s_a_1515><s_b_966><s_c_7491>
  --:-- [商品-购买] <|prod_begin|><s_a_424><s_b_6454><s_c_4930>
【2026-01-21】
  --:-- [商品-购买] <|prod_begin|><s_a_5312><s_b_2448><s_c_5347>
  20:11 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_7165><s_c_5839>
  20:12 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4033><s_c_6873>
  20:24 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_7036><s_c_2756>
  20:40 [视频-收藏/长播] <|video_begin|><s_a_50><s_b_3915><s_c_1719>
  20:42 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_5511><s_c_1584>
【2026-01-22】
  01:54 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_4460><s_c_2661>
  04:47 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_4460><s_c_1009>
  04:47 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_5369><s_c_2077>
  04:51 [视频-收藏/长播] <|video_begin|><s_a_6542><s_b_966><s_c_5563>
  07:14 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4134><s_c_4820>
  07:37 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_966><s_c_6805>
  22:29 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_6642><s_c_6065>
【2026-01-23】
  05:07 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_6442><s_c_6559>
  08:21 [视频-点赞/长播] <|video_begin|><s_a_4825><s_b_3189><s_c_4166>
  08:40 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_1413><s_c_1009>
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_1392><s_c_5404>
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_2428><s_c_803>
  20:17 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3775>
  20:57 [视频-收藏/长播] <|video_begin|><s_a_3958><s_b_4198><s_c_3770>
【2026-01-24】
  00:28 [视频-收藏/长播] <|video_begin|><s_a_3113><s_b_1736><s_c_5563>
  01:36 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4134><s_c_1659>
  02:36 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_4134><s_c_6215>
  02:48 [视频-收藏/长播] <|video_begin|><s_a_6583><s_b_765><s_c_2661>
  02:48 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_978><s_c_6869>
  05:06 [视频-收藏/长播] <|video_begin|><s_a_7204><s_b_7030><s_c_5186>
  05:08 [视频-收藏/长播] <|video_begin|><s_a_4785><s_b_5484><s_c_6355>
  05:08 [视频-点赞/长播] <|video_begin|><s_a_6955><s_b_6782><s_c_7257>
  05:52 [视频-收藏/长播] <|video_begin|><s_a_5019><s_b_479><s_c_104>
  08:03 [视频-收藏/长播] <|video_begin|><s_a_506><s_b_1636><s_c_5563>
  14:20 [视频-收藏/长播] <|video_begin|><s_a_6474><s_b_6924><s_c_6067>
  --:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3206><s_c_7748>
  --:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
  --:-- [商品-点击] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_7978>
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_961><s_c_2306>
  --:-- [商品-购买] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
  22:35 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6816>
  22:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6816>
【2026-01-25】
  13:26 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1614>
  --:-- [商品-点击] <|prod_begin|><s_a_6617><s_b_329><s_c_356>
  --:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
  20:12 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_4571><s_c_5563>
  20:12 [广告-点击] <|ad_begin|><s_a_3308><s_b_4571><s_c_5563>
【2026-01-26】
  19:32 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6879>
  --:-- [商品-点击] <|prod_begin|><s_a_3837><s_b_6498><s_c_597>
  --:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_2428><s_c_4822>
  --:-- [商品-购买] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
  20:39 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1206><s_c_4487>
  20:39 [广告-点击] <|ad_begin|><s_a_1393><s_b_1206><s_c_4487>
【2026-01-27】
  00:11 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_1557><s_c_4631>
  02:59 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_4134><s_c_793>
  04:44 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_5511><s_c_6771>
  04:44 [广告-点击] <|ad_begin|><s_a_6275><s_b_5511><s_c_6771>
  06:39 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_7568>
  06:39 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_7568>
  11:41 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_7123><s_c_7806>
  12:32 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_391>
  --:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
  22:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7534>
  22:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7534>
【2026-01-28】
  03:30 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_7548>
  03:30 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_7548>
  05:23 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
  05:23 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
  06:18 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_4134><s_c_6954>
  06:23 [视频-点赞/长播] <|video_begin|><s_a_3380><s_b_7665><s_c_7688>
  07:46 [视频-收藏/长播] <|video_begin|><s_a_5695><s_b_4134><s_c_2370>
  07:48 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_7036><s_c_1542>
  08:00 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_697><s_c_4110>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
  23:32 [视频-收藏/长播] <|video_begin|><s_a_5048><s_b_4134><s_c_7738>
【2026-01-29】
  04:11 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_7608><s_c_6915>
  04:11 [广告-点击] <|ad_begin|><s_a_3308><s_b_7608><s_c_6915>
  05:10 [视频-收藏/长播] <|video_begin|><s_a_5695><s_b_3549><s_c_6215>
  06:19 [视频-点赞/长播] <|video_begin|><s_a_4785><s_b_197><s_c_842>
  --:-- [商品-点击] <|prod_begin|><s_a_6177><s_b_164><s_c_4237>
  20:57 [视频-收藏/长播] <|video_begin|><s_a_4030><s_b_4134><s_c_3878>
【2026-01-30】
  01:30 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7718>
  01:30 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7718>
  05:02 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3501>
  --:-- [商品-点击] <|prod_begin|><s_a_4781><s_b_7969><s_c_5018>
  --:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_6426><s_c_1990>
  --:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_6426><s_c_1990>
  20:38 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3936>
  20:52 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
  20:52 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
【2026-01-31】
  01:34 [视频-收藏/长播] <|video_begin|><s_a_7662><s_b_4134><s_c_3401>
  --:-- [商品-点击] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
【2026-02-01】
  00:02 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4060>
  00:02 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4060>
  06:07 [视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>
  06:29 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5633>
  06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5633>
  --:-- [商品-点击] <|prod_begin|><s_a_5014><s_b_5912><s_c_1502>
  23:21 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  23:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_458><s_b_1740><s_c_4365>
【2026-02-02】
  00:47 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_1935>
  10:49 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_82>
  10:49 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_82>
  --:-- [商品-点击] <|prod_begin|><s_a_7764><s_b_3982><s_c_738>
  --:-- [商品-点击] <|prod_begin|><s_a_7357><s_b_1557><s_c_5665>
  23:25 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_3995>
  23:25 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_3995>
【2026-02-03】
  00:36 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
  01:04 [视频-收藏/长播] <|video_begin|><s_a_3311><s_b_4156><s_c_6177>
  02:13 [视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>
  02:39 [视频-收藏/长播] <|video_begin|><s_a_2252><s_b_7888><s_c_3283>
  02:48 [视频-收藏/长播] <|video_begin|><s_a_3958><s_b_3832><s_c_2438>
  03:56 [视频-收藏/长播] <|video_begin|><s_a_2979><s_b_7887><s_c_4631>
  04:04 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5727><s_c_7289>
  --:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
  --:-- [商品-点击] <|prod_begin|><s_a_2695><s_b_1505><s_c_3020>
  --:-- [商品-点击] <|prod_begin|><s_a_4510><s_b_2056><s_c_7868>
  --:-- [商品-点击] <|prod_begin|><s_a_2218><s_b_7878><s_c_2274>
  --:-- [商品-点击] <|prod_begin|><s_a_3054><s_b_3015><s_c_4114>
  --:-- [商品-点击] <|prod_begin|><s_a_7672><s_b_610><s_c_5150>
  --:-- [商品-点击] <|prod_begin|><s_a_7910><s_b_3076><s_c_6749>
  --:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
  --:-- [商品-点击] <|prod_begin|><s_a_666><s_b_8121><s_c_4115>
  --:-- [商品-点击] <|prod_begin|><s_a_5392><s_b_7887><s_c_4986>
  --:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_7457><s_c_7908>
  --:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
  --:-- [商品-点击] <|prod_begin|><s_a_7672><s_b_2660><s_c_259>
  --:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
  --:-- [商品-点击] <|prod_begin|><s_a_4454><s_b_5652><s_c_7018>
  --:-- [商品-购买] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
  --:-- [商品-购买] <|prod_begin|><s_a_7910><s_b_3076><s_c_6749>
  21:00 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_1127>
  21:00 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_1127>
【2026-02-04】
  02:05 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_1519><s_c_1179>
  02:05 [广告-点击] <|ad_begin|><s_a_4403><s_b_1519><s_c_1179>
  08:00 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
  08:00 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
  --:-- [商品-点击] <|prod_begin|><s_a_222><s_b_2175><s_c_3470>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_6874><s_c_1038>
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_4092><s_c_2260>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1025><s_c_3198>
  19:40 [视频-点赞/长播] <|video_begin|><s_a_2979><s_b_5150><s_c_2465>
  20:16 [视频-收藏/长播] <|video_begin|><s_a_1474><s_b_2419><s_c_2225>
【2026-02-05】
  00:02 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4939><s_c_851>
  00:02 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_1738><s_c_1906>
  06:55 [视频-长播] <|video_begin|><s_a_1936><s_b_6708><s_c_4724>
  06:58 [视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>
  06:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_1240><s_b_4134><s_c_2647>
  06:59 [视频-长播] <|video_begin|><s_a_1106><s_b_7390><s_c_4318>
  06:59 [视频-长播] <|video_begin|><s_a_2135><s_b_4324><s_c_7754>
  07:02 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_5510>
  07:02 [视频-长播] <|video_begin|><s_a_5295><s_b_1413><s_c_8143>
  07:02 [视频-关注/长播] <|video_begin|><s_a_2135><s_b_8179><s_c_1148>
  07:07 [视频-长播] <|video_begin|><s_a_532><s_b_4134><s_c_1205>
  07:13 [视频-长播] <|video_begin|><s_a_2135><s_b_594><s_c_4548>
  07:18 [视频-长播] <|video_begin|><s_a_6508><s_b_4134><s_c_6215>
  07:23 [视频-长播] <|video_begin|><s_a_6705><s_b_4134><s_c_1509>
  07:25 [视频-长播] <|video_begin|><s_a_5564><s_b_990><s_c_2261>
  07:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4291><s_c_1440>
  07:31 [视频-长播] <|video_begin|><s_a_1409><s_b_3280><s_c_6038>
  07:31 [视频-长播] <|video_begin|><s_a_7097><s_b_2828><s_c_6390>
  07:31 [视频-长播] <|video_begin|><s_a_1335><s_b_4746><s_c_1306>
  07:39 [视频-长播] <|video_begin|><s_a_2709><s_b_7493><s_c_1806>
  07:39 [视频-长播] <|video_begin|><s_a_7893><s_b_3456><s_c_7315>
  07:40 [视频-长播] <|video_begin|><s_a_2015><s_b_233><s_c_7602>
  07:43 [视频-长播] <|video_begin|><s_a_6401><s_b_184><s_c_7840>
  07:43 [视频-长播] <|video_begin|><s_a_532><s_b_2826><s_c_7119>
  07:43 [视频-长播] <|video_begin|><s_a_6321><s_b_4134><s_c_143>
  07:45 [视频-长播] <|video_begin|><s_a_2135><s_b_5238><s_c_6559>
  07:51 [视频-长播] <|video_begin|><s_a_6401><s_b_6477><s_c_3709>
  07:53 [视频-收藏/长播] <|video_begin|><s_a_2979><s_b_7933><s_c_4693>
  07:55 [视频-长播] <|video_begin|><s_a_2898><s_b_7051><s_c_8183>
  07:56 [视频-长播] <|video_begin|><s_a_4751><s_b_7028><s_c_6559>
  08:00 [视频-长播] <|video_begin|><s_a_575><s_b_4893><s_c_6379>
  08:00 [视频-长播] <|video_begin|><s_a_4623><s_b_2744><s_c_390>
  08:02 [视频-长播] <|video_begin|><s_a_2562><s_b_4458><s_c_1935>
  08:04 [视频-长播] <|video_begin|><s_a_2768><s_b_4944><s_c_7616>
  08:04 [视频-长播] <|video_begin|><s_a_1276><s_b_7019><s_c_4355>
  08:04 [视频-长播] <|video_begin|><s_a_842><s_b_5150><s_c_5407>
  08:06 [视频-长播] <|video_begin|><s_a_1106><s_b_104><s_c_4423>
  08:06 [视频-长播] <|video_begin|><s_a_6845><s_b_780><s_c_6442>
  08:06 [视频-长播] <|video_begin|><s_a_7542><s_b_1497><s_c_3189>
  08:47 [视频-长播] <|video_begin|><s_a_6492><s_b_438><s_c_4092>
  12:01 [视频-长播] <|video_begin|><s_a_5295><s_b_876><s_c_6531>
  12:04 [视频-长播] <|video_begin|><s_a_5452><s_b_4092><s_c_6215>
  12:04 [视频-长播] <|video_begin|><s_a_6490><s_b_1822><s_c_5563>
  12:07 [视频-长播] <|video_begin|><s_a_5295><s_b_6690><s_c_6601>
  12:07 [视频-长播] <|video_begin|><s_a_5739><s_b_3915><s_c_5687>
  12:07 [视频-长播] <|video_begin|><s_a_1335><s_b_4092><s_c_6871>
  12:07 [视频-长播] <|video_begin|><s_a_5295><s_b_6690><s_c_3608>
  12:07 [视频-长播] <|video_begin|><s_a_6955><s_b_5511><s_c_7234>
  12:22 [视频-长播] <|video_begin|><s_a_1340><s_b_7665><s_c_2722>
  12:22 [视频-长播] <|video_begin|><s_a_5568><s_b_6426><s_c_5674>
  12:24 [视频-长播] <|video_begin|><s_a_2462><s_b_2956><s_c_5985>
  12:24 [视频-长播] <|video_begin|><s_a_1464><s_b_4048><s_c_5563>
  12:27 [视频-长播] <|video_begin|><s_a_5181><s_b_4092><s_c_6468>
  12:27 [视频-长播] <|video_begin|><s_a_1335><s_b_2854><s_c_532>
  12:27 [视频-长播] <|video_begin|><s_a_5602><s_b_4460><s_c_4200>
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心逻辑要求（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请根据以下主题提取行为逻辑链：
主题：从健康焦虑到精准化饮食管理的认知演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从健康焦虑到精准化饮食管理的认知演化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

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":"从健康焦虑到精准化饮食管理的认知演化","events":[{"date":"2026-02-01","action":"[视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>","logic":"问题触发：通过浏览甲状腺术后康复视频，表现出对该健康问题的初步关注。"},{"date":"2026-02-03","action":"[视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>","logic":"兴趣深化：从关注术后即时状态转向长期康复和生活方式管理，通过观看他人经验分享，寻求可行的实践路径。"},{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>","logic":"认知收敛与增量：从泛化的生活方式管理，聚焦到具体的营养素（硒）和食疗方案，完成了从“问题是什么”到“具体怎么做”的认知闭环，获得了明确的行动指导。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_1316><s_c_7534>
【2024-06-30】
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_7024><s_c_7783>
【2024-07-17】
  --:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_3734><s_c_7237>
【2024-08-20】
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_44><s_c_4895>
【2024-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_6983><s_b_6374><s_c_3745>
【2024-09-18】
  --:-- [商品-购买] <|prod_begin|><s_a_6983><s_b_1679><s_c_6777>
【2024-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_2347><s_c_7726>
【2025-01-11】
  --:-- [直播-关注] <|living_begin|><s_a_7074><s_b_1546><s_c_3096>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_6234><s_c_1803>
【2025-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6771><s_c_6278>
【2025-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_5946><s_b_7342><s_c_6278>
【2025-04-26】
  --:-- [直播-关注] <|living_begin|><s_a_2240><s_b_3916><s_c_7675>
【2025-05-02】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_2221><s_c_4657>
【2025-07-20】
  --:-- [直播-关注] <|living_begin|><s_a_5946><s_b_7878><s_c_6509>
【2025-07-28】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_1546><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_988><s_c_105>
  --:-- [直播-首次打赏] <|living_begin|><s_a_7728><s_b_6771><s_c_7951>
【2025-08-02】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_8002><s_c_677>
【2025-08-09】
  --:-- [商品-点击] <|prod_begin|><s_a_5135><s_b_5499><s_c_1114>
【2025-08-17】
  --:-- [商品-点击] <|prod_begin|><s_a_2412><s_b_2065><s_c_6779>
  --:-- [商品-点击] <|prod_begin|><s_a_1851><s_b_108><s_c_1461>
  --:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_108><s_c_7066>
【2025-09-17】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_8049><s_c_5839>
【2025-09-25】
  --:-- [直播-关注] <|living_begin|><s_a_6727><s_b_3915><s_c_2513>
【2025-09-30】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_5727><s_c_3914>
【2025-10-30】
  --:-- [直播-关注] <|living_begin|><s_a_7074><s_b_6244><s_c_6153>
【2025-11-04】
  --:-- [直播-关注] <|living_begin|><s_a_7728><s_b_7808><s_c_7951>
【2025-11-05】
  --:-- [商品-点击] <|prod_begin|><s_a_3733><s_b_5302><s_c_2496>
  --:-- [商品-购买] <|prod_begin|><s_a_3733><s_b_5302><s_c_2496>
【2025-11-21】
  --:-- [商品-点击] <|prod_begin|><s_a_1515><s_b_347><s_c_2717>
  --:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_7525><s_c_7395>
【2025-11-27】
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_2789><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_812><s_c_6712>
  --:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_2021><s_c_5331>
  --:-- [商品-点击] <|prod_begin|><s_a_3733><s_b_2811><s_c_2524>
  --:-- [商品-点击] <|prod_begin|><s_a_1048><s_b_4532><s_c_5207>
  --:-- [商品-点击] <|prod_begin|><s_a_1048><s_b_4532><s_c_5004>
  --:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_812><s_c_6712>
【2025-11-28】
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_7132><s_c_2496>
  --:-- [商品-点击] <|prod_begin|><s_a_7546><s_b_3335><s_c_1418>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_4631>
【2025-12-04】
  --:-- [商品-点击] <|prod_begin|><s_a_2877><s_b_724><s_c_2258>
  --:-- [商品-点击] <|prod_begin|><s_a_2877><s_b_1448><s_c_2258>
【2025-12-05】
  --:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_17><s_c_4531>
  --:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5066><s_c_4181>
  --:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5260><s_c_1741>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2990><s_c_1061>
  --:-- [商品-点击] <|prod_begin|><s_a_2877><s_b_7178><s_c_7178>
  --:-- [商品-购买] <|prod_begin|><s_a_307><s_b_2990><s_c_1061>
  --:-- [商品-购买] <|prod_begin|><s_a_2877><s_b_7178><s_c_7178>
【2025-12-07】
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_5302><s_c_4832>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2649><s_c_1061>
  --:-- [商品-点击] <|prod_begin|><s_a_1851><s_b_108><s_c_1461>
【2025-12-09】
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6771><s_c_7706>
【2025-12-10】
  --:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_4613><s_c_5650>
【2025-12-13】
  12:59 [广告-点击] <|ad_begin|><s_a_2505><s_b_4491><s_c_1321>
【2025-12-15】
  --:-- [商品-点击] <|prod_begin|><s_a_3733><s_b_7232><s_c_3887>
  --:-- [商品-点击] <|prod_begin|><s_a_2000><s_b_2376><s_c_1775>
【2025-12-16】
  --:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_17><s_c_4531>
【2025-12-19】
  10:22 [广告-点击] <|ad_begin|><s_a_153><s_b_848><s_c_1935>
【2025-12-20】
  --:-- [直播-关注] <|living_begin|><s_a_5946><s_b_5727><s_c_4467>
  06:35 [广告-点击] <|ad_begin|><s_a_5048><s_b_4996><s_c_1614>
【2025-12-21】
  --:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5002><s_c_6173>
【2025-12-25】
  07:28 [广告-点击] <|ad_begin|><s_a_7479><s_b_8151><s_c_2679>
  --:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_5717><s_c_6437>
  --:-- [商品-点击] <|prod_begin|><s_a_7863><s_b_729><s_c_1282>
  --:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1679><s_c_5845>
  --:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_4538><s_c_3530>
  --:-- [商品-点击] <|prod_begin|><s_a_525><s_b_1407><s_c_1407>
  --:-- [商品-点击] <|prod_begin|><s_a_525><s_b_1407><s_c_1407>
  --:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1046><s_c_2531>
  --:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_5565><s_c_968>
  --:-- [商品-购买] <|prod_begin|><s_a_1407><s_b_1407><s_c_1407>
  18:24 [广告-点击] <|ad_begin|><s_a_1351><s_b_3589><s_c_4611>
【2025-12-26】
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7580><s_c_1131>
【2025-12-27】
  05:40 [广告-点击] <|ad_begin|><s_a_472><s_b_4932><s_c_3501>
  18:09 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_2647>
【2025-12-29】
  15:45 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_4603>
  16:07 [广告-点击] <|ad_begin|><s_a_2505><s_b_4491><s_c_1321>
【2025-12-31】
  19:29 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_4060>
  19:31 [广告-点击] <|ad_begin|><s_a_655><s_b_6051><s_c_4636>
【2026-01-01】
  14:10 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_4373>
  19:19 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1178>
【2026-01-02】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5803><s_b_1469><s_c_4467>
  14:52 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_5621>
【2026-01-06】
  05:16 [广告-点击] <|ad_begin|><s_a_6219><s_b_6924><s_c_1659>
【2026-01-08】
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1144><s_c_5273>
  --:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_288><s_c_4748>
  14:05 [广告-点击] <|ad_begin|><s_a_143><s_b_1119><s_c_6557>
  14:44 [广告-点击] <|ad_begin|><s_a_5687><s_b_2485><s_c_4859>
  19:34 [广告-点击] <|ad_begin|><s_a_759><s_b_5044><s_c_2643>
  19:45 [广告-点击] <|ad_begin|><s_a_5687><s_b_57><s_c_3207>
  20:05 [广告-点击] <|ad_begin|><s_a_4258><s_b_1206><s_c_2646>
【2026-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_5946><s_b_5757><s_c_4467>
  07:03 [广告-点击] <|ad_begin|><s_a_2505><s_b_3132><s_c_1741>
  16:44 [广告-点击] <|ad_begin|><s_a_5910><s_b_4213><s_c_4467>
【2026-01-11】
  19:47 [广告-点击] <|ad_begin|><s_a_5910><s_b_7214><s_c_1708>
【2026-01-12】
  10:50 [广告-点击] <|ad_begin|><s_a_1383><s_b_7525><s_c_8037>
【2026-01-13】
  04:38 [广告-点击] <|ad_begin|><s_a_5687><s_b_5268><s_c_5186>
【2026-01-14】
  19:29 [广告-点击] <|ad_begin|><s_a_5687><s_b_57><s_c_3207>
【2026-01-16】
  17:40 [广告-点击] <|ad_begin|><s_a_5910><s_b_1411><s_c_1708>
  21:13 [广告-点击] <|ad_begin|><s_a_5910><s_b_7214><s_c_1708>
【2026-01-17】
  16:43 [广告-点击] <|ad_begin|><s_a_5910><s_b_4213><s_c_4467>
【2026-01-18】
  12:01 [广告-点击] <|ad_begin|><s_a_7039><s_b_4702><s_c_2398>
  20:08 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2799><s_c_1111>
  20:08 [广告-点击] <|ad_begin|><s_a_2817><s_b_2799><s_c_1111>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_7618><s_b_266><s_c_2887>
  10:08 [广告-点击] <|ad_begin|><s_a_1584><s_b_4932><s_c_4636>
【2026-01-20】
  06:05 [广告-点击] <|ad_begin|><s_a_5910><s_b_1411><s_c_1708>
  10:16 [广告-点击] <|ad_begin|><s_a_2899><s_b_7762><s_c_7267>
【2026-01-21】
  07:32 [广告-点击] <|ad_begin|><s_a_8143><s_b_513><s_c_2509>
  09:46 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
  16:03 [视频-评论/点赞/长播] <|video_begin|><s_a_1584><s_b_713><s_c_3317>
  19:42 [视频-评论/收藏/长播] <|video_begin|><s_a_5417><s_b_8049><s_c_3777>
【2026-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_726><s_b_5727><s_c_6278>
  01:06 [视频-收藏/长播] <|video_begin|><s_a_6329><s_b_7381><s_c_7141>
  01:46 [视频-收藏/长播] <|video_begin|><s_a_8164><s_b_6771><s_c_5687>
  03:49 [视频-评论/点赞/长播] <|video_begin|><s_a_3935><s_b_935><s_c_3261>
  03:49 [视频-关注/点赞/长播] <|video_begin|><s_a_4795><s_b_4092><s_c_7899>
  17:38 [视频-收藏/长播] <|video_begin|><s_a_7038><s_b_6006><s_c_1170>
  17:49 [广告-点击] <|ad_begin|><s_a_1985><s_b_3504><s_c_1332>
  21:57 [视频-收藏/长播] <|video_begin|><s_a_5417><s_b_6261><s_c_2696>
  23:37 [视频-评论/点赞/长播] <|video_begin|><s_a_1985><s_b_7261><s_c_25>
【2026-01-23】
  00:29 [视频-转发/长播] <|video_begin|><s_a_5417><s_b_1799><s_c_7211>
  00:36 [视频-转发/点赞/长播] <|video_begin|><s_a_4284><s_b_451><s_c_4595>
  02:50 [广告-点击] <|ad_begin|><s_a_4858><s_b_1212><s_c_1616>
  04:21 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_4915><s_c_5162>
  13:19 [视频-评论/点赞/长播] <|video_begin|><s_a_5417><s_b_5175><s_c_1148>
【2026-01-25】
  02:49 [视频-收藏/长播] <|video_begin|><s_a_7460><s_b_935><s_c_5807>
  04:47 [视频-评论/点赞/长播] <|video_begin|><s_a_4016><s_b_6379><s_c_3016>
  05:04 [视频-收藏/长播] <|video_begin|><s_a_5417><s_b_665><s_c_6513>
  15:23 [视频-评论/点赞/长播] <|video_begin|><s_a_4963><s_b_4477><s_c_7839>
  15:42 [视频-收藏/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_7326>
【2026-01-26】
  03:21 [视频-评论/点赞/长播] <|video_begin|><s_a_4667><s_b_6519><s_c_8123>
  05:34 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_713><s_c_1591>
  07:25 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_5511><s_c_7548>
  13:55 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_1799><s_c_141>
  15:02 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_5454><s_c_359>
  15:39 [视频-评论/长播] <|video_begin|><s_a_7074><s_b_7497><s_c_5600>
  15:39 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_7268>
  16:52 [视频-点赞/长播] <|video_begin|><s_a_3555><s_b_2419><s_c_6278>
  17:16 [视频-转发/收藏/长播] <|video_begin|><s_a_5181><s_b_980><s_c_2530>
【2026-01-27】
  10:43 [视频-点赞/长播] <|video_begin|><s_a_5452><s_b_839><s_c_3998>
  10:48 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_25><s_c_8151>
  13:56 [视频-评论/点赞/长播] <|video_begin|><s_a_116><s_b_6261><s_c_6150>
  16:11 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_5815><s_c_5115>
  16:14 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_5489><s_c_4405>
  16:25 [视频-评论/点赞/长播] <|video_begin|><s_a_5903><s_b_5489><s_c_7456>
  16:50 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_988><s_c_141>
  16:50 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_1141><s_c_3026>
  18:34 [广告-点击] <|ad_begin|><s_a_3544><s_b_1822><s_c_5807>
  23:30 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_2799><s_c_1614>
  23:30 [视频-收藏/长播] <|video_begin|><s_a_6704><s_b_6234><s_c_5576>
【2026-01-28】
  00:03 [视频-评论/长播] <|video_begin|><s_a_2899><s_b_3633><s_c_1322>
  01:03 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_6467><s_c_1004>
  01:17 [视频-关注/点赞/长播] <|video_begin|><s_a_1911><s_b_5616><s_c_6976>
  01:29 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_6311><s_c_1776>
  01:36 [广告-点击] <|ad_begin|><s_a_1923><s_b_1232><s_c_7880>
  06:30 [视频-评论/长播] <|video_begin|><s_a_4741><s_b_56><s_c_853>
  06:55 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_6442><s_c_3207>
  06:55 [视频-点赞/长播] <|video_begin|><s_a_4540><s_b_1596><s_c_5162>
  07:02 [视频-转发/长播] <|video_begin|><s_a_5903><s_b_1699><s_c_6067>
  07:25 [视频-评论/长播] <|video_begin|><s_a_16><s_b_6467><s_c_853>
  07:33 [视频-评论/长播] <|video_begin|><s_a_16><s_b_1527><s_c_4603>
  08:01 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_7959><s_c_5227>
  08:04 [视频-评论/长播] <|video_begin|><s_a_6594><s_b_2789><s_c_1111>
  08:15 [视频-点赞/长播] <|video_begin|><s_a_4312><s_b_3826><s_c_141>
  08:33 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_4432><s_c_7615>
  08:58 [视频-评论/长播] <|video_begin|><s_a_6503><s_b_3302><s_c_3606>
  08:58 [视频-点赞/长播] <|video_begin|><s_a_1318><s_b_2333><s_c_5467>
  09:43 [视频-评论/长播] <|video_begin|><s_a_8127><s_b_2963><s_c_5965>
  10:02 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3185><s_c_5944>
  10:20 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_1107><s_c_5413>
  10:22 [视频-点赞/长播] <|video_begin|><s_a_759><s_b_353><s_c_1295>
  10:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_5885><s_c_6067>
  10:43 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_8150><s_c_6416>
  10:43 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_6261><s_c_3725>
  11:01 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_1184><s_c_6390>
  11:29 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_2530>
  15:17 [视频-评论/点赞/长播] <|video_begin|><s_a_5991><s_b_4432><s_c_4543>
  15:41 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_4186>
  23:04 [视频-评论/长播] <|video_begin|><s_a_5555><s_b_1184><s_c_7548>
  23:13 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_2485><s_c_1118>
  23:18 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_7608><s_c_6278>
  23:18 [视频-收藏/长播] <|video_begin|><s_a_2067><s_b_3059><s_c_7934>
  23:20 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_7858><s_c_4373>
【2026-01-29】
  01:34 [视频-评论/长播] <|video_begin|><s_a_5555><s_b_2203><s_c_4851>
  01:34 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6727><s_c_8037>
  07:00 [视频-评论/长播] <|video_begin|><s_a_472><s_b_7525><s_c_6919>
  07:00 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_2549><s_c_4200>
  --:-- [商品-点击] <|prod_begin|><s_a_2389><s_b_988><s_c_7937>
  10:40 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_6973><s_c_6535>
  10:55 [视频-评论/长播] <|video_begin|><s_a_701><s_b_2687><s_c_1225>
  11:15 [视频-评论/长播] <|video_begin|><s_a_7984><s_b_7184><s_c_5162>
  11:15 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_4041><s_c_1352>
  13:04 [视频-点赞/长播] <|video_begin|><s_a_6757><s_b_5269><s_c_2475>
  13:04 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1527><s_c_899>
  15:36 [视频-评论/点赞/长播] <|video_begin|><s_a_5417><s_b_7261><s_c_2530>
  15:42 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_946><s_c_513>
  18:04 [视频-浏览] <|video_begin|><s_a_562><s_b_6033><s_c_831>
  19:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_1911><s_b_3552><s_c_1708>
  19:31 [视频-评论/长播] <|video_begin|><s_a_5181><s_b_7514><s_c_4074>
  20:22 [视频-点赞/长播] <|video_begin|><s_a_3539><s_b_5042><s_c_286>
  21:53 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_6123><s_c_7899>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_7397><s_b_3594><s_c_2235>
  12:29 [视频-评论/长播] <|video_begin|><s_a_1509><s_b_6234><s_c_7619>
  13:08 [视频-评论/长播] <|video_begin|><s_a_6219><s_b_713><s_c_1935>
  13:27 [视频-评论/长播] <|video_begin|><s_a_1659><s_b_6234><s_c_6659>
  13:27 [视频-评论/长播] <|video_begin|><s_a_274><s_b_679><s_c_5749>
  18:58 [视频-评论/收藏/长播] <|video_begin|><s_a_3300><s_b_5727><s_c_3001>
  19:49 [视频-评论/长播] <|video_begin|><s_a_5181><s_b_1952><s_c_1708>
  21:35 [视频-评论/收藏/长播] <|video_begin|><s_a_5417><s_b_7888><s_c_6278>
  21:46 [视频-评论/长播] <|video_begin|><s_a_8164><s_b_3656><s_c_7616>
  21:50 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_57><s_c_1752>
【2026-01-31】
  01:10 [视频-评论/点赞/长播] <|video_begin|><s_a_5446><s_b_5668><s_c_5881>
  01:10 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_7211>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7953><s_c_5589>
  15:52 [视频-点赞/长播] <|video_begin|><s_a_4185><s_b_6771><s_c_3406>
  15:52 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_5926><s_c_907>
  18:40 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_724><s_c_5988>
  20:57 [视频-评论/长播] <|video_begin|><s_a_2051><s_b_2799><s_c_5576>
【2026-02-01】
  14:04 [视频-评论/长播] <|video_begin|><s_a_3384><s_b_3831><s_c_4454>
  15:52 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_6771><s_c_516>
  17:18 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_7676>
  19:06 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_6234><s_c_7315>
  19:15 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_5563>
【2026-02-02】
  03:41 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_2789><s_c_141>
  03:41 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4932><s_c_7616>
  03:52 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_620><s_c_6156>
  07:15 [视频-评论/点赞/长播] <|video_begin|><s_a_1985><s_b_2289><s_c_6278>
  07:24 [视频-评论/点赞/长播] <|video_begin|><s_a_4963><s_b_3589><s_c_6561>
  07:28 [视频-点赞/长播] <|video_begin|><s_a_3836><s_b_3827><s_c_1542>
  07:32 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_6006><s_c_7267>
  07:40 [视频-评论/长播] <|video_begin|><s_a_7324><s_b_4259><s_c_7635>
  07:59 [视频-评论/长播] <|video_begin|><s_a_5417><s_b_6442><s_c_2530>
  08:21 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_4293><s_c_7754>
  08:47 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_4324><s_c_5677>
  13:23 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_7342><s_c_7096>
  13:28 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_6379><s_c_1935>
  16:08 [视频-浏览] <|video_begin|><s_a_4963><s_b_4059><s_c_7065>
  16:10 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_594><s_c_7073>
  16:25 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_2497><s_c_3552>
  17:05 [视频-评论/长播] <|video_begin|><s_a_6665><s_b_3506><s_c_1019>
  17:09 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6771><s_c_987>
  17:10 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_6771><s_c_7958>
【2026-02-03】
  04:45 [视频-评论/长播] <|video_begin|><s_a_7774><s_b_2817><s_c_958>
  08:53 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_4000><s_c_495>
  09:07 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_2789><s_c_1659>
  09:29 [视频-评论/长播] <|video_begin|><s_a_5417><s_b_6973><s_c_7840>
  09:36 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4915><s_c_7420>
  11:47 [视频-长播] <|video_begin|><s_a_4963><s_b_1089><s_c_6227>
  11:55 [视频-长播] <|video_begin|><s_a_2899><s_b_1141><s_c_539>
  11:55 [视频-长播] <|video_begin|><s_a_5632><s_b_6379><s_c_7211>
  11:57 [视频-长播] <|video_begin|><s_a_2364><s_b_5926><s_c_4872>
  13:02 [视频-长播] <|video_begin|><s_a_8113><s_b_5582><s_c_1510>
  13:02 [视频-长播] <|video_begin|><s_a_2015><s_b_6442><s_c_236>
  13:02 [视频-长播] <|video_begin|><s_a_4032><s_b_1892><s_c_5061>
  13:02 [视频-长播] <|video_begin|><s_a_4032><s_b_6771><s_c_2173>
  13:08 [视频-长播] <|video_begin|><s_a_7385><s_b_1799><s_c_6583>
  13:08 [视频-长播] <|video_begin|><s_a_4032><s_b_57><s_c_1659>
  13:08 [视频-评论/长播] <|video_begin|><s_a_2587><s_b_3961><s_c_3041>
  16:07 [广告-点击] <|ad_begin|><s_a_2899><s_b_1369><s_c_5621>
  19:52 [视频-长播] <|video_begin|><s_a_5023><s_b_3185><s_c_6178>
  19:52 [视频-长播] <|video_begin|><s_a_5295><s_b_7333><s_c_2531>
  20:13 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_6234><s_c_471>
  20:41 [视频-评论/长播] <|video_begin|><s_a_2207><s_b_3636><s_c_7211>
  21:04 [视频-评论/点赞/长播] <|video_begin|><s_a_3608><s_b_727><s_c_6278>
  21:09 [视频-长播] <|video_begin|><s_a_7542><s_b_4010><s_c_5874>
  21:09 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_5106><s_c_3344>
  22:14 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_47>
  22:29 [视频-评论/长播] <|video_begin|><s_a_16><s_b_5961><s_c_6950>
  22:29 [视频-收藏/长播] <|video_begin|><s_a_231><s_b_4120><s_c_3781>
  22:40 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_7342><s_c_3016>
  22:40 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_6278>
  23:19 [视频-长播] <|video_begin|><s_a_590><s_b_6234><s_c_5823>
  23:19 [视频-长播] <|video_begin|><s_a_2578><s_b_724><s_c_1935>
【2026-02-04】
  07:44 [视频-长播] <|video_begin|><s_a_8113><s_b_4915><s_c_7420>
  09:45 [视频-长播] <|video_begin|><s_a_5417><s_b_5474><s_c_3648>
  09:50 [视频-长播] <|video_begin|><s_a_5507><s_b_56><s_c_6278>
  13:30 [视频-长播] <|video_begin|><s_a_1985><s_b_5511><s_c_5162>
  13:30 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_4491><s_c_6275>
  13:30 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_7894><s_c_2766>
  13:44 [视频-长播] <|video_begin|><s_a_4625><s_b_6495><s_c_6278>
  13:44 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_6436><s_c_6222>
  17:58 [视频-长播] <|video_begin|><s_a_5417><s_b_5511><s_c_4263>
  18:10 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_927><s_c_2957>
  21:10 [视频-长播] <|video_begin|><s_a_3935><s_b_2963><s_c_3703>
  21:14 [视频-长播] <|video_begin|><s_a_4032><s_b_2221><s_c_428>
  21:20 [视频-长播] <|video_begin|><s_a_3818><s_b_7024><s_c_4580>
  21:20 [视频-长播] <|video_begin|><s_a_2015><s_b_1940><s_c_7365>
  21:27 [视频-长播] <|video_begin|><s_a_4963><s_b_7181><s_c_8028>
  21:27 [视频-长播] <|video_begin|><s_a_4825><s_b_6690><s_c_5737>
  21:46 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_6771><s_c_5988>
  21:54 [视频-长播] <|video_begin|><s_a_5903><s_b_6234><s_c_1946>
  21:54 [视频-长播] <|video_begin|><s_a_5058><s_b_5961><s_c_4842>
  21:57 [视频-长播] <|video_begin|><s_a_3300><s_b_6771><s_c_2403>
  22:03 [视频-长播] <|video_begin|><s_a_4284><s_b_713><s_c_6222>
  22:12 [视频-长播] <|video_begin|><s_a_5023><s_b_6532><s_c_6419>
  22:12 [视频-长播] <|video_begin|><s_a_5417><s_b_6234><s_c_7566>
  22:16 [视频-长播] <|video_begin|><s_a_3062><s_b_6771><s_c_5793>
  22:34 [视频-长播] <|video_begin|><s_a_6510><s_b_575><s_c_4605>
  22:34 [视频-长播] <|video_begin|><s_a_7312><s_b_1572><s_c_2309>
  22:37 [视频-长播] <|video_begin|><s_a_7586><s_b_6234><s_c_4858>
  22:44 [视频-长播] <|video_begin|><s_a_16><s_b_6771><s_c_47>
  22:49 [视频-长播] <|video_begin|><s_a_7038><s_b_7498><s_c_7622>
【2026-02-05】
  07:45 [视频-长播] <|video_begin|><s_a_1985><s_b_5908><s_c_6278>
  07:48 [视频-长播] <|video_begin|><s_a_2899><s_b_7608><s_c_2262>
  08:55 [视频-长播] <|video_begin|><s_a_8113><s_b_699><s_c_7268>
  08:55 [视频-长播] <|video_begin|><s_a_1985><s_b_7381><s_c_2957>
  08:55 [视频-长播] <|video_begin|><s_a_8113><s_b_4915><s_c_4636>
  13:23 [视频-长播] <|video_begin|><s_a_1985><s_b_3004><s_c_465>
  13:23 [视频-长播] <|video_begin|><s_a_3062><s_b_6379><s_c_2568>
  13:34 [视频-长播] <|video_begin|><s_a_5417><s_b_2927><s_c_6561>
  13:34 [视频-点赞/长播] <|video_begin|><s_a_7460><s_b_7381><s_c_7683>
  13:36 [视频-长播] <|video_begin|><s_a_8164><s_b_7342><s_c_2335>
  13:39 [视频-长播] <|video_begin|><s_a_5023><s_b_6045><s_c_4548>
  13:39 [视频-长播] <|video_begin|><s_a_447><s_b_5714><s_c_6385>

角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从有线外设到无线解决方案的体验优化

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

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|living_begin|><s_a_7074><s_b_1546><s_c_3096>","<|living_begin|><s_a_1659><s_b_6234><s_c_1803>","<|living_begin|><s_a_6640><s_b_6771><s_c_6278>","<|living_begin|><s_a_5946><s_b_7342><s_c_6278>","<|living_begin|><s_a_1659><s_b_2221><s_c_4657>","<|living_begin|><s_a_5946><s_b_7878><s_c_6509>","<|living_begin|><s_a_1659><s_b_1546><s_c_6278>","<|living_begin|><s_a_7728><s_b_6771><s_c_7951>","<|living_begin|><s_a_1659><s_b_8002><s_c_677>","<|living_begin|><s_a_7074><s_b_6244><s_c_6153>","<|living_begin|><s_a_7728><s_b_7808><s_c_7951>","<|prod_begin|><s_a_3733><s_b_5302><s_c_2496>","<|prod_begin|><s_a_3158><s_b_2789><s_c_1644>","<|prod_begin|><s_a_2686><s_b_812><s_c_6712>","<|prod_begin|><s_a_2686><s_b_2021><s_c_5331>","<|prod_begin|><s_a_3733><s_b_2811><s_c_2524>","<|prod_begin|><s_a_1048><s_b_4532><s_c_5207>","<|prod_begin|><s_a_1048><s_b_4532><s_c_5004>","<|prod_begin|><s_a_3158><s_b_7132><s_c_2496>","<|prod_begin|><s_a_7546><s_b_3335><s_c_1418>","<|prod_begin|><s_a_3733><s_b_7232><s_c_3887>","<|living_begin|><s_a_5946><s_b_5727><s_c_4467>","<|prod_begin|><s_a_513><s_b_1144><s_c_5273>","<|living_begin|><s_a_5946><s_b_5757><s_c_4467>","<|living_begin|><s_a_726><s_b_5727><s_c_6278>","<|video_begin|><s_a_8164><s_b_6771><s_c_5687>","<|video_begin|><s_a_3062><s_b_4915><s_c_5162>","<|video_begin|><s_a_5417><s_b_5175><s_c_1148>","<|video_begin|><s_a_5417><s_b_665><s_c_6513>","<|video_begin|><s_a_5555><s_b_7608><s_c_7326>","<|video_begin|><s_a_7074><s_b_7497><s_c_5600>","<|video_begin|><s_a_6503><s_b_3302><s_c_3606>","<|video_begin|><s_a_3062><s_b_6727><s_c_8037>","<|video_begin|><s_a_5555><s_b_724><s_c_5988>","<|video_begin|><s_a_4531><s_b_6771><s_c_516>","<|video_begin|><s_a_3062><s_b_620><s_c_6156>","<|video_begin|><s_a_1985><s_b_5106><s_c_3344>","<|video_begin|><s_a_1985><s_b_5511><s_c_5162>","<|video_begin|><s_a_5988><s_b_7894><s_c_2766>","<|video_begin|><s_a_5988><s_b_6771><s_c_5988>","<|video_begin|><s_a_3300><s_b_6771><s_c_2403>","<|video_begin|><s_a_3062><s_b_6771><s_c_5793>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2022-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_1030><s_b_2918><s_c_2883>
【2022-10-04】
  --:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_6776><s_c_7486>
【2022-10-16】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6776><s_c_354>
【2022-12-01】
  --:-- [商品-购买] <|prod_begin|><s_a_2798><s_b_2448><s_c_1156>
【2023-03-28】
  --:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_3702><s_c_7605>
【2023-04-01】
  --:-- [商品-购买] <|prod_begin|><s_a_1030><s_b_441><s_c_6628>
【2023-04-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7800><s_b_843><s_c_469>
【2023-04-17】
  --:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_6498><s_c_5347>
【2023-06-26】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5904><s_c_3317>
【2023-07-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_2497><s_c_2887>
【2023-07-28】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5974><s_c_3317>
【2023-08-03】
  --:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_1926><s_c_8024>
【2023-08-26】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_2918><s_c_3995>
【2023-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_3284><s_c_1285>
【2023-12-18】
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_147><s_c_3317>
【2024-01-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_713><s_c_2895>
【2024-02-13】
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_5786><s_c_6735>
【2024-03-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5904><s_c_5514>
【2024-04-01】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5699><s_c_2895>
【2024-05-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_647><s_c_127>
【2024-05-25】
  --:-- [商品-购买] <|prod_begin|><s_a_5463><s_b_4743><s_c_70>
【2024-05-26】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_453><s_c_1566>
【2024-06-24】
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_3422><s_c_6385>
【2024-06-30】
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_1395><s_c_6653>
【2024-07-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4562><s_c_486>
【2024-07-06】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_326><s_c_3187>
【2024-08-17】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_326><s_c_3187>
【2024-10-08】
  --:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
【2024-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_2498><s_c_6653>
【2024-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2533><s_c_2533>
【2025-01-02】
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_1966><s_c_5144>
【2025-01-23】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
【2025-02-26】
  --:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
【2025-03-04】
  --:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>
【2025-03-05】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_557>
【2025-03-10】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7971><s_c_2165>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_708>
【2025-03-12】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_838>
【2025-03-19】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7616>
【2025-03-27】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-03-31】
  --:-- [直播-关注] <|living_begin|><s_a_3388><s_b_6973><s_c_4859>
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
【2025-04-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_4053>
【2025-04-17】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3498>
【2025-04-18】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2403>
【2025-04-19】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
【2025-05-03】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-05-11】
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_1792>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_3995>
【2025-05-12】
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_1792>
  --:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6435><s_c_3528>
  --:-- [商品-点击] <|prod_begin|><s_a_4323><s_b_7454><s_c_233>
  --:-- [商品-点击] <|prod_begin|><s_a_3495><s_b_4916><s_c_1457>
【2025-05-14】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5081><s_c_6035>
【2025-05-24】
  --:-- [商品-点击] <|prod_begin|><s_a_7196><s_b_5455><s_c_2255>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5081><s_c_6035>
【2025-05-25】
  --:-- [商品-点击] <|prod_begin|><s_a_8129><s_b_7576><s_c_1806>
【2025-05-31】
  --:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_7200><s_c_4986>
【2025-06-03】
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1407><s_c_8036>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_5375><s_c_8057>
【2025-06-17】
  --:-- [直播-关注] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
【2025-06-21】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5719><s_c_7506>
【2025-06-23】
  --:-- [商品-点击] <|prod_begin|><s_a_8007><s_b_6906><s_c_5347>
【2025-06-24】
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_8007><s_c_8099>
【2025-06-30】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_5384><s_c_4519>
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6194><s_c_3692>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6194><s_c_3692>
【2025-07-01】
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_1523><s_c_1272>
  --:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>
【2025-07-12】
  --:-- [商品-点击] <|prod_begin|><s_a_2331><s_b_132><s_c_1884>
【2025-07-16】
  --:-- [商品-点击] <|prod_begin|><s_a_3737><s_b_1191><s_c_6479>
【2025-07-19】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5940><s_c_4393>
【2025-07-21】
  --:-- [商品-点击] <|prod_begin|><s_a_7651><s_b_1282><s_c_2253>
【2025-07-25】
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3206><s_c_5087>
【2025-08-09】
  --:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_370><s_c_6005>
【2025-08-10】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-08-24】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7216><s_c_4809>
【2025-08-30】
  --:-- [商品-点击] <|prod_begin|><s_a_3><s_b_8134><s_c_1089>
【2025-08-31】
  --:-- [商品-点击] <|prod_begin|><s_a_6992><s_b_6489><s_c_5513>
  --:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_6489><s_c_5513>
【2025-09-08】
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_1690><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_147><s_c_3364>
【2025-09-10】
  --:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_4069><s_c_7048>
【2025-09-11】
  --:-- [商品-点击] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
【2025-09-14】
  --:-- [商品-点击] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
  --:-- [商品-购买] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
【2025-10-01】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_677>
【2025-10-29】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5571><s_c_1183>
【2025-11-01】
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1715><s_c_1099>
【2025-12-11】
  --:-- [商品-点击] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
  --:-- [商品-点击] <|prod_begin|><s_a_6992><s_b_1984><s_c_812>
  --:-- [商品-购买] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
【2025-12-29】
  01:21 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1566>
【2025-12-31】
  23:10 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7874>
【2026-01-01】
  20:46 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4375><s_c_2967>
【2026-01-02】
  12:09 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_8096>
【2026-01-03】
  10:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_404><s_c_5563>
【2026-01-05】
  01:10 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
【2026-01-08】
  17:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1642><s_c_6659>
【2026-01-09】
  01:08 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
  05:26 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_5511><s_c_3198>
  11:22 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
【2026-01-11】
  12:22 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_4932>
【2026-01-12】
  00:13 [广告-深度转化] <|ad_begin|><s_a_923><s_b_206><s_c_7420>
  00:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3614><s_c_7599>
  04:53 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_6900>
【2026-01-13】
  01:05 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_6686>
  01:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_6686>
  04:58 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2934>
  04:58 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2934>
  08:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1659>
  08:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1659>
【2026-01-14】
  13:37 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
  13:37 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
【2026-01-15】
  09:03 [广告-点击] <|ad_begin|><s_a_5687><s_b_3314><s_c_88>
  12:56 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
  12:56 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
【2026-01-16】
  00:30 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6597>
  04:42 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
  04:42 [广告-点击] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
  06:19 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_5061>
  10:52 [广告-点击] <|ad_begin|><s_a_1608><s_b_5370><s_c_4636>
  11:27 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_7342><s_c_286>
  11:27 [广告-点击] <|ad_begin|><s_a_3578><s_b_7342><s_c_286>
  12:05 [广告-点击] <|ad_begin|><s_a_491><s_b_7180><s_c_5294>
【2026-01-17】
  10:56 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
  10:56 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
  11:16 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_404><s_c_3363>
  11:16 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_3363>
  12:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5119><s_c_1649>
  12:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_5119><s_c_1649>
【2026-01-18】
  21:45 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
  21:45 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
【2026-01-19】
  01:01 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1110>
  01:01 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1110>
  05:14 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_2599>
  05:14 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_2599>
  06:49 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_7261><s_c_4479>
  06:49 [广告-点击] <|ad_begin|><s_a_6577><s_b_7261><s_c_4479>
  12:08 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
  12:08 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
【2026-01-20】
  13:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5486>
【2026-01-21】
  00:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
  00:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
  04:09 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
  04:09 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
  04:22 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2095><s_c_3026>
  04:22 [广告-点击] <|ad_begin|><s_a_2111><s_b_2095><s_c_3026>
  07:23 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2221><s_c_4468>
  07:23 [广告-点击] <|ad_begin|><s_a_7879><s_b_2221><s_c_4468>
  07:37 [广告-深度转化] <|ad_begin|><s_a_1678><s_b_2826><s_c_1110>
  07:37 [广告-点击] <|ad_begin|><s_a_1678><s_b_2826><s_c_1110>
  10:38 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
  10:38 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
【2026-01-24】
  01:16 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_6583>
  01:16 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_6583>
  05:22 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
  05:22 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
  07:09 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3775>
  07:09 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3775>
  10:46 [广告-点击] <|ad_begin|><s_a_2832><s_b_2419><s_c_4932>
  12:39 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
  12:39 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
【2026-01-25】
  00:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_3036>
  02:46 [视频-点赞/长播] <|video_begin|><s_a_1427><s_b_370><s_c_5187>
  04:42 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
  04:42 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
  04:52 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_7671>
  05:20 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6123><s_c_88>
  06:46 [广告-点击] <|ad_begin|><s_a_562><s_b_6776><s_c_4742>
  06:46 [视频-点赞/长播] <|video_begin|><s_a_189><s_b_5349><s_c_2530>
  21:19 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  21:19 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
【2026-01-26】
  05:35 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  05:35 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  05:39 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_1206><s_c_5749>
  05:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_1206><s_c_5749>
  06:42 [视频-长播] <|video_begin|><s_a_2015><s_b_7246><s_c_7106>
  08:30 [广告-点击] <|ad_begin|><s_a_4024><s_b_1288><s_c_3338>
  13:34 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
  13:34 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
  22:05 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7548>
  22:05 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7548>
  22:58 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
  22:58 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
【2026-01-27】
  01:24 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5349><s_c_5563>
  01:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_5349><s_c_5563>
  04:19 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_5349>
  04:19 [视频-长播] <|video_begin|><s_a_562><s_b_6776><s_c_2883>
  04:19 [视频-长播] <|video_begin|><s_a_7830><s_b_5511><s_c_4611>
  04:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
  04:56 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
  06:15 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
  06:15 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
  06:44 [广告-点击] <|ad_begin|><s_a_4064><s_b_7342><s_c_1858>
  07:41 [视频-长播] <|video_begin|><s_a_8159><s_b_5349><s_c_7395>
【2026-01-28】
  21:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>
  21:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>
  21:49 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_7548>
  21:49 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_7548>
【2026-01-29】
  00:31 [视频-长播] <|video_begin|><s_a_2015><s_b_5634><s_c_4631>
  00:52 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6776><s_c_77>
  00:52 [广告-点击] <|ad_begin|><s_a_5960><s_b_6776><s_c_77>
  05:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
  05:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
  09:56 [视频-长播] <|video_begin|><s_a_6510><s_b_7975><s_c_1148>
  09:57 [视频-长播] <|video_begin|><s_a_4615><s_b_6924><s_c_3054>
  10:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
  10:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
【2026-01-30】
  00:41 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_5349><s_c_6185>
  00:41 [广告-点击] <|ad_begin|><s_a_7097><s_b_5349><s_c_6185>
  04:14 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_2029><s_c_3913>
  04:14 [广告-点击] <|ad_begin|><s_a_2899><s_b_2029><s_c_3913>
  05:10 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_141>
  08:41 [视频-长播] <|video_begin|><s_a_457><s_b_5025><s_c_7806>
  10:34 [视频-长播] <|video_begin|><s_a_2526><s_b_1595><s_c_3033>
【2026-01-31】
  01:07 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1089><s_c_3877>
  01:07 [广告-点击] <|ad_begin|><s_a_3091><s_b_1089><s_c_3877>
  05:03 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
  05:03 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
  06:46 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
  06:46 [广告-点击] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
  11:06 [视频-长播] <|video_begin|><s_a_1207><s_b_1411><s_c_2568>
  11:49 [视频-长播] <|video_begin|><s_a_4646><s_b_3589><s_c_5621>
  11:49 [视频-长播] <|video_begin|><s_a_2441><s_b_2817><s_c_1708>
  11:54 [视频-长播] <|video_begin|><s_a_2015><s_b_7603><s_c_2568>
  12:04 [视频-长播] <|video_begin|><s_a_2252><s_b_2539><s_c_5424>
【2026-02-01】
  05:30 [视频-长播] <|video_begin|><s_a_6140><s_b_5893><s_c_853>
  05:30 [视频-长播] <|video_begin|><s_a_4751><s_b_6436><s_c_567>
  05:48 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_2789>
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4663><s_c_4771>
  06:36 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
  06:36 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
  12:36 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
  12:36 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
【2026-02-02】
  01:45 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4599>
  01:45 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4599>
  04:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6776><s_c_7786>
  04:11 [广告-点击] <|ad_begin|><s_a_5673><s_b_6776><s_c_7786>
  04:14 [视频-长播] <|video_begin|><s_a_2015><s_b_6123><s_c_6420>
  04:14 [视频-长播] <|video_begin|><s_a_7385><s_b_1799><s_c_7899>
  04:59 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
  04:59 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
  06:46 [视频-长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7598>
  08:49 [视频-长播] <|video_begin|><s_a_3829><s_b_6436><s_c_2530>
  10:35 [视频-长播] <|video_begin|><s_a_16><s_b_1751><s_c_6379>
  11:37 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
  11:37 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
  11:50 [广告-点击] <|ad_begin|><s_a_1721><s_b_7342><s_c_5061>
  12:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2643>
  21:23 [视频-长播] <|video_begin|><s_a_2015><s_b_4262><s_c_6361>
【2026-02-03】
  03:07 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
  03:07 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
  03:52 [视频-长播] <|video_begin|><s_a_2015><s_b_5760><s_c_308>
  05:25 [视频-长播] <|video_begin|><s_a_4615><s_b_6782><s_c_3036>
  05:25 [视频-长播] <|video_begin|><s_a_1726><s_b_5754><s_c_141>
  05:25 [视频-长播] <|video_begin|><s_a_2364><s_b_4723><s_c_3777>
  05:39 [视频-长播] <|video_begin|><s_a_2135><s_b_4552><s_c_3777>
  09:49 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
  09:49 [广告-点击] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
【2026-02-04】
  04:45 [视频-长播] <|video_begin|><s_a_7308><s_b_4753><s_c_4318>
  05:41 [视频-长播] <|video_begin|><s_a_3510><s_b_5876><s_c_4599>
  06:09 [视频-长播] <|video_begin|><s_a_2015><s_b_2489><s_c_1933>
  11:56 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6559>
  12:17 [视频-长播] <|video_begin|><s_a_2015><s_b_3417><s_c_907>
  13:07 [视频-长播] <|video_begin|><s_a_8159><s_b_4746><s_c_5646>
  13:21 [视频-长播] <|video_begin|><s_a_1692><s_b_1259><s_c_4134>
  21:28 [视频-长播] <|video_begin|><s_a_4646><s_b_5349><s_c_607>
【2026-02-05】
  00:23 [视频-长播] <|video_begin|><s_a_7385><s_b_6123><s_c_607>
  00:23 [视频-长播] <|video_begin|><s_a_3689><s_b_6519><s_c_111>
  00:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
  00:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
  01:03 [视频-长播] <|video_begin|><s_a_7830><s_b_8049><s_c_616>
  01:03 [视频-长播] <|video_begin|><s_a_3216><s_b_6234><s_c_7296>
  01:03 [视频-长播] <|video_begin|><s_a_16><s_b_5511><s_c_7096>
  04:40 [视频-长播] <|video_begin|><s_a_2364><s_b_2497><s_c_8024>
  05:02 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
  05:02 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
  05:27 [视频-长播] <|video_begin|><s_a_2408><s_b_4949><s_c_5903>
  07:37 [视频-长播] <|video_begin|><s_a_6510><s_b_2497><s_c_1148>
  08:39 [视频-长播] <|video_begin|><s_a_3363><s_b_1645><s_c_2568>
  10:09 [视频-长播] <|video_begin|><s_a_4646><s_b_6436><s_c_2509>
  10:09 [视频-长播] <|video_begin|><s_a_2015><s_b_7603><s_c_4543>
  10:55 [视频-长播] <|video_begin|><s_a_6258><s_b_6123><s_c_141>
  11:07 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5349><s_c_3998>
  11:07 [广告-点击] <|ad_begin|><s_a_4815><s_b_5349><s_c_3998>
  11:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6006><s_c_2693>
  11:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_6809>
  11:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_4147>
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须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 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。
请面向以下主题提取行为逻辑链：
主题：从皮肤问题到牙齿健康的健康焦点演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从皮肤问题到牙齿健康的健康焦点演化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/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":"从皮肤问题到牙齿健康的健康焦点演化","events":[{"date":"2025-03-27","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"问题触发：首次针对特定皮肤问题（“百癣”）购买内服药物，表明用户正面临较为明确的皮肤困扰。"},{"date":"2025-03-31","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"方案修正与问题细化：在购买内服药仅4天后，用户转而购买针对“皮炎湿疹”的外用“医用液体敷料”。这表明前一个方案可能效果不佳或认知发生变化，问题从泛化的“癣”聚焦到更具体的“皮炎湿疹”，且解决方案从内服转向外用，是典型的基于负反馈的路径修正。"},{"date":"2025-07-01","action":"[商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>","logic":"认知收敛与新焦点：在前期购买了泛泛的“固齿”草本片剂后，用户开始点击并关注具有“医用”和“脱敏”特定功能的牙膏。这表明用户对牙齿问题的认知已从笼统的“固齿”保健，升级到需要解决“牙齿脱敏”这一具体痛点，体现了从发散保健到问题聚焦的认知收敛。"}]}}<|im_end|>
<|im_start|>user
你擅长理解快手用户跨场景行为和语义ID表示，请根据输入信息归纳该用户的目标内容。
下面给出用户历史行为线索：
用户在直播域: 关注了主播 <|living_begin|><s_a_440><s_b_6525><s_c_3501>, <|living_begin|><s_a_3367><s_b_7894><s_c_8090>, <|living_begin|><s_a_6475><s_b_7342><s_c_3676>, <|living_begin|><s_a_4372><s_b_2357><s_c_535>, <|living_begin|><s_a_4372><s_b_697><s_c_602>, <|living_begin|><s_a_6640><s_b_6234><s_c_3973>, <|living_begin|><s_a_8006><s_b_3898><s_c_4512>, <|living_begin|><s_a_2828><s_b_8049><s_c_6805>, <|living_begin|><s_a_3367><s_b_6039><s_c_3145>, <|living_begin|><s_a_2828><s_b_7342><s_c_7951>, <|living_begin|><s_a_375><s_b_1804><s_c_3568>, <|living_begin|><s_a_2828><s_b_697><s_c_7951>, <|living_begin|><s_a_4372><s_b_5727><s_c_7529>, <|living_begin|><s_a_375><s_b_341><s_c_4423>, <|living_begin|><s_a_4843><s_b_6234><s_c_4212>, <|living_begin|><s_a_5907><s_b_6234><s_c_4840>, <|living_begin|><s_a_2688><s_b_6477><s_c_6266>, <|living_begin|><s_a_4931><s_b_451><s_c_8095>, <|living_begin|><s_a_4372><s_b_7344><s_c_4647>, <|living_begin|><s_a_2828><s_b_6234><s_c_5452>, <|living_begin|><s_a_2828><s_b_6234><s_c_7754>, <|living_begin|><s_a_4372><s_b_5934><s_c_4961>, <|living_begin|><s_a_5933><s_b_6694><s_c_5432>, <|living_begin|><s_a_4999><s_b_6234><s_c_2171>, <|living_begin|><s_a_5933><s_b_4950><s_c_6278>, <|living_begin|><s_a_4372><s_b_713><s_c_1649>, <|living_begin|><s_a_901><s_b_5260><s_c_5563>, <|living_begin|><s_a_4372><s_b_4000><s_c_4961>, <|living_begin|><s_a_6627><s_b_7493><s_c_5961>, <|living_begin|><s_a_4372><s_b_8008><s_c_4631>, <|living_begin|><s_a_2828><s_b_2221><s_c_7191>, <|living_begin|><s_a_3188><s_b_3518><s_c_535>，首次打赏了 <|living_begin|><s_a_4318><s_b_7342><s_c_1708>, <|living_begin|><s_a_1229><s_b_6000><s_c_7754>, <|living_begin|><s_a_4818><s_b_8049><s_c_6278>, <|living_begin|><s_a_4318><s_b_6234><s_c_843>, <|living_begin|><s_a_959><s_b_1757><s_c_2616>, <|living_begin|><s_a_8177><s_b_7279><s_c_616>, <|living_begin|><s_a_4318><s_b_6234><s_c_1708>, <|living_begin|><s_a_3188><s_b_665><s_c_1110>, <|living_begin|><s_a_2828><s_b_3916><s_c_7754>, <|living_begin|><s_a_2828><s_b_3898><s_c_3501>, <|living_begin|><s_a_6640><s_b_697><s_c_4467>, <|living_begin|><s_a_4372><s_b_6484><s_c_7754>, <|living_begin|><s_a_7776><s_b_5727><s_c_516>, <|living_begin|><s_a_6640><s_b_3898><s_c_3973>, <|living_begin|><s_a_7888><s_b_8049><s_c_4467>, <|living_begin|><s_a_3188><s_b_665><s_c_1716>, <|living_begin|><s_a_2828><s_b_4010><s_c_7716>, <|living_begin|><s_a_1229><s_b_6160><s_c_7951>, <|living_begin|><s_a_4318><s_b_6234><s_c_3642>, <|living_begin|><s_a_4318><s_b_6234><s_c_1691>, <|living_begin|><s_a_2828><s_b_7894><s_c_1423>, <|living_begin|><s_a_2828><s_b_7894><s_c_677>, <|living_begin|><s_a_6640><s_b_7894><s_c_7951>, <|living_begin|><s_a_6475><s_b_7342><s_c_5911>, <|living_begin|><s_a_1658><s_b_7554><s_c_875>, <|living_begin|><s_a_2828><s_b_697><s_c_1318>, <|living_begin|><s_a_4318><s_b_6234><s_c_1128>, <|living_begin|><s_a_6492><s_b_8049><s_c_655>，给主播 <|living_begin|><s_a_1442><s_b_419><s_c_1110>, <|living_begin|><s_a_3188><s_b_697><s_c_4631>, <|living_begin|><s_a_3188><s_b_7342><s_c_1423>, <|living_begin|><s_a_5782><s_b_423><s_c_1337>, <|living_begin|><s_a_4318><s_b_6234><s_c_4721>, <|living_begin|><s_a_4318><s_b_6234><s_c_1708>, <|living_begin|><s_a_7776><s_b_7342><s_c_535>, <|living_begin|><s_a_1957><s_b_7342><s_c_2407> 打赏过。
用户购物行为: 浏览了商品 <|prod_begin|><s_a_4661><s_b_673><s_c_531>, <|prod_begin|><s_a_2645><s_b_3153><s_c_652>, <|prod_begin|><s_a_3260><s_b_4076><s_c_652>, <|prod_begin|><s_a_2645><s_b_2792><s_c_652>, <|prod_begin|><s_a_4852><s_b_2583><s_c_3867>, <|prod_begin|><s_a_1760><s_b_5796><s_c_6041>, <|prod_begin|><s_a_5037><s_b_2312><s_c_1683>, <|prod_begin|><s_a_2048><s_b_3718><s_c_469>, <|prod_begin|><s_a_7192><s_b_7414><s_c_70>, <|prod_begin|><s_a_5393><s_b_3651><s_c_1381>, <|prod_begin|><s_a_7804><s_b_6434><s_c_4688>, <|prod_begin|><s_a_6827><s_b_3206><s_c_4877>, <|prod_begin|><s_a_4899><s_b_4641><s_c_1218>, <|prod_begin|><s_a_6462><s_b_1378><s_c_1164>, <|prod_begin|><s_a_6462><s_b_3965><s_c_8057>, <|prod_begin|><s_a_6488><s_b_1037><s_c_5000>, <|prod_begin|><s_a_6396><s_b_8125><s_c_2287>, <|prod_begin|><s_a_5010><s_b_3187><s_c_3467>, <|prod_begin|><s_a_2144><s_b_2498><s_c_5837>, <|prod_begin|><s_a_58><s_b_5087><s_c_7994>, <|prod_begin|><s_a_6720><s_b_5989><s_c_3133>, <|prod_begin|><s_a_8154><s_b_3679><s_c_17>, <|prod_begin|><s_a_1778><s_b_3187><s_c_1044>, <|prod_begin|><s_a_2048><s_b_1887><s_c_1469>, <|prod_begin|><s_a_5114><s_b_7136><s_c_115>, <|prod_begin|><s_a_6462><s_b_1236><s_c_5646>, <|prod_begin|><s_a_866><s_b_7817><s_c_3456>, <|prod_begin|><s_a_926><s_b_2281><s_c_3176>, <|prod_begin|><s_a_577><s_b_6878><s_c_5981>, <|prod_begin|><s_a_6596><s_b_1590><s_c_5345>, <|prod_begin|><s_a_1703><s_b_6902><s_c_3577>, <|prod_begin|><s_a_1902><s_b_1590><s_c_2872>, <|prod_begin|><s_a_778><s_b_1025><s_c_7658>, <|prod_begin|><s_a_778><s_b_4812><s_c_2006>, <|prod_begin|><s_a_4124><s_b_7205><s_c_920>, <|prod_begin|><s_a_1938><s_b_8115><s_c_4393>, <|prod_begin|><s_a_2440><s_b_2550><s_c_4414>, <|prod_begin|><s_a_2048><s_b_1887><s_c_1469>, <|prod_begin|><s_a_6396><s_b_8125><s_c_2287>, <|prod_begin|><s_a_7635><s_b_3131><s_c_7978>, <|prod_begin|><s_a_7635><s_b_1873><s_c_444>, <|prod_begin|><s_a_837><s_b_1378><s_c_6571>, <|prod_begin|><s_a_5347><s_b_2906><s_c_7612>, <|prod_begin|><s_a_225><s_b_5398><s_c_6423>, <|prod_begin|><s_a_2730><s_b_3453><s_c_4210>, <|prod_begin|><s_a_6152><s_b_5302><s_c_5657>, <|prod_begin|><s_a_3234><s_b_1996><s_c_5587>，购买了 <|prod_begin|><s_a_5014><s_b_2160><s_c_3712>, <|prod_begin|><s_a_2048><s_b_2846><s_c_7993>, <|prod_begin|><s_a_7635><s_b_329><s_c_7911>, <|prod_begin|><s_a_6488><s_b_4638><s_c_7271>, <|prod_begin|><s_a_6226><s_b_3320><s_c_8109>, <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>, <|prod_begin|><s_a_6935><s_b_4668><s_c_7992>, <|prod_begin|><s_a_4253><s_b_1899><s_c_2710>, <|prod_begin|><s_a_3027><s_b_3320><s_c_685>, <|prod_begin|><s_a_1450><s_b_4668><s_c_733>, <|prod_begin|><s_a_1938><s_b_5638><s_c_3770>, <|prod_begin|><s_a_3035><s_b_1025><s_c_4481>, <|prod_begin|><s_a_3202><s_b_4406><s_c_1303>, <|prod_begin|><s_a_3035><s_b_5070><s_c_4545>, <|prod_begin|><s_a_2671><s_b_3081><s_c_1672>, <|prod_begin|><s_a_6950><s_b_2985><s_c_5087>, <|prod_begin|><s_a_5973><s_b_6160><s_c_3909>, <|prod_begin|><s_a_5973><s_b_6160><s_c_3909>, <|prod_begin|><s_a_3046><s_b_2671><s_c_4980>, <|prod_begin|><s_a_7445><s_b_4659><s_c_133>, <|prod_begin|><s_a_605><s_b_7016><s_c_4851>, <|prod_begin|><s_a_4661><s_b_3721><s_c_646>, <|prod_begin|><s_a_200><s_b_1701><s_c_1709>, <|prod_begin|><s_a_3260><s_b_4720><s_c_7612>, <|prod_begin|><s_a_3260><s_b_1029><s_c_3560>, <|prod_begin|><s_a_3260><s_b_1671><s_c_652>, <|prod_begin|><s_a_1767><s_b_7454><s_c_5073>, <|prod_begin|><s_a_1767><s_b_3302><s_c_7101>, <|prod_begin|><s_a_8138><s_b_5250><s_c_6378>, <|prod_begin|><s_a_747><s_b_5096><s_c_3360>, <|prod_begin|><s_a_4124><s_b_4782><s_c_3642>, <|prod_begin|><s_a_345><s_b_1747><s_c_3886>, <|prod_begin|><s_a_310><s_b_4464><s_c_661>, <|prod_begin|><s_a_778><s_b_1029><s_c_891>, <|prod_begin|><s_a_778><s_b_7178><s_c_6035>, <|prod_begin|><s_a_7433><s_b_7039><s_c_638>, <|prod_begin|><s_a_3868><s_b_6780><s_c_4133>, <|prod_begin|><s_a_8007><s_b_3453><s_c_3011>, <|prod_begin|><s_a_778><s_b_1717><s_c_4444>, <|prod_begin|><s_a_778><s_b_2552><s_c_7658>, <|prod_begin|><s_a_313><s_b_7976><s_c_5246>, <|prod_begin|><s_a_778><s_b_3112><s_c_3887>, <|prod_begin|><s_a_778><s_b_1717><s_c_992>, <|prod_begin|><s_a_778><s_b_2498><s_c_7677>, <|prod_begin|><s_a_778><s_b_7507><s_c_5135>, <|prod_begin|><s_a_2645><s_b_3153><s_c_652>, <|prod_begin|><s_a_4124><s_b_7205><s_c_920>, <|prod_begin|><s_a_7635><s_b_1873><s_c_444>。
用户视频行为: 对视频 <|video_begin|><s_a_1326><s_b_6809><s_c_6278>, <|video_begin|><s_a_1326><s_b_6146><s_c_8005>, <|video_begin|><s_a_5019><s_b_6985><s_c_6278>, <|video_begin|><s_a_5506><s_b_6088><s_c_5563>, <|video_begin|><s_a_532><s_b_7342><s_c_3191>, <|video_begin|><s_a_4615><s_b_5904><s_c_308>, <|video_begin|><s_a_5629><s_b_7200><s_c_607>, <|video_begin|><s_a_5903><s_b_1590><s_c_7548>, <|video_begin|><s_a_4615><s_b_6234><s_c_3116>, <|video_begin|><s_a_1881><s_b_506><s_c_1451>, <|video_begin|><s_a_7308><s_b_2130><s_c_3475>, <|video_begin|><s_a_1164><s_b_2419><s_c_2194>, <|video_begin|><s_a_2051><s_b_2889><s_c_7106>, <|video_begin|><s_a_3510><s_b_4163><s_c_3026>, <|video_begin|><s_a_3510><s_b_594><s_c_4631>, <|video_begin|><s_a_1276><s_b_57><s_c_3098>, <|video_begin|><s_a_116><s_b_6234><s_c_7106>, <|video_begin|><s_a_1326><s_b_3302><s_c_5059>, <|video_begin|><s_a_1326><s_b_6051><s_c_3676>, <|video_begin|><s_a_5600><s_b_2203><s_c_2282>, <|video_begin|><s_a_2051><s_b_5511><s_c_7106>, <|video_begin|><s_a_3655><s_b_3147><s_c_5563>, <|video_begin|><s_a_7771><s_b_3280><s_c_5815>, <|video_begin|><s_a_5189><s_b_3589><s_c_5563>, <|video_begin|><s_a_532><s_b_6519><s_c_1662>, <|video_begin|><s_a_7308><s_b_775><s_c_4631>, <|video_begin|><s_a_2135><s_b_7888><s_c_5338>, <|video_begin|><s_a_4667><s_b_2511><s_c_6450>, <|video_begin|><s_a_5134><s_b_6234><s_c_2262>, <|video_begin|><s_a_5903><s_b_5647><s_c_7921>, <|video_begin|><s_a_6401><s_b_713><s_c_3747> 有过点赞/长播行为，对视频 <|video_begin|><s_a_532><s_b_2142><s_c_1552>, <|video_begin|><s_a_6321><s_b_8068><s_c_3648>, <|video_begin|><s_a_7308><s_b_57><s_c_7683>, <|video_begin|><s_a_6604><s_b_6234><s_c_1206>, <|video_begin|><s_a_7790><s_b_7146><s_c_728>, <|video_begin|><s_a_2408><s_b_1590><s_c_8136>, <|video_begin|><s_a_3858><s_b_3059><s_c_3501>, <|video_begin|><s_a_5295><s_b_4879><s_c_7548>, <|video_begin|><s_a_7308><s_b_5419><s_c_7616>, <|video_begin|><s_a_532><s_b_1590><s_c_4092>, <|video_begin|><s_a_5019><s_b_2649><s_c_2656>, <|video_begin|><s_a_5146><s_b_7261><s_c_7790>, <|video_begin|><s_a_5019><s_b_6284><s_c_5036>, <|video_begin|><s_a_3632><s_b_3048><s_c_853>, <|video_begin|><s_a_7308><s_b_2482><s_c_7534>, <|video_begin|><s_a_2153><s_b_6033><s_c_2568>, <|video_begin|><s_a_4615><s_b_7608><s_c_2225>, <|video_begin|><s_a_1326><s_b_6234><s_c_1740>, <|video_begin|><s_a_7308><s_b_57><s_c_4631>, <|video_begin|><s_a_5903><s_b_1590><s_c_7448>, <|video_begin|><s_a_4667><s_b_2737><s_c_2190>, <|video_begin|><s_a_7308><s_b_4723><s_c_2398>, <|video_begin|><s_a_4667><s_b_5707><s_c_7289>, <|video_begin|><s_a_7661><s_b_6047><s_c_4567>, <|video_begin|><s_a_2746><s_b_1590><s_c_7354>, <|video_begin|><s_a_1409><s_b_6234><s_c_1496>, <|video_begin|><s_a_116><s_b_8025><s_c_7076>, <|video_begin|><s_a_1326><s_b_3589><s_c_6513>, <|video_begin|><s_a_116><s_b_978><s_c_7315>, <|video_begin|><s_a_116><s_b_1590><s_c_8005>, <|video_begin|><s_a_4646><s_b_7261><s_c_5439>, <|video_begin|><s_a_1164><s_b_7218><s_c_2530>, <|video_begin|><s_a_4178><s_b_5384><s_c_6990>, <|video_begin|><s_a_1164><s_b_5106><s_c_7683>, <|video_begin|><s_a_7308><s_b_6442><s_c_1>, <|video_begin|><s_a_5146><s_b_4305><s_c_6278>, <|video_begin|><s_a_3858><s_b_6234><s_c_7315>, <|video_begin|><s_a_7308><s_b_1575><s_c_4636>, <|video_begin|><s_a_2051><s_b_6972><s_c_4212>, <|video_begin|><s_a_3356><s_b_839><s_c_3010>, <|video_begin|><s_a_532><s_b_6519><s_c_7315>, <|video_begin|><s_a_7312><s_b_7317><s_c_7790>, <|video_begin|><s_a_7308><s_b_3188><s_c_5273>, <|video_begin|><s_a_3510><s_b_594><s_c_4631>, <|video_begin|><s_a_7308><s_b_2865><s_c_1047>, <|video_begin|><s_a_5903><s_b_1590><s_c_2803>, <|video_begin|><s_a_5146><s_b_3447><s_c_2194>, <|video_begin|><s_a_6321><s_b_429><s_c_5186>, <|video_begin|><s_a_6604><s_b_6358><s_c_1719>, <|video_begin|><s_a_4002><s_b_4746><s_c_3825> 有过评论/点赞/长播行为，深度观看了 <|video_begin|><s_a_5134><s_b_2854><s_c_6513>, <|video_begin|><s_a_2364><s_b_7495><s_c_8123>, <|video_begin|><s_a_6955><s_b_6973><s_c_6614>, <|video_begin|><s_a_4312><s_b_5087><s_c_1392>, <|video_begin|><s_a_2955><s_b_4879><s_c_5563>, <|video_begin|><s_a_7308><s_b_5904><s_c_6047>, <|video_begin|><s_a_3455><s_b_7261><s_c_5139>, <|video_begin|><s_a_7879><s_b_6234><s_c_4288>, <|video_begin|><s_a_7893><s_b_1013><s_c_6919>, <|video_begin|><s_a_148><s_b_3043><s_c_4349>, <|video_begin|><s_a_2125><s_b_8179><s_c_2513>, <|video_begin|><s_a_2015><s_b_7457><s_c_1510>, <|video_begin|><s_a_1003><s_b_1212><s_c_6561>, <|video_begin|><s_a_1335><s_b_8150><s_c_141>, <|video_begin|><s_a_4372><s_b_1212><s_c_3261>, <|video_begin|><s_a_1335><s_b_4033><s_c_1110>, <|video_begin|><s_a_3317><s_b_6088><s_c_7616>, <|video_begin|><s_a_7533><s_b_1940><s_c_1402>, <|video_begin|><s_a_2051><s_b_7180><s_c_2306>, <|video_begin|><s_a_189><s_b_3942><s_c_425>, <|video_begin|><s_a_5003><s_b_7829><s_c_8010>, <|video_begin|><s_a_842><s_b_7809><s_c_829>, <|video_begin|><s_a_7385><s_b_7246><s_c_6919>, <|video_begin|><s_a_1276><s_b_800><s_c_25>, <|video_begin|><s_a_2765><s_b_171><s_c_6235>, <|video_begin|><s_a_5146><s_b_4246><s_c_7616>, <|video_begin|><s_a_8127><s_b_1288><s_c_1935>, <|video_begin|><s_a_7679><s_b_581><s_c_6497>, <|video_begin|><s_a_8127><s_b_6234><s_c_1178>, <|video_begin|><s_a_8127><s_b_2221><s_c_2912>, <|video_begin|><s_a_2015><s_b_2965><s_c_853>, <|video_begin|><s_a_1326><s_b_6234><s_c_3116>, <|video_begin|><s_a_6321><s_b_1595><s_c_3116>, <|video_begin|><s_a_1326><s_b_800><s_c_2584>, <|video_begin|><s_a_1326><s_b_5511><s_c_5807>, <|video_begin|><s_a_2413><s_b_3885><s_c_486>, <|video_begin|><s_a_1326><s_b_6234><s_c_5162>, <|video_begin|><s_a_2765><s_b_3340><s_c_5563>, <|video_begin|><s_a_5019><s_b_765><s_c_4512>, <|video_begin|><s_a_5134><s_b_2854><s_c_46>, <|video_begin|><s_a_6378><s_b_7776><s_c_3171>, <|video_begin|><s_a_4667><s_b_4198><s_c_4567>, <|video_begin|><s_a_3317><s_b_7965><s_c_4849>, <|video_begin|><s_a_5720><s_b_6891><s_c_6795>, <|video_begin|><s_a_5019><s_b_6690><s_c_1542>, <|video_begin|><s_a_6744><s_b_6334><s_c_4599>, <|video_begin|><s_a_4755><s_b_6431><s_c_5563>, <|video_begin|><s_a_5903><s_b_1590><s_c_6616>, <|video_begin|><s_a_2364><s_b_7246><s_c_8042>, <|video_begin|><s_a_599><s_b_1013><s_c_2957>，对视频 <|video_begin|><s_a_2523><s_b_594><s_c_1877>, <|video_begin|><s_a_7308><s_b_2497><s_c_360>, <|video_begin|><s_a_7308><s_b_7525><s_c_3726> 有过评论/收藏/点赞/长播行为，对视频 <|video_begin|><s_a_4922><s_b_1590><s_c_5467>, <|video_begin|><s_a_3739><s_b_87><s_c_1039>, <|video_begin|><s_a_7038><s_b_3063><s_c_6419>, <|video_begin|><s_a_2051><s_b_1119><s_c_1322>, <|video_begin|><s_a_2015><s_b_7457><s_c_1510>, <|video_begin|><s_a_3510><s_b_4163><s_c_141> 有过评论/长播行为，对视频 <|video_begin|><s_a_3766><s_b_2575><s_c_88>, <|video_begin|><s_a_8113><s_b_5952><s_c_216> 有过收藏/长播行为。
广告行为: 对广告 <|ad_begin|><s_a_7240><s_b_2485><s_c_7377>, <|ad_begin|><s_a_4733><s_b_7381><s_c_7137>, <|ad_begin|><s_a_606><s_b_5061><s_c_1929>, <|ad_begin|><s_a_1383><s_b_4733><s_c_6900>, <|ad_begin|><s_a_7586><s_b_1366><s_c_6390>, <|ad_begin|><s_a_1482><s_b_1858><s_c_4422>, <|ad_begin|><s_a_1351><s_b_4932><s_c_7322>, <|ad_begin|><s_a_447><s_b_4733><s_c_5683>, <|ad_begin|><s_a_3641><s_b_209><s_c_7333>, <|ad_begin|><s_a_3641><s_b_209><s_c_7333>, <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>, <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>, <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>, <|ad_begin|><s_a_3641><s_b_209><s_c_7333>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409> 完成过深度转化，点击过广告 <|ad_begin|><s_a_5229><s_b_3073><s_c_6057>, <|ad_begin|><s_a_7331><s_b_4932><s_c_6977>, <|ad_begin|><s_a_1375><s_b_6234><s_c_3477>, <|ad_begin|><s_a_88><s_b_1431><s_c_6853>, <|ad_begin|><s_a_7088><s_b_59><s_c_801>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_4035><s_b_3044><s_c_3026>, <|ad_begin|><s_a_5229><s_b_4340><s_c_2038>, <|ad_begin|><s_a_6162><s_b_3465><s_c_7719>, <|ad_begin|><s_a_3047><s_b_3447><s_c_4595>, <|ad_begin|><s_a_5229><s_b_727><s_c_5901>, <|ad_begin|><s_a_3510><s_b_4692><s_c_308>, <|ad_begin|><s_a_5229><s_b_4185><s_c_7003>, <|ad_begin|><s_a_698><s_b_4733><s_c_4468>, <|ad_begin|><s_a_1721><s_b_3932><s_c_1369>, <|ad_begin|><s_a_7331><s_b_4932><s_c_6977>, <|ad_begin|><s_a_1383><s_b_1702><s_c_1939>, <|ad_begin|><s_a_250><s_b_7369><s_c_182>, <|ad_begin|><s_a_250><s_b_7369><s_c_182>, <|ad_begin|><s_a_1351><s_b_588><s_c_7003>, <|ad_begin|><s_a_88><s_b_4340><s_c_2341>, <|ad_begin|><s_a_99><s_b_4733><s_c_3970>, <|ad_begin|><s_a_4035><s_b_3952><s_c_5679>, <|ad_begin|><s_a_7088><s_b_7333><s_c_7377>, <|ad_begin|><s_a_3510><s_b_4692><s_c_308>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_7331><s_b_4932><s_c_5757>, <|ad_begin|><s_a_1351><s_b_7214><s_c_2165>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_5529><s_b_5399><s_c_3464>, <|ad_begin|><s_a_6000><s_b_2918><s_c_7534>, <|ad_begin|><s_a_6921><s_b_7608><s_c_6390>, <|ad_begin|><s_a_3047><s_b_7214><s_c_645>, <|ad_begin|><s_a_5529><s_b_5399><s_c_3464>, <|ad_begin|><s_a_2280><s_b_2799><s_c_4519>, <|ad_begin|><s_a_960><s_b_1704><s_c_4611>, <|ad_begin|><s_a_1351><s_b_2799><s_c_380>, <|ad_begin|><s_a_3115><s_b_3857><s_c_5059>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_7038><s_b_3932><s_c_7925>, <|ad_begin|><s_a_1895><s_b_3932><s_c_3995>, <|ad_begin|><s_a_2022><s_b_800><s_c_1119>, <|ad_begin|><s_a_7088><s_b_1588><s_c_656>, <|ad_begin|><s_a_1041><s_b_612><s_c_1085>, <|ad_begin|><s_a_5229><s_b_3073><s_c_6057>, <|ad_begin|><s_a_7847><s_b_5916><s_c_7377>, <|ad_begin|><s_a_882><s_b_6553><s_c_6122>, <|ad_begin|><s_a_7130><s_b_1206><s_c_5621>, <|ad_begin|><s_a_7374><s_b_2031><s_c_1451>, <|ad_begin|><s_a_4354><s_b_2675><s_c_7904>, <|ad_begin|><s_a_5229><s_b_4733><s_c_1858>, <|ad_begin|><s_a_8127><s_b_2221><s_c_5749>, <|ad_begin|><s_a_2280><s_b_2799><s_c_4134>, <|ad_begin|><s_a_960><s_b_1704><s_c_4611>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_7374><s_b_2031><s_c_1451>, <|ad_begin|><s_a_250><s_b_7181><s_c_6523>, <|ad_begin|><s_a_5229><s_b_2918><s_c_6366>, <|ad_begin|><s_a_7088><s_b_59><s_c_7377>, <|ad_begin|><s_a_7130><s_b_1206><s_c_5621>, <|ad_begin|><s_a_7847><s_b_5916><s_c_7377>, <|ad_begin|><s_a_6904><s_b_4723><s_c_1792>, <|ad_begin|><s_a_1351><s_b_8151><s_c_2636>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_5731><s_b_4432><s_c_1128>, <|ad_begin|><s_a_698><s_b_7525><s_c_7003>, <|ad_begin|><s_a_7374><s_b_2031><s_c_1451>, <|ad_begin|><s_a_5122><s_b_3932><s_c_4171>, <|ad_begin|><s_a_7128><s_b_5042><s_c_8042>, <|ad_begin|><s_a_3550><s_b_8179><s_c_3555>。

请基于这些线索总结该用户在各场景中的目标内容。/no_think<|im_end|>
<|im_start|>assistant
该用户最近喜欢的视频有: <|video_begin|><s_a_532><s_b_2737><s_c_2679><|im_end|>
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
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[INFO|configuration_utils.py:847] 2026-07-13 03:28:39,556 >> Model config Qwen3Config {
  "architectures": [
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  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
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  "head_dim": 128,
  "hidden_act": "silu",
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  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
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    "rope_type": "default"
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  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
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{"logic_chain":{"name":"从健康焦虑到精准化饮食管理的认知演化","events":[{"date":"2026-02-01","action":"[视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>","logic":"问题触发：通过浏览甲状腺术后康复视频，表现出对该健康问题的初步关注。"},{"date":"2026-02-03","action":"[视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>","logic":"兴趣深化：从关注术后即时状态转向长期康复和生活方式管理，通过观看他人经验分享，寻求可行的实践路径。"},{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>","logic":"认知收敛与增量：从泛化的生活方式管理，聚焦到具体的营养素（硒）和食疗方案，完成了从“问题是什么”到“具体怎么做”的认知闭环，获得了明确的行动指导。"}]}}<|im_end|>
["<|living_begin|><s_a_7074><s_b_1546><s_c_3096>","<|living_begin|><s_a_1659><s_b_6234><s_c_1803>","<|living_begin|><s_a_6640><s_b_6771><s_c_6278>","<|living_begin|><s_a_5946><s_b_7342><s_c_6278>","<|living_begin|><s_a_1659><s_b_2221><s_c_4657>","<|living_begin|><s_a_5946><s_b_7878><s_c_6509>","<|living_begin|><s_a_1659><s_b_1546><s_c_6278>","<|living_begin|><s_a_7728><s_b_6771><s_c_7951>","<|living_begin|><s_a_1659><s_b_8002><s_c_677>","<|living_begin|><s_a_7074><s_b_6244><s_c_6153>","<|living_begin|><s_a_7728><s_b_7808><s_c_7951>","<|prod_begin|><s_a_3733><s_b_5302><s_c_2496>","<|prod_begin|><s_a_3158><s_b_2789><s_c_1644>","<|prod_begin|><s_a_2686><s_b_812><s_c_6712>","<|prod_begin|><s_a_2686><s_b_2021><s_c_5331>","<|prod_begin|><s_a_3733><s_b_2811><s_c_2524>","<|prod_begin|><s_a_1048><s_b_4532><s_c_5207>","<|prod_begin|><s_a_1048><s_b_4532><s_c_5004>","<|prod_begin|><s_a_3158><s_b_7132><s_c_2496>","<|prod_begin|><s_a_7546><s_b_3335><s_c_1418>","<|prod_begin|><s_a_3733><s_b_7232><s_c_3887>","<|living_begin|><s_a_5946><s_b_5727><s_c_4467>","<|prod_begin|><s_a_513><s_b_1144><s_c_5273>","<|living_begin|><s_a_5946><s_b_5757><s_c_4467>","<|living_begin|><s_a_726><s_b_5727><s_c_6278>","<|video_begin|><s_a_8164><s_b_6771><s_c_5687>","<|video_begin|><s_a_3062><s_b_4915><s_c_5162>","<|video_begin|><s_a_5417><s_b_5175><s_c_1148>","<|video_begin|><s_a_5417><s_b_665><s_c_6513>","<|video_begin|><s_a_5555><s_b_7608><s_c_7326>","<|video_begin|><s_a_7074><s_b_7497><s_c_5600>","<|video_begin|><s_a_6503><s_b_3302><s_c_3606>","<|video_begin|><s_a_3062><s_b_6727><s_c_8037>","<|video_begin|><s_a_5555><s_b_724><s_c_5988>","<|video_begin|><s_a_4531><s_b_6771><s_c_516>","<|video_begin|><s_a_3062><s_b_620><s_c_6156>","<|video_begin|><s_a_1985><s_b_5106><s_c_3344>","<|video_begin|><s_a_1985><s_b_5511><s_c_5162>","<|video_begin|><s_a_5988><s_b_7894><s_c_2766>","<|video_begin|><s_a_5988><s_b_6771><s_c_5988>","<|video_begin|><s_a_3300><s_b_6771><s_c_2403>","<|video_begin|><s_a_3062><s_b_6771><s_c_5793>"]<|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":"从皮肤问题到牙齿健康的健康焦点演化","events":[{"date":"2025-03-27","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"问题触发：首次针对特定皮肤问题（“百癣”）购买内服药物，表明用户正面临较为明确的皮肤困扰。"},{"date":"2025-03-31","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"方案修正与问题细化：在购买内服药仅4天后，用户转而购买针对“皮炎湿疹”的外用“医用液体敷料”。这表明前一个方案可能效果不佳或认知发生变化，问题从泛化的“癣”聚焦到更具体的“皮炎湿疹”，且解决方案从内服转向外用，是典型的基于负反馈的路径修正。"},{"date":"2025-07-01","action":"[商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>","logic":"认知收敛与新焦点：在前期购买了泛泛的“固齿”草本片剂后，用户开始点击并关注具有“医用”和“脱敏”特定功能的牙膏。这表明用户对牙齿问题的认知已从笼统的“固齿”保健，升级到需要解决“牙齿脱敏”这一具体痛点，体现了从发散保健到问题聚焦的认知收敛。"}]}}<|im_end|>
该用户最近喜欢的视频有: <|video_begin|><s_a_532><s_b_2737><s_c_2679><|im_end|>

[INFO|2026-07-13 03:28:39] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-13 03:28:39] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-13 03:28:39,991 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-13 03:28:39,991 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-13 03:28:40,042 >> Generate config GenerationConfig {
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "pad_token_id": 151643,
  "use_cache": false
}


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[INFO|configuration_utils.py:978] 2026-07-13 03:28:40,687 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-13 03:28:40,687 >> 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] 2026-07-13 03:28:40,687 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-13 03:28:40] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-13 03:28:40] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-13 03:28:40] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-13 03:28:40] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-13 03:28:40] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-13 03:28:40,825 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-13 03:28:40,825 >>   Num examples = 685
[INFO|trainer.py:1471] 2026-07-13 03:28:40,825 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-13 03:28:40,825 >>   Num update steps per epoch = 172
[INFO|trainer.py:1473] 2026-07-13 03:28:40,825 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-13 03:28:40,825 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-13 03:28:40,825 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-13 03:28:40,825 >>   Total optimization steps = 61
[INFO|trainer.py:1479] 2026-07-13 03:28:40,826 >>   Number of trainable parameters = 801,433,600

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



                                               

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[INFO|trainer.py:3815] 2026-07-13 03:37:15,304 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035
[INFO|configuration_utils.py:533] 2026-07-13 03:37:15,305 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/config.json
[INFO|configuration_utils.py:816] 2026-07-13 03:37:15,305 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/generation_config.json
{'loss': '1.614', 'grad_norm': '9.75', 'learning_rate': '1.197e-06', 'epoch': '0.0292'}
{'loss': '1.302', 'grad_norm': '7.688', 'learning_rate': '1.159e-06', 'epoch': '0.05839'}
{'loss': '1.634', 'grad_norm': '8.562', 'learning_rate': '1.082e-06', 'epoch': '0.08759'}
{'loss': '1.509', 'grad_norm': '7.625', 'learning_rate': '9.705e-07', 'epoch': '0.1168'}
{'loss': '1.62', 'grad_norm': '7.594', 'learning_rate': '8.333e-07', 'epoch': '0.146'}
{'loss': '1.631', 'grad_norm': '9.875', 'learning_rate': '6.796e-07', 'epoch': '0.1752'}
{'loss': '1.574', 'grad_norm': '8.5', 'learning_rate': '5.204e-07', 'epoch': '0.2044'}
{'loss': '1.529', 'grad_norm': '6.781', 'learning_rate': '3.667e-07', 'epoch': '0.2336'}
{'loss': '1.519', 'grad_norm': '9.062', 'learning_rate': '2.295e-07', 'epoch': '0.2628'}
{'loss': '1.57', 'grad_norm': '9.75', 'learning_rate': '1.184e-07', 'epoch': '0.292'}
{'loss': '1.601', 'grad_norm': '7.125', 'learning_rate': '4.12e-08', 'epoch': '0.3212'}
{'loss': '1.531', 'grad_norm': '8.812', 'learning_rate': '3.399e-09', 'epoch': '0.3504'}
{'train_runtime': '514.5', 'train_samples_per_second': '0.466', 'train_steps_per_second': '0.119', 'train_loss': '1.556', 'epoch': '0.3562'}

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
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[INFO|modeling_utils.py:3471] 2026-07-13 03:37:16,140 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-13 03:37:16,249 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-13 03:37:16,270 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/tokenizer_config.json
***** train metrics *****
  epoch                    =     0.3562
  total_flos               = 27343212GF
  train_loss               =     1.5557
  train_runtime            = 0:08:34.47
  train_samples_per_second =      0.466
  train_steps_per_second   =      0.119
Figure saved at: /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/training_loss.png
[WARNING|2026-07-13 03:37:16] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-13 03:37:16] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-13 03:37:16,366 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}