/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|2026-07-10 01:00:52] 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] 2026-07-10 01:00:52,111 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:00:52,115 >> Model config Qwen3Config {
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  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
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  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
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  "intermediate_size": 3072,
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}

[INFO|configuration_utils.py:769] 2026-07-10 01:00:52,758 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:00:52,759 >> Model config Qwen3Config {
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  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
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[INFO|configuration_utils.py:769] 2026-07-10 01:00:52,759 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:00:52,760 >> Model config Qwen3Config {
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[INFO|2026-07-10 01:00:53] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v15_cot_light_repair.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: 17564 examples [00:00, 159613.72 examples/s]
Generating train split: 27334 examples [00:00, 164648.34 examples/s]

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training example:
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176251, 153253, 160187, 175463, 11, 220, 176251, 153253, 160187, 175463, 11, 220, 176251, 156487, 165372, 175804, 11, 220, 176251, 157356, 165908, 175502, 11, 220, 176251, 156597, 166095, 172418, 11, 220, 176251, 156597, 164156, 173616, 11, 220, 176251, 156597, 167122, 175190, 41479, 234, 12857, 38182, 102217, 101548, 3837, 72651, 38182, 101927, 220, 176251, 156784, 166768, 173358, 11, 220, 176251, 156597, 162346, 169164, 11, 220, 176251, 158703, 164174, 174275, 11, 220, 176251, 153253, 160588, 168500, 11, 220, 176251, 159348, 162726, 170689, 11, 220, 176251, 158703, 160825, 174275, 11, 220, 176251, 153253, 164948, 169595, 11, 220, 176251, 154177, 160846, 173892, 11, 220, 176251, 154177, 160846, 173892, 11, 220, 176251, 153253, 162726, 169162, 11, 220, 176251, 156784, 162410, 170500, 11, 220, 176251, 157806, 163871, 172594, 11, 220, 176251, 158993, 164857, 169894, 11, 220, 176251, 153253, 164064, 168960, 11, 220, 176251, 153253, 161332, 173466, 11, 220, 176251, 153253, 163894, 168166, 11, 220, 176251, 156597, 161138, 171554, 11, 220, 176251, 159348, 167749, 171966, 11, 220, 176251, 153253, 166405, 175321, 11, 220, 176251, 153253, 167824, 169999, 11, 220, 176251, 157806, 161352, 168407, 11, 220, 176251, 155296, 163870, 168294, 11, 220, 176251, 152879, 160588, 174339, 11, 220, 176251, 154486, 167156, 171041, 11, 220, 176251, 153253, 165588, 173584, 11, 220, 176251, 153253, 160839, 174824, 11, 220, 176251, 153253, 162413, 172253, 11, 220, 176251, 156784, 160850, 171087, 11, 220, 176251, 156597, 167203, 170306, 11, 220, 176251, 153253, 164185, 170513, 11, 220, 176251, 157652, 166768, 175957, 11, 220, 176251, 157652, 166768, 170076, 11, 220, 176251, 156597, 159984, 175772, 11, 220, 176251, 158703, 167415, 169582, 11, 220, 176251, 158744, 162421, 175957, 11, 220, 176251, 153253, 164810, 172067, 11, 220, 176251, 153253, 161777, 170500, 11, 220, 176251, 153253, 166768, 170037, 11, 220, 176251, 153253, 163175, 173616, 11, 220, 176251, 158429, 167778, 169172, 11, 220, 176251, 158657, 167042, 170843, 11, 220, 176251, 158429, 164857, 172985, 11, 220, 176251, 154486, 167156, 168425, 11, 220, 176251, 157356, 161230, 173726, 11, 220, 176251, 153253, 161272, 168100, 11, 220, 176251, 156784, 165694, 168669, 11, 220, 176251, 158703, 159917, 174934, 11, 220, 176251, 156597, 166551, 169988, 11, 220, 176251, 156414, 162319, 170757, 11, 220, 176251, 153253, 164078, 171554, 11, 220, 176251, 157037, 165694, 169385, 11, 220, 176251, 153253, 161601, 176058, 11, 220, 176251, 157601, 162130, 171821, 11, 220, 176251, 157002, 163410, 174112, 11, 220, 176251, 155296, 162112, 171575, 11, 220, 176251, 154177, 163871, 172041, 11, 220, 176251, 153253, 160187, 175463, 11, 220, 176251, 153253, 160187, 175463, 11, 220, 176251, 156487, 165372, 175804, 11, 220, 176251, 157356, 165908, 175502, 11, 220, 176251, 159348, 160442, 172596, 11, 220, 176251, 159348, 166296, 172011, 11, 220, 176251, 159348, 166296, 174539, 11, 220, 176251, 159348, 166296, 174539, 11, 220, 176251, 156597, 166095, 172418, 11, 220, 176251, 156597, 166095, 172418, 11, 220, 176251, 156597, 160980, 173168, 11, 220, 176251, 156597, 164156, 173616, 11, 220, 176251, 156597, 167122, 175190, 11, 220, 176251, 156487, 162319, 172265, 3407, 14880, 66017, 75882, 20002, 18493, 99604, 102122, 16872, 103124, 104820, 43815, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 75882, 20002, 104044, 112429, 101927, 18830, 25, 220, 176251, 157356, 166588, 176116, 151645, 198, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-02-24】
  --:-- [直播-关注] <|living_begin|><s_a_2955><s_b_6234><s_c_5498>
【2025-03-01】
  --:-- [直播-关注] <|living_begin|><s_a_6698><s_b_6234><s_c_936>
【2025-03-19】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2434><s_c_2513>
【2025-03-21】
  --:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
【2025-08-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_1519><s_c_7656>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_5801><s_b_3132><s_c_6327>
【2025-08-19】
  --:-- [商品-购买] <|prod_begin|><s_a_5248><s_b_4613><s_c_28>
【2025-08-27】
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_441><s_c_7732>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1782><s_b_1844><s_c_6392>
【2025-09-11】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-09-15】
  --:-- [商品-购买] <|prod_begin|><s_a_3027><s_b_2904><s_c_1897>
  --:-- [商品-购买] <|prod_begin|><s_a_7056><s_b_8002><s_c_7269>
【2025-09-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6559><s_b_1312><s_c_6378>
【2025-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_560><s_b_7136><s_c_50>
【2025-10-05】
  --:-- [直播-关注] <|living_begin|><s_a_3254><s_b_5703><s_c_2784>
【2025-10-06】
  --:-- [直播-关注] <|living_begin|><s_a_4366><s_b_7342><s_c_2253>
【2025-10-07】
  --:-- [直播-关注] <|living_begin|><s_a_4818><s_b_5121><s_c_1785>
【2025-10-08】
  --:-- [商品-购买] <|prod_begin|><s_a_863><s_b_1917><s_c_6285>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2412><s_b_2700><s_c_5344>
【2025-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_6559><s_b_1312><s_c_6378>
【2025-10-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_582><s_c_2032>
  --:-- [商品-购买] <|prod_begin|><s_a_1951><s_b_1398><s_c_3746>
【2025-10-15】
  --:-- [商品-购买] <|prod_begin|><s_a_7622><s_b_1505><s_c_6100>
【2025-10-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7800><s_b_692><s_c_367>
【2025-10-17】
  --:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_2103><s_c_2697>
  --:-- [商品-购买] <|prod_begin|><s_a_2650><s_b_6713><s_c_5692>
  --:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_2649><s_c_211>
【2025-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_2262><s_b_1124><s_c_4519>
【2025-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_4488><s_c_4107>
  --:-- [商品-购买] <|prod_begin|><s_a_3261><s_b_3930><s_c_6990>
【2025-10-24】
  --:-- [商品-购买] <|prod_begin|><s_a_89><s_b_4069><s_c_7711>
【2025-10-25】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_6202>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_4836><s_b_4975><s_c_3692>
  --:-- [商品-购买] <|prod_begin|><s_a_6722><s_b_5840><s_c_2697>
【2025-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_3344><s_b_5918><s_c_732>
【2025-10-30】
  --:-- [商品-购买] <|prod_begin|><s_a_7520><s_b_4804><s_c_7681>
【2025-10-31】
  --:-- [商品-购买] <|prod_begin|><s_a_5757><s_b_5658><s_c_8024>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-11-07】
  --:-- [商品-购买] <|prod_begin|><s_a_3955><s_b_1713><s_c_6920>
【2025-11-18】
  --:-- [商品-购买] <|prod_begin|><s_a_6213><s_b_2857><s_c_4231>
【2025-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_6017><s_b_3930><s_c_4231>
  --:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_6878><s_c_4977>
【2025-12-08】
  --:-- [商品-购买] <|prod_begin|><s_a_6953><s_b_5918><s_c_5993>
  --:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_5490><s_c_1677>
【2025-12-13】
  00:08 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_4125><s_c_5531>
  02:49 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7525><s_c_2704>
  03:36 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_6436><s_c_1251>
  03:58 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_33><s_c_1005>
  11:17 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
【2025-12-14】
  04:48 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8156><s_c_5737>
  11:36 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_152><s_c_1259>
  13:12 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_7608><s_c_2957>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-12-16】
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_5090><s_c_5642>
【2025-12-20】
  03:45 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3447><s_c_7410>
  05:53 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5145><s_c_7124>
  10:50 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4323><s_c_7003>
【2025-12-21】
  11:36 [广告-深度转化] <|ad_begin|><s_a_6760><s_b_5027><s_c_4932>
【2025-12-27】
  04:07 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3447><s_c_7410>
  04:47 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2941><s_c_1708>
【2025-12-28】
  12:12 [广告-深度转化] <|ad_begin|><s_a_6907><s_b_7919><s_c_3454>
【2025-12-30】
  --:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_8163><s_c_3456>
【2025-12-31】
  12:26 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_2460>
  12:54 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_5563>
  13:35 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1411><s_c_47>
  14:03 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4841><s_c_47>
【2026-01-01】
  00:12 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5841><s_c_47>
【2026-01-02】
  13:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1119><s_c_6215>
  --:-- [商品-购买] <|prod_begin|><s_a_7492><s_b_7878><s_c_8130>
【2026-01-03】
  00:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2799><s_c_7315>
【2026-01-05】
  --:-- [商品-点击] <|prod_begin|><s_a_5064><s_b_3287><s_c_1003>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3598><s_c_6661>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_6017><s_b_1468><s_c_3875>
【2026-01-10】
  23:43 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5841><s_c_3775>
【2026-01-11】
  --:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_3246><s_c_4899>
  --:-- [商品-点击] <|prod_begin|><s_a_5380><s_b_5660><s_c_4231>
  --:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5515><s_c_4133>
【2026-01-12】
  --:-- [商品-点击] <|prod_begin|><s_a_89><s_b_6066><s_c_3875>
  --:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5515><s_c_4133>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_6902><s_c_1993>
【2026-01-14】
  --:-- [商品-点击] <|prod_begin|><s_a_8040><s_b_7217><s_c_2692>
【2026-01-16】
  11:59 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_4340><s_c_4228>
【2026-01-17】
  05:59 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_6244><s_c_3549>
  12:22 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4944><s_c_6815>
  --:-- [商品-点击] <|prod_begin|><s_a_1074><s_b_3089><s_c_4025>
  --:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_3982><s_c_5657>
【2026-01-18】
  09:39 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6436><s_c_4451>
  12:32 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4996><s_c_4636>
  13:47 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>
  --:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_3982><s_c_2364>
  --:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_5717><s_c_1752>
【2026-01-22】
  --:-- [商品-点击] <|prod_begin|><s_a_263><s_b_347><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_7840><s_b_3436><s_c_3886>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1103><s_c_7517>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5348><s_c_3923>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_1715><s_c_3923>
【2026-01-23】
  08:57 [视频-评论/长播] <|video_begin|><s_a_6219><s_b_5385><s_c_3036>
  09:35 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_4181><s_c_1110>
  09:45 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7610><s_b_3147><s_c_534>
  12:05 [视频-转发/长播] <|video_begin|><s_a_7300><s_b_4996><s_c_1767>
  12:27 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6234><s_c_5967>
  13:14 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_835><s_c_497>
  13:35 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3678><s_c_3207>
  --:-- [商品-点击] <|prod_begin|><s_a_2218><s_b_7198><s_c_133>
  --:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_4302><s_c_6100>
  --:-- [商品-点击] <|prod_begin|><s_a_3908><s_b_4545><s_c_6628>
【2026-01-24】
  00:29 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_3408><s_c_7719>
  00:40 [视频-转发/长播] <|video_begin|><s_a_3115><s_b_4201><s_c_7410>
  00:40 [视频-转发/长播] <|video_begin|><s_a_3555><s_b_4460><s_c_3346>
  00:40 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_3147><s_c_4605>
  00:48 [视频-转发/长播] <|video_begin|><s_a_3300><s_b_7214><s_c_3349>
  02:35 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_6944><s_c_1100>
  02:35 [视频-转发/点赞/长播] <|video_begin|><s_a_7328><s_b_3147><s_c_2494>
  02:47 [视频-转发/点赞/长播] <|video_begin|><s_a_5122><s_b_6519><s_c_2568>
  02:47 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_6442><s_c_6583>
  02:52 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_4010><s_c_4405>
  02:52 [视频-点赞/长播] <|video_begin|><s_a_5489><s_b_5511><s_c_1901>
  09:08 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_4508><s_c_3676>
  10:27 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_2460>
  10:37 [视频-关注/长播] <|video_begin|><s_a_2508><s_b_5727><s_c_7738>
  12:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3961><s_c_6915>
  12:25 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4213><s_c_5502>
  23:53 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_6442><s_c_5576>
【2026-01-25】
  02:31 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5419><s_c_5967>
  07:14 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_2370>
  07:24 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_4996><s_c_5576>
  08:11 [视频-转发/长播] <|video_begin|><s_a_5687><s_b_5511><s_c_5687>
  08:20 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_5489><s_c_2678>
  09:45 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1232><s_c_5828>
  11:03 [视频-评论/长播] <|video_begin|><s_a_6321><s_b_4033><s_c_6468>
【2026-01-27】
  07:21 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_2568>
  --:-- [商品-点击] <|prod_begin|><s_a_5973><s_b_24><s_c_6710>
  --:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_24><s_c_6710>
【2026-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_5100><s_b_5727><s_c_6278>
  01:11 [视频-转发/长播] <|video_begin|><s_a_3300><s_b_6519><s_c_2370>
  02:03 [视频-转发/长播] <|video_begin|><s_a_1584><s_b_5521><s_c_814>
  02:32 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_6234><s_c_2452>
  02:42 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_1658>
  03:11 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_1614>
  03:18 [视频-关注/点赞/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_4355>
  04:35 [视频-关注/转发/评论/收藏/点赞/长播] <|video_begin|><s_a_5489><s_b_631><s_c_3294>
  06:44 [视频-转发/长播] <|video_begin|><s_a_4540><s_b_4996><s_c_6154>
  06:44 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_4671>
  06:44 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_7282><s_c_5944>
  06:44 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1883><s_b_1645><s_c_5673>
  06:57 [广告-点击] <|ad_begin|><s_a_7460><s_b_3932><s_c_4209>
  07:53 [广告-点击] <|ad_begin|><s_a_5687><s_b_5714><s_c_2704>
  10:59 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_1883><s_b_2419><s_c_2568>
  11:20 [广告-点击] <|ad_begin|><s_a_1923><s_b_1779><s_c_2309>
  11:52 [广告-点击] <|ad_begin|><s_a_1584><s_b_2799><s_c_4421>
  12:20 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5687><s_b_6234><s_c_728>
  12:24 [视频-点赞/长播] <|video_begin|><s_a_5629><s_b_7684><s_c_7732>
  12:40 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_6234><s_c_2370>
  12:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_1088><s_b_5727><s_c_6385>
  12:57 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1642><s_c_6725>
  12:57 [广告-点击] <|ad_begin|><s_a_1210><s_b_1642><s_c_6725>
  23:30 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_4878><s_c_1399>
  23:35 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6234><s_c_5349>
【2026-01-29】
  00:29 [视频-转发/长播] <|video_begin|><s_a_5687><s_b_6234><s_c_294>
  00:47 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7596><s_b_4996><s_c_2513>
  00:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4932><s_c_1153>
  00:47 [广告-点击] <|ad_begin|><s_a_1584><s_b_4932><s_c_1153>
  03:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1431><s_c_5687>
  03:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_1431><s_c_5687>
  03:54 [广告-点击] <|ad_begin|><s_a_1584><s_b_7261><s_c_6258>
  04:37 [广告-点击] <|ad_begin|><s_a_4818><s_b_3932><s_c_1332>
  04:45 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_1708>
  05:10 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_3606><s_c_2309>
  06:21 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_4340><s_c_6222>
  06:21 [广告-点击] <|ad_begin|><s_a_7034><s_b_4340><s_c_6222>
  07:01 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
  07:01 [广告-点击] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
  07:05 [广告-深度转化] <|ad_begin|><s_a_7904><s_b_7455><s_c_6222>
  07:05 [广告-点击] <|ad_begin|><s_a_7904><s_b_7455><s_c_6222>
  08:00 [视频-转发/长播] <|video_begin|><s_a_3738><s_b_6006><s_c_2636>
  08:00 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_6818><s_c_853>
  08:06 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7038><s_b_56><s_c_1614>
  08:07 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5489><s_c_2678>
  08:07 [广告-点击] <|ad_begin|><s_a_5687><s_b_5489><s_c_2678>
  08:24 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_6442><s_c_2693>
  08:24 [广告-点击] <|ad_begin|><s_a_5368><s_b_6442><s_c_2693>
  09:03 [广告-点击] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
  09:16 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_7952><s_c_7548>
  09:19 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7966><s_c_8037>
  09:19 [广告-点击] <|ad_begin|><s_a_5687><s_b_7966><s_c_8037>
  09:25 [广告-点击] <|ad_begin|><s_a_2782><s_b_2516><s_c_7456>
  11:03 [广告-点击] <|ad_begin|><s_a_1584><s_b_5489><s_c_3534>
  12:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5369><s_c_47>
  12:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_5369><s_c_47>
  12:08 [视频-转发/长播] <|video_begin|><s_a_5687><s_b_1369><s_c_1785>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_6128><s_c_1720>
  --:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_2056><s_c_5755>
【2026-01-30】
  06:05 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_7214><s_c_7622>
  11:11 [广告-点击] <|ad_begin|><s_a_4035><s_b_4996><s_c_47>
  11:14 [广告-点击] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
  13:14 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_6137><s_b_5511><s_c_3454>
  13:26 [广告-点击] <|ad_begin|><s_a_1584><s_b_3678><s_c_2895>
  13:42 [广告-深度转化] <|ad_begin|><s_a_511><s_b_581><s_c_4209>
  13:42 [广告-点击] <|ad_begin|><s_a_511><s_b_581><s_c_4209>
  --:-- [商品-点击] <|prod_begin|><s_a_7569><s_b_4156><s_c_3773>
  --:-- [商品-点击] <|prod_begin|><s_a_89><s_b_1113><s_c_4306>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_3278><s_c_3637>
【2026-01-31】
  00:57 [视频-收藏/长播] <|video_begin|><s_a_5555><s_b_7342><s_c_3221>
  03:41 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_3422><s_c_1719>
  03:46 [广告-点击] <|ad_begin|><s_a_5687><s_b_6470><s_c_6616>
  03:56 [视频-转发/长播] <|video_begin|><s_a_118><s_b_7608><s_c_2309>
  04:04 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8008><s_c_625>
  04:04 [广告-点击] <|ad_begin|><s_a_5115><s_b_8008><s_c_625>
  06:43 [视频-转发/长播] <|video_begin|><s_a_5476><s_b_5841><s_c_2212>
  06:58 [广告-点击] <|ad_begin|><s_a_1981><s_b_631><s_c_1708>
  07:44 [广告-点击] <|ad_begin|><s_a_1909><s_b_800><s_c_3424>
  08:01 [广告-点击] <|ad_begin|><s_a_1584><s_b_152><s_c_8140>
  09:39 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_6583>
  09:39 [广告-点击] <|ad_begin|><s_a_1210><s_b_5419><s_c_6583>
  10:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_7261><s_c_6258>
  11:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_1822><s_c_3775>
  11:18 [广告-点击] <|ad_begin|><s_a_2518><s_b_2614><s_c_6561>
  --:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_2916><s_c_1159>
  --:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_6498><s_c_3246>
【2026-02-01】
  00:17 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7259><s_b_4578><s_c_2070>
  00:20 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7763><s_c_2341>
  00:20 [广告-点击] <|ad_begin|><s_a_5687><s_b_7763><s_c_2341>
  00:27 [视频-转发/长播] <|video_begin|><s_a_7460><s_b_1596><s_c_2803>
  00:55 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5998><s_b_4746><s_c_3026>
  00:57 [广告-点击] <|ad_begin|><s_a_1909><s_b_4491><s_c_5576>
  10:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7391><s_c_1477>
  10:47 [广告-点击] <|ad_begin|><s_a_1584><s_b_7391><s_c_1477>
  12:01 [广告-点击] <|ad_begin|><s_a_1584><s_b_2799><s_c_4421>
  12:04 [视频-转发/长播] <|video_begin|><s_a_1721><s_b_6234><s_c_728>
  14:18 [视频-浏览] <|video_begin|><s_a_4030><s_b_4018><s_c_47>
  --:-- [商品-点击] <|prod_begin|><s_a_5699><s_b_6574><s_c_391>
【2026-02-02】
  03:20 [广告-点击] <|ad_begin|><s_a_7328><s_b_4432><s_c_1442>
  04:06 [视频-浏览] <|video_begin|><s_a_1584><s_b_5727><s_c_3958>
  06:41 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_5833><s_c_136>
  06:56 [视频-转发/长播] <|video_begin|><s_a_4088><s_b_804><s_c_2530>
  08:29 [广告-点击] <|ad_begin|><s_a_1584><s_b_7381><s_c_1111>
  10:46 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_4171>
  10:46 [广告-点击] <|ad_begin|><s_a_1584><s_b_4324><s_c_4171>
  11:02 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5119><s_c_875>
  11:02 [广告-点击] <|ad_begin|><s_a_5115><s_b_5119><s_c_875>
  11:14 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_4007>
  11:15 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_4007>
  11:16 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_4007>
  11:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_7381><s_c_1111>
  11:22 [广告-点击] <|ad_begin|><s_a_1584><s_b_7381><s_c_1111>
  11:26 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4340><s_c_3034>
  11:26 [广告-点击] <|ad_begin|><s_a_5687><s_b_4340><s_c_3034>
  12:00 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_631><s_c_7237>
  12:00 [广告-点击] <|ad_begin|><s_a_5115><s_b_631><s_c_7237>
  12:06 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2941><s_c_1708>
  12:06 [广告-点击] <|ad_begin|><s_a_5687><s_b_2941><s_c_1708>
  12:38 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4932><s_c_4636>
  12:38 [广告-点击] <|ad_begin|><s_a_1584><s_b_4932><s_c_4636>
  12:53 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6334><s_c_216>
  12:53 [广告-点击] <|ad_begin|><s_a_1584><s_b_6334><s_c_216>
  --:-- [商品-点击] <|prod_begin|><s_a_5331><s_b_4411><s_c_1805>
  --:-- [商品-点击] <|prod_begin|><s_a_834><s_b_4463><s_c_381>
  --:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_1679><s_c_5576>
【2026-02-03】
  00:04 [广告-点击] <|ad_begin|><s_a_1584><s_b_1715><s_c_6379>
  00:26 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_5576>
  01:11 [视频-评论/长播] <|video_begin|><s_a_1584><s_b_5511><s_c_2321>
  02:44 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1188><s_c_3998>
  02:44 [广告-点击] <|ad_begin|><s_a_1596><s_b_1188><s_c_3998>
  03:08 [视频-点赞/长播] <|video_begin|><s_a_7460><s_b_5489><s_c_497>
  03:17 [视频-评论/长播] <|video_begin|><s_a_6760><s_b_7597><s_c_6542>
  04:29 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_3193><s_c_7807>
  08:40 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5452><s_b_5841><s_c_6725>
  08:51 [视频-转发/长播] <|video_begin|><s_a_4284><s_b_978><s_c_3972>
  09:39 [广告-点击] <|ad_begin|><s_a_1584><s_b_1822><s_c_3775>
  09:39 [广告-点击] <|ad_begin|><s_a_1584><s_b_1717><s_c_6390>
  10:36 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6006><s_c_4405>
  10:36 [广告-点击] <|ad_begin|><s_a_5687><s_b_6006><s_c_4405>
  11:20 [视频-转发/长播] <|video_begin|><s_a_4178><s_b_8007><s_c_6514>
  13:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1178>
  13:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_581><s_c_1178>
  13:34 [视频-转发/长播] <|video_begin|><s_a_3300><s_b_7342><s_c_7076>
  13:46 [广告-点击] <|ad_begin|><s_a_1584><s_b_6436><s_c_5903>
  --:-- [商品-点击] <|prod_begin|><s_a_8040><s_b_2771><s_c_2692>
  --:-- [商品-点击] <|prod_begin|><s_a_4802><s_b_2498><s_c_3045>
  --:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_164><s_c_7266>
  --:-- [商品-点击] <|prod_begin|><s_a_7407><s_b_4190><s_c_7586>
  --:-- [商品-购买] <|prod_begin|><s_a_2209><s_b_164><s_c_7266>
【2026-02-04】
  00:14 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_3137><s_c_7257>
  01:29 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_3408><s_c_1785>
  01:38 [广告-点击] <|ad_begin|><s_a_5687><s_b_8184><s_c_974>
  03:46 [广告-点击] <|ad_begin|><s_a_3062><s_b_2906><s_c_3998>
  04:24 [视频-关注/长播] <|video_begin|><s_a_3829><s_b_6858><s_c_5162>
  04:33 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7608><s_c_359>
  04:33 [广告-点击] <|ad_begin|><s_a_1210><s_b_7608><s_c_359>
  06:00 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_978><s_c_141>
  09:36 [视频-评论/长播] <|video_begin|><s_a_3829><s_b_1190><s_c_2309>
  09:52 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_3472><s_c_2153>
  09:52 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_978><s_c_7622>
  10:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_6051><s_c_2280>
  10:28 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4951><s_c_4657>
  10:28 [广告-点击] <|ad_begin|><s_a_5687><s_b_4951><s_c_4657>
  12:41 [广告-点击] <|ad_begin|><s_a_1210><s_b_6334><s_c_1161>
  12:45 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3063><s_c_7609>
  12:45 [广告-点击] <|ad_begin|><s_a_5687><s_b_3063><s_c_7609>
  13:56 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_978><s_c_2636>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1968><s_c_6792>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5044><s_c_1664>
【2026-02-05】
  00:35 [视频-长播] <|video_begin|><s_a_3062><s_b_5385><s_c_1591>
  00:38 [视频-长播] <|video_begin|><s_a_5983><s_b_4050><s_c_6419>
  00:59 [视频-长播] <|video_begin|><s_a_3142><s_b_2966><s_c_3524>
  05:59 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_779>
  05:59 [视频-长播] <|video_begin|><s_a_3409><s_b_3302><s_c_7137>
  05:59 [视频-长播] <|video_begin|><s_a_8127><s_b_3295><s_c_7042>
  05:59 [视频-长播] <|video_begin|><s_a_6166><s_b_6006><s_c_143>
  06:13 [视频-长播] <|video_begin|><s_a_7378><s_b_4932><s_c_728>
  06:13 [视频-评论/长播] <|video_begin|><s_a_2817><s_b_7762><s_c_1997>
  06:17 [视频-评论/长播] <|video_begin|><s_a_7038><s_b_1749><s_c_314>
  06:28 [视频-长播] <|video_begin|><s_a_3300><s_b_6727><s_c_3062>
  06:28 [视频-评论/长播] <|video_begin|><s_a_2508><s_b_1510><s_c_7675>
  06:28 [视频-关注/收藏/长播] <|video_begin|><s_a_7460><s_b_4841><s_c_5961>
  06:40 [视频-长播] <|video_begin|><s_a_3062><s_b_4996><s_c_7534>
  06:40 [视频-长播] <|video_begin|><s_a_3766><s_b_3422><s_c_5115>
  06:40 [视频-长播] <|video_begin|><s_a_2526><s_b_3235><s_c_113>
  06:56 [视频-长播] <|video_begin|><s_a_6372><s_b_3314><s_c_724>
  06:59 [视频-长播] <|video_begin|><s_a_7378><s_b_5454><s_c_6390>
  06:59 [视频-长播] <|video_begin|><s_a_7328><s_b_4460><s_c_1785>
  07:03 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_3246><s_c_640>
  07:03 [广告-点击] <|ad_begin|><s_a_1210><s_b_3246><s_c_640>
  07:03 [视频-长播] <|video_begin|><s_a_3062><s_b_6006><s_c_2341>
  07:03 [视频-长播] <|video_begin|><s_a_2508><s_b_1142><s_c_1335>
  07:07 [视频-长播] <|video_begin|><s_a_1726><s_b_6006><s_c_6278>
  07:07 [视频-长播] <|video_begin|><s_a_7460><s_b_7652><s_c_7003>
  07:07 [视频-长播] <|video_begin|><s_a_7324><s_b_6047><s_c_5944>
  07:07 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_5727><s_c_2548>
  07:17 [视频-长播] <|video_begin|><s_a_1088><s_b_5454><s_c_3476>
  07:21 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_4859>
  07:21 [视频-长播] <|video_begin|><s_a_3300><s_b_6234><s_c_1752>
  07:28 [视频-长播] <|video_begin|><s_a_511><s_b_2789><s_c_5576>
  07:28 [视频-长播] <|video_begin|><s_a_3766><s_b_1141><s_c_6379>
  07:36 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4508><s_c_1939>
  07:36 [广告-点击] <|ad_begin|><s_a_1584><s_b_4508><s_c_1939>
  08:37 [视频-长播] <|video_begin|><s_a_5983><s_b_6907><s_c_5141>
  08:43 [视频-长播] <|video_begin|><s_a_1726><s_b_1277><s_c_377>
  08:43 [视频-长播] <|video_begin|><s_a_4393><s_b_166><s_c_2454>
  08:47 [视频-长播] <|video_begin|><s_a_1088><s_b_4033><s_c_7790>
  08:52 [视频-长播] <|video_begin|><s_a_7774><s_b_3589><s_c_5944>
  08:52 [视频-长播] <|video_begin|><s_a_7378><s_b_978><s_c_5576>
  08:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2799><s_c_4913>
  08:58 [广告-点击] <|ad_begin|><s_a_1584><s_b_2799><s_c_4913>
  10:06 [视频-长播] <|video_begin|><s_a_7751><s_b_5231><s_c_2530>
  12:56 [视频-长播] <|video_begin|><s_a_7460><s_b_800><s_c_7244>
  12:56 [视频-长播] <|video_begin|><s_a_1981><s_b_4240><s_c_5737>
  12:56 [视频-长播] <|video_begin|><s_a_3300><s_b_6234><s_c_6057>
  12:56 [视频-长播] <|video_begin|><s_a_7378><s_b_6006><s_c_5576>
  13:04 [视频-长播] <|video_begin|><s_a_3300><s_b_2826><s_c_1614>
  13:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5124><s_c_7028>
  13:06 [广告-点击] <|ad_begin|><s_a_1584><s_b_5124><s_c_7028>
  13:22 [视频-长播] <|video_begin|><s_a_7460><s_b_1141><s_c_3709>
  13:22 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6329><s_b_796><s_c_1119>
  14:03 [视频-长播] <|video_begin|><s_a_3062><s_b_6047><s_c_5576>
  14:03 [视频-长播] <|video_begin|><s_a_2817><s_b_581><s_c_1659>
  14:03 [视频-长播] <|video_begin|><s_a_1584><s_b_7261><s_c_4079>
  14:08 [视频-长播] <|video_begin|><s_a_5122><s_b_796><s_c_2206>
  14:08 [视频-长播] <|video_begin|><s_a_5983><s_b_6907><s_c_5737>
  14:14 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_631><s_c_8024>
  14:14 [广告-点击] <|ad_begin|><s_a_1584><s_b_631><s_c_8024>
  14:18 [视频-长播] <|video_begin|><s_a_3829><s_b_5653><s_c_6357>
  14:18 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_839><s_c_7106>
  14:24 [视频-长播] <|video_begin|><s_a_1726><s_b_4932><s_c_2269>
  14:24 [视频-长播] <|video_begin|><s_a_3062><s_b_1747><s_c_7003>
  14:24 [视频-长播] <|video_begin|><s_a_2817><s_b_1806><s_c_3429>
  14:38 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_5737>
  14:38 [视频-长播] <|video_begin|><s_a_2508><s_b_2817><s_c_6122>
  14:38 [视频-长播] <|video_begin|><s_a_1210><s_b_581><s_c_5061>

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

主题：从被动娱乐到主动探索：对《我的世界》游戏机制的深度探究

输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|ad_begin|><s_a_1584><s_b_4324><s_c_2460>","<|video_begin|><s_a_3062><s_b_4213><s_c_5502>","<|prod_begin|><s_a_5431><s_b_1679><s_c_5576>","<|video_begin|><s_a_3062><s_b_7608><s_c_5576>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2026-01-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7877><s_c_3355>
【2026-01-06】
  12:13 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_566><s_c_6171>
【2026-01-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_134><s_b_4344><s_c_1850>
【2026-01-08】
  04:26 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_1039>
  04:26 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_3659>
  09:12 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_4288><s_c_5679>
  12:21 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
  12:21 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1740><s_c_6357>
  12:36 [广告-深度转化] <|ad_begin|><s_a_3047><s_b_7391><s_c_6101>
  13:22 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_5563>
  13:37 [广告-深度转化] <|ad_begin|><s_a_4207><s_b_5538><s_c_1440>
  13:40 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_3280><s_c_2530>
  15:05 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_2538><s_c_7719>
【2026-01-09】
  02:07 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_2427><s_c_4101>
  02:36 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6358><s_c_1659>
  14:34 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_3411>
【2026-01-10】
  03:52 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_6234><s_c_607>
  07:07 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_25><s_c_4388>
  10:52 [广告-深度转化] <|ad_begin|><s_a_5485><s_b_6234><s_c_932>
【2026-01-11】
  --:-- [直播-首次打赏] <|living_begin|><s_a_8143><s_b_3044><s_c_1255>
  08:29 [广告-深度转化] <|ad_begin|><s_a_7149><s_b_7894><s_c_5823>
【2026-01-12】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5727><s_c_2403>
  05:24 [广告-深度转化] <|ad_begin|><s_a_4207><s_b_2976><s_c_5673>
  06:48 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_315><s_c_5673>
  11:47 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_5823>
【2026-01-13】
  05:29 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_57><s_c_5216>
  12:36 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_586><s_c_1218>
【2026-01-14】
  09:12 [广告-深度转化] <|ad_begin|><s_a_99><s_b_2560><s_c_1>
【2026-01-15】
  03:02 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6058><s_c_6341>
  04:02 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_6915>
  05:26 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_4487>
  08:46 [广告-深度转化] <|ad_begin|><s_a_4797><s_b_2799><s_c_5609>
  14:12 [广告-深度转化] <|ad_begin|><s_a_4797><s_b_1395><s_c_1786>
【2026-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_1395>
  11:17 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5339><s_c_7353>
【2026-01-17】
  01:55 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_665><s_c_7586>
  07:54 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_7551><s_c_2253>
【2026-01-18】
  01:39 [广告-深度转化] <|ad_begin|><s_a_2830><s_b_4545><s_c_6737>
  02:11 [广告-深度转化] <|ad_begin|><s_a_4396><s_b_7344><s_c_1044>
  02:26 [广告-深度转化] <|ad_begin|><s_a_7615><s_b_5437><s_c_2253>
  06:41 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_1740><s_c_7320>
  12:51 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_5727><s_c_4423>
【2026-01-19】
  00:22 [广告-深度转化] <|ad_begin|><s_a_7751><s_b_2918><s_c_5100>
  01:07 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4990><s_c_3447>
  08:43 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
  09:00 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_4944><s_c_3758>
  09:39 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_8109>
  11:29 [广告-深度转化] <|ad_begin|><s_a_7381><s_b_7180><s_c_1369>
  11:45 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_3314><s_c_4657>
  12:08 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_414><s_c_2753>
  12:11 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_4033><s_c_7718>
  13:17 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_2194>
  14:20 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_4208>
  14:44 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_3913>
【2026-01-20】
  00:32 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1806><s_c_4541>
  --:-- [商品-点击] <|prod_begin|><s_a_6611><s_b_3158><s_c_4058>
  --:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_2769><s_c_7066>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_4538><s_c_3887>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_341><s_c_2340>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_5462><s_c_780>
  --:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_7795><s_c_5267>
  --:-- [商品-点击] <|prod_begin|><s_a_4170><s_b_2701><s_c_1131>
  08:46 [广告-深度转化] <|ad_begin|><s_a_250><s_b_827><s_c_3034>
  08:47 [广告-深度转化] <|ad_begin|><s_a_4178><s_b_3193><s_c_4208>
  10:24 [广告-深度转化] <|ad_begin|><s_a_6246><s_b_978><s_c_1136>
  11:31 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_2865><s_c_3993>
【2026-01-21】
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8188><s_c_5104>
  11:27 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_438><s_c_7935>
  13:26 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_581><s_c_801>
  13:42 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_3659>
【2026-01-22】
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6426><s_c_3237>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_724><s_c_2224>
  --:-- [商品-点击] <|prod_begin|><s_a_4613><s_b_3076><s_c_5318>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_4048><s_c_6920>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_2188><s_c_7367>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_2312><s_c_593>
  02:29 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_6047><s_c_6173>
  05:18 [视频-点赞/长播] <|video_begin|><s_a_148><s_b_3832><s_c_4209>
  05:43 [视频-点赞/长播] <|video_begin|><s_a_7642><s_b_5176><s_c_3534>
  22:30 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_5169><s_c_5988>
【2026-01-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_375><s_b_7975><s_c_2513>
【2026-01-24】
  07:38 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7870><s_c_2820>
  11:15 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_5349><s_c_853>
【2026-01-25】
  09:39 [视频-收藏/长播] <|video_begin|><s_a_1527><s_b_5577><s_c_47>
【2026-01-26】
  08:30 [广告-点击] <|ad_begin|><s_a_7374><s_b_396><s_c_3777>
  12:40 [广告-点击] <|ad_begin|><s_a_7342><s_b_7894><s_c_3098>
  13:53 [广告-点击] <|ad_begin|><s_a_2782><s_b_6379><s_c_4506>
  23:37 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4033><s_c_4479>
【2026-01-27】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_4794>
  --:-- [商品-点击] <|prod_begin|><s_a_7349><s_b_1297><s_c_133>
  10:43 [广告-点击] <|ad_begin|><s_a_6246><s_b_1822><s_c_1148>
  10:44 [广告-点击] <|ad_begin|><s_a_7331><s_b_586><s_c_1218>
  11:31 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_3589><s_c_4007>
  11:31 [广告-点击] <|ad_begin|><s_a_2257><s_b_3589><s_c_4007>
  12:35 [广告-点击] <|ad_begin|><s_a_7381><s_b_4033><s_c_1129>
  12:44 [广告-点击] <|ad_begin|><s_a_1210><s_b_7551><s_c_6390>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_7384><s_b_5638><s_c_7726>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5925><s_c_6215>
  01:59 [视频-点赞/长播] <|video_begin|><s_a_6846><s_b_5200><s_c_242>
  08:35 [广告-点击] <|ad_begin|><s_a_7112><s_b_5616><s_c_2530>
  08:36 [视频-点赞/长播] <|video_begin|><s_a_3782><s_b_1839><s_c_5679>
  08:36 [广告-点击] <|ad_begin|><s_a_1041><s_b_2828><s_c_5531>
  08:56 [视频-点赞/长播] <|video_begin|><s_a_6996><s_b_3447><s_c_141>
  12:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5831><s_b_697><s_c_5518>
  12:55 [视频-关注/点赞/长播] <|video_begin|><s_a_6275><s_b_1277><s_c_47>
  13:19 [广告-点击] <|ad_begin|><s_a_7240><s_b_5119><s_c_4543>
  13:49 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_1822><s_c_47>
  14:04 [广告-点击] <|ad_begin|><s_a_2879><s_b_5952><s_c_3010>
  14:05 [广告-深度转化] <|ad_begin|><s_a_2796><s_b_6038><s_c_2799>
  14:05 [广告-点击] <|ad_begin|><s_a_2796><s_b_6038><s_c_2799>
【2026-01-29】
  00:14 [视频-关注/长播] <|video_begin|><s_a_1957><s_b_3280><s_c_1852>
  --:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5658><s_c_878>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_4211><s_c_1609>
  04:09 [视频-关注/长播] <|video_begin|><s_a_1640><s_b_3952><s_c_3014>
  04:09 [视频-点赞/长播] <|video_begin|><s_a_7738><s_b_124><s_c_7926>
  06:04 [广告-点击] <|ad_begin|><s_a_4746><s_b_7571><s_c_6940>
  07:27 [广告-点击] <|ad_begin|><s_a_7342><s_b_3472><s_c_4978>
  07:30 [视频-点赞/长播] <|video_begin|><s_a_1207><s_b_757><s_c_628>
  07:34 [广告-点击] <|ad_begin|><s_a_1726><s_b_6058><s_c_3676>
  09:31 [广告-点击] <|ad_begin|><s_a_6246><s_b_4990><s_c_497>
  09:37 [广告-点击] <|ad_begin|><s_a_1041><s_b_4491><s_c_6057>
  09:43 [广告-点击] <|ad_begin|><s_a_7342><s_b_7894><s_c_3098>
  10:58 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_4340><s_c_8140>
  10:58 [广告-点击] <|ad_begin|><s_a_2257><s_b_4340><s_c_8140>
  11:13 [广告-点击] <|ad_begin|><s_a_7342><s_b_5760><s_c_5563>
  11:37 [广告-点击] <|ad_begin|><s_a_7342><s_b_2061><s_c_5673>
  11:54 [广告-点击] <|ad_begin|><s_a_7342><s_b_6358><s_c_5104>
  11:58 [广告-点击] <|ad_begin|><s_a_6140><s_b_5167><s_c_8003>
【2026-01-30】
  00:42 [视频-关注/长播] <|video_begin|><s_a_4144><s_b_633><s_c_7374>
  --:-- [商品-点击] <|prod_begin|><s_a_5292><s_b_4330><s_c_3236>
  --:-- [商品-点击] <|prod_begin|><s_a_6058><s_b_1104><s_c_6618>
  --:-- [商品-点击] <|prod_begin|><s_a_3816><s_b_4866><s_c_2529>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_444><s_c_5194>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_5462><s_c_4822>
  --:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_341><s_c_2340>
  01:59 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
  03:29 [广告-点击] <|ad_begin|><s_a_7604><s_b_2500><s_c_5563>
  03:44 [广告-点击] <|ad_begin|><s_a_2015><s_b_3932><s_c_3913>
  11:40 [广告-点击] <|ad_begin|><s_a_6246><s_b_2485><s_c_5563>
  14:45 [广告-点击] <|ad_begin|><s_a_7381><s_b_7261><s_c_711>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5864><s_c_6294>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_7897>
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_108><s_c_4341>
  --:-- [直播-关注] <|living_begin|><s_a_680><s_b_7096><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_7342><s_c_1148>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_6266>
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_7342><s_c_1708>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_5839>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7894><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_6058><s_c_3501>
  --:-- [商品-点击] <|prod_begin|><s_a_7349><s_b_1297><s_c_133>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_6780><s_c_3237>
  01:31 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_3714><s_c_59>
  05:59 [广告-深度转化] <|ad_begin|><s_a_7479><s_b_315><s_c_6977>
  05:59 [广告-点击] <|ad_begin|><s_a_7479><s_b_315><s_c_6977>
  06:41 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_5061><s_c_2530>
  06:41 [广告-点击] <|ad_begin|><s_a_7112><s_b_5061><s_c_2530>
  07:35 [广告-点击] <|ad_begin|><s_a_7479><s_b_620><s_c_7671>
  07:45 [视频-关注/长播] <|video_begin|><s_a_2772><s_b_3044><s_c_954>
  08:02 [视频-关注/长播] <|video_begin|><s_a_194><s_b_1806><s_c_6112>
  08:14 [广告-点击] <|ad_begin|><s_a_1255><s_b_3932><s_c_846>
  09:27 [视频-关注/长播] <|video_begin|><s_a_4032><s_b_4324><s_c_4724>
  09:30 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_1368>
  09:44 [视频-关注/长播] <|video_begin|><s_a_4032><s_b_5511><s_c_7076>
  09:52 [视频-收藏/长播] <|video_begin|><s_a_6321><s_b_4246><s_c_7671>
  10:08 [视频-关注/长播] <|video_begin|><s_a_4032><s_b_7952><s_c_907>
  10:09 [视频-关注/长播] <|video_begin|><s_a_6136><s_b_5634><s_c_2168>
  10:36 [视频-关注/长播] <|video_begin|><s_a_2402><s_b_7894><s_c_6310>
  11:34 [广告-点击] <|ad_begin|><s_a_5229><s_b_620><s_c_3495>
  11:58 [广告-点击] <|ad_begin|><s_a_7112><s_b_2865><s_c_3993>
  12:19 [广告-点击] <|ad_begin|><s_a_7847><s_b_5399><s_c_1269>
  12:46 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_8157><s_c_6561>
  12:46 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_6708><s_c_5673>
  12:46 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_7608><s_c_47>
  14:11 [广告-点击] <|ad_begin|><s_a_7381><s_b_4746><s_c_4636>
【2026-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6891><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6358><s_c_8160>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_2793>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_602>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_439>
  --:-- [直播-关注] <|living_begin|><s_a_993><s_b_1870><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7894><s_c_909>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_2071><s_b_697><s_c_439>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3898><s_c_4454>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_481><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_1399>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5384><s_c_4208>
  --:-- [直播-关注] <|living_begin|><s_a_4515><s_b_697><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_451><s_c_2224>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_3402>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_606>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3026>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5727><s_c_5843>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1707>
  00:31 [视频-关注/长播] <|video_begin|><s_a_194><s_b_6913><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_7225><s_c_5104>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_3340><s_c_2224>
  03:24 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_3447><s_c_141>
  11:11 [视频-关注/长播] <|video_begin|><s_a_3388><s_b_6973><s_c_6380>
  11:13 [广告-点击] <|ad_begin|><s_a_7112><s_b_3589><s_c_7945>
  11:31 [广告-点击] <|ad_begin|><s_a_4340><s_b_2828><s_c_2341>
  11:40 [广告-点击] <|ad_begin|><s_a_7847><s_b_2799><s_c_7119>
  13:10 [视频-关注/点赞/长播] <|video_begin|><s_a_7771><s_b_7603><s_c_2513>
  13:22 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_1119><s_c_6173>
  13:22 [广告-点击] <|ad_begin|><s_a_7112><s_b_1119><s_c_6173>
【2026-02-02】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_5452>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4039>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6058><s_c_5452>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1337><s_c_5673>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_1362><s_b_2302><s_c_2403>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3634>
  04:43 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_6170><s_c_6268>
  04:43 [视频-点赞/长播] <|video_begin|><s_a_3738><s_b_558><s_c_47>
  05:16 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_3348><s_c_6390>
  05:46 [广告-深度转化] <|ad_begin|><s_a_2859><s_b_4491><s_c_4288>
  05:46 [广告-点击] <|ad_begin|><s_a_2859><s_b_4491><s_c_4288>
  09:30 [广告-点击] <|ad_begin|><s_a_1726><s_b_4305><s_c_6785>
  10:04 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7175><s_c_5273>
  10:04 [广告-点击] <|ad_begin|><s_a_5115><s_b_7175><s_c_5273>
  10:28 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_7549><s_c_47>
  14:00 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_3952><s_c_1708>
  14:00 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_558><s_c_358>
  14:42 [视频-关注/长播] <|video_begin|><s_a_1326><s_b_1431><s_c_2513>
【2026-02-03】
  00:51 [视频-关注/长播] <|video_begin|><s_a_661><s_b_5841><s_c_2454>
  01:11 [视频-关注/长播] <|video_begin|><s_a_661><s_b_6891><s_c_3116>
  04:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_6379><s_c_7297>
  05:36 [视频-点赞/长播] <|video_begin|><s_a_7077><s_b_3420><s_c_2468>
  06:02 [广告-点击] <|ad_begin|><s_a_88><s_b_7342><s_c_3116>
  06:11 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_7571><s_c_4636>
  09:14 [视频-转发/长播] <|video_begin|><s_a_4036><s_b_1366><s_c_6863>
  09:45 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_3036>
  09:45 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_3036>
  09:46 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_5428><s_c_6629>
  09:48 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_3193><s_c_1148>
  09:48 [视频-关注/长播] <|video_begin|><s_a_661><s_b_4213><s_c_6570>
  09:56 [视频-关注/长播] <|video_begin|><s_a_6345><s_b_4213><s_c_6601>
  10:00 [视频-关注/长播] <|video_begin|><s_a_661><s_b_423><s_c_8143>
  10:47 [视频-关注/长播] <|video_begin|><s_a_661><s_b_6426><s_c_141>
  12:17 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_3589><s_c_7945>
  12:17 [广告-点击] <|ad_begin|><s_a_7112><s_b_3589><s_c_7945>
  12:19 [广告-点击] <|ad_begin|><s_a_1041><s_b_2865><s_c_959>
  14:17 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5511><s_c_1596>
  14:17 [广告-点击] <|ad_begin|><s_a_5115><s_b_5511><s_c_1596>
  14:32 [广告-点击] <|ad_begin|><s_a_7112><s_b_3447><s_c_1935>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1527><s_c_2403>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_4701><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_5659><s_b_2828><s_c_4518>
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_697><s_c_5956>
  --:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8188><s_c_5104>
  --:-- [商品-点击] <|prod_begin|><s_a_5033><s_b_5426><s_c_8024>
  04:59 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_6234><s_c_7598>
  05:14 [广告-点击] <|ad_begin|><s_a_790><s_b_6525><s_c_6962>
  06:00 [视频-关注/长播] <|video_begin|><s_a_7668><s_b_7129><s_c_5054>
  07:04 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_7454><s_c_457>
  07:15 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_581><s_c_5642>
  10:46 [广告-点击] <|ad_begin|><s_a_7342><s_b_3448><s_c_5673>
  10:57 [广告-点击] <|ad_begin|><s_a_7112><s_b_7458><s_c_2530>
  11:03 [广告-点击] <|ad_begin|><s_a_7342><s_b_1099><s_c_2530>
  11:25 [广告-点击] <|ad_begin|><s_a_7112><s_b_5061><s_c_2530>
  11:26 [广告-点击] <|ad_begin|><s_a_7112><s_b_7458><s_c_2530>
  11:35 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_3044><s_c_607>
  11:35 [视频-点赞/长播] <|video_begin|><s_a_7077><s_b_4262><s_c_2205>
  13:09 [视频-关注/长播] <|video_begin|><s_a_2476><s_b_5727><s_c_1108>
  13:40 [广告-点击] <|ad_begin|><s_a_2470><s_b_3158><s_c_1583>
  13:44 [广告-点击] <|ad_begin|><s_a_7112><s_b_1258><s_c_1935>
  13:45 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8179><s_c_5667>
  13:45 [广告-点击] <|ad_begin|><s_a_5115><s_b_8179><s_c_5667>
  23:59 [视频-关注/长播] <|video_begin|><s_a_6773><s_b_6582><s_c_953>
【2026-02-05】
  00:07 [视频-关注/长播] <|video_begin|><s_a_1217><s_b_6913><s_c_5506>
  00:10 [广告-点击] <|ad_begin|><s_a_6246><s_b_7894><s_c_7003>
  00:10 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_414><s_c_2525>
  00:11 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_745><s_c_3567>
  00:11 [视频-点赞/长播] <|video_begin|><s_a_1233><s_b_5241><s_c_4360>
  00:27 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_2176><s_c_991>
  00:30 [视频-关注/长播] <|video_begin|><s_a_1957><s_b_3280><s_c_1707>
  00:35 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_6708><s_c_5815>
  00:35 [视频-关注/长播] <|video_begin|><s_a_7771><s_b_1656><s_c_1874>
  00:42 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_3952><s_c_237>
  00:48 [视频-关注/长播] <|video_begin|><s_a_6408><s_b_7894><s_c_7312>
  00:50 [视频-关注/长播] <|video_begin|><s_a_194><s_b_6537><s_c_5839>
  00:50 [视频-关注/长播] <|video_begin|><s_a_2168><s_b_3518><s_c_4977>
  --:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_4956><s_c_7674>
  --:-- [商品-点击] <|prod_begin|><s_a_6624><s_b_5462><s_c_4822>
  01:49 [视频-关注/长播] <|video_begin|><s_a_3532><s_b_6358><s_c_1767>
  01:55 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_7888><s_c_5673>
  02:03 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_5454><s_c_3116>
  02:10 [广告-点击] <|ad_begin|><s_a_1726><s_b_5124><s_c_7945>
  02:23 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_4033><s_c_7945>
  02:23 [广告-点击] <|ad_begin|><s_a_7112><s_b_4033><s_c_7945>
  02:36 [广告-点击] <|ad_begin|><s_a_6246><s_b_935><s_c_3014>
  03:58 [广告-点击] <|ad_begin|><s_a_1041><s_b_6047><s_c_5609>
  06:10 [视频-关注/长播] <|video_begin|><s_a_4178><s_b_4000><s_c_4518>
  06:20 [视频-关注/长播] <|video_begin|><s_a_790><s_b_6358><s_c_1888>
  06:25 [视频-关注/长播] <|video_begin|><s_a_194><s_b_6051><s_c_6368>
  06:25 [视频-关注/长播] <|video_begin|><s_a_5154><s_b_4252><s_c_2530>
  06:41 [视频-长播] <|video_begin|><s_a_1207><s_b_7936><s_c_5563>
  06:41 [视频-长播] <|video_begin|><s_a_7771><s_b_6379><s_c_495>
  06:41 [视频-长播] <|video_begin|><s_a_5808><s_b_4885><s_c_2513>
  06:41 [视频-长播] <|video_begin|><s_a_6388><s_b_3952><s_c_5091>
  06:43 [视频-长播] <|video_begin|><s_a_1766><s_b_5127><s_c_5563>
  06:43 [视频-长播] <|video_begin|><s_a_6219><s_b_6519><s_c_1146>
  06:43 [视频-长播] <|video_begin|><s_a_16><s_b_5200><s_c_6416>
  06:43 [视频-长播] <|video_begin|><s_a_3346><s_b_3447><s_c_1708>
  06:43 [视频-长播] <|video_begin|><s_a_6329><s_b_4733><s_c_47>
  06:45 [视频-长播] <|video_begin|><s_a_3115><s_b_251><s_c_4636>
  06:45 [视频-长播] <|video_begin|><s_a_6388><s_b_6400><s_c_6286>
  06:45 [视频-长播] <|video_begin|><s_a_6321><s_b_6519><s_c_3987>
  06:49 [广告-点击] <|ad_begin|><s_a_4745><s_b_6435><s_c_1118>
  11:07 [视频-长播] <|video_begin|><s_a_7542><s_b_4508><s_c_1098>
  11:07 [视频-长播] <|video_begin|><s_a_457><s_b_8008><s_c_3845>
  11:07 [视频-长播] <|video_begin|><s_a_6329><s_b_3828><s_c_7979>
  11:43 [视频-长播] <|video_begin|><s_a_7774><s_b_3006><s_c_6614>
  11:52 [广告-点击] <|ad_begin|><s_a_3739><s_b_620><s_c_401>
  13:40 [视频-长播] <|video_begin|><s_a_6955><s_b_1292><s_c_1806>
  13:40 [视频-长播] <|video_begin|><s_a_2015><s_b_1751><s_c_851>
  13:40 [视频-长播] <|video_begin|><s_a_1326><s_b_7483><s_c_2298>
  13:41 [视频-关注/长播] <|video_begin|><s_a_1326><s_b_620><s_c_6583>
  13:41 [视频-长播] <|video_begin|><s_a_2627><s_b_4879><s_c_6306>
  13:41 [视频-长播] <|video_begin|><s_a_1336><s_b_7762><s_c_7718>
  13:41 [视频-长播] <|video_begin|><s_a_960><s_b_6442><s_c_7598>
  13:41 [视频-长播] <|video_begin|><s_a_1957><s_b_5821><s_c_5518>
  13:41 [广告-点击] <|ad_begin|><s_a_6246><s_b_2485><s_c_6919>
  13:45 [广告-点击] <|ad_begin|><s_a_6246><s_b_1740><s_c_4887>
  13:54 [视频-长播] <|video_begin|><s_a_1766><s_b_1801><s_c_5563>
  13:54 [视频-长播] <|video_begin|><s_a_7774><s_b_4496><s_c_3010>
  13:54 [视频-长播] <|video_begin|><s_a_1336><s_b_1595><s_c_7718>
  13:54 [视频-长播] <|video_begin|><s_a_8127><s_b_2799><s_c_4783>
  13:54 [视频-长播] <|video_begin|><s_a_6388><s_b_1875><s_c_396>
  13:58 [视频-长播] <|video_begin|><s_a_2015><s_b_6436><s_c_4200>
  13:58 [视频-长播] <|video_begin|><s_a_1527><s_b_1123><s_c_6385>
  13:58 [视频-长播] <|video_begin|><s_a_7039><s_b_3158><s_c_2319>
  13:59 [视频-长播] <|video_begin|><s_a_5907><s_b_5844><s_c_5737>
  13:59 [视频-长播] <|video_begin|><s_a_5146><s_b_5200><s_c_5359>
  13:59 [视频-长播] <|video_begin|><s_a_2015><s_b_4508><s_c_2494>
  14:00 [广告-点击] <|ad_begin|><s_a_7150><s_b_5641><s_c_1496>
  14:02 [广告-点击] <|ad_begin|><s_a_7331><s_b_2604><s_c_1138>
  14:03 [视频-长播] <|video_begin|><s_a_5408><s_b_4198><s_c_143>
  14:03 [视频-长播] <|video_begin|><s_a_5146><s_b_6047><s_c_8085>
  14:03 [视频-长播] <|video_begin|><s_a_4646><s_b_6358><s_c_2253>
  14:08 [视频-长播] <|video_begin|><s_a_7128><s_b_7888><s_c_1374>
  14:08 [视频-长播] <|video_begin|><s_a_2688><s_b_5200><s_c_7945>
  14:54 [视频-长播] <|video_begin|><s_a_532><s_b_1282><s_c_4647>
  14:54 [视频-长播] <|video_begin|><s_a_4646><s_b_3952><s_c_4887>
  15:03 [视频-关注/长播] <|video_begin|><s_a_194><s_b_2357><s_c_4344>
  15:04 [视频-长播] <|video_begin|><s_a_6140><s_b_1282><s_c_2252>
  15:04 [视频-长播] <|video_begin|><s_a_6166><s_b_4056><s_c_7320>
  15:05 [视频-长播] <|video_begin|><s_a_3455><s_b_7342><s_c_6379>
  15:05 [视频-长播] <|video_begin|><s_a_6140><s_b_59><s_c_8003>
  15:05 [视频-长播] <|video_begin|><s_a_7385><s_b_6006><s_c_47>
  15:05 [视频-长播] <|video_begin|><s_a_1303><s_b_6358><s_c_399>
  15:11 [视频-长播] <|video_begin|><s_a_7385><s_b_1806><s_c_853>
  15:17 [视频-长播] <|video_begin|><s_a_7130><s_b_2963><s_c_2568>
  15:17 [视频-长播] <|video_begin|><s_a_7385><s_b_2854><s_c_5669>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_7971><s_c_7366>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_5487><s_c_5795>
  --:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>
  --:-- [商品-点击] <|prod_begin|><s_a_1737><s_b_6677><s_c_5628>
  --:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_1226><s_c_773>
  --:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_5685><s_c_7297>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_152><s_c_7101>
  --:-- [商品-点击] <|prod_begin|><s_a_4739><s_b_326><s_c_7706>
  --:-- [商品-购买] <|prod_begin|><s_a_5801><s_b_7971><s_c_7366>
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_5487><s_c_5795>
  --:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>
  --:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_5685><s_c_7297>
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心提取逻辑（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 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请根据以下主题提取行为逻辑链：
主题：从泛化工具认知到精准化电路检测工具的选购闭环

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化工具认知到精准化电路检测工具的选购闭环",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

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":"从泛化工具认知到精准化电路检测工具的选购闭环","events":[{"date":"2026-02-03","action":"[视频-转发/长播] <|video_begin|><s_a_4036><s_b_1366><s_c_6863>","logic":"问题触发：通过观看装修视频，接触到“电钻”等电工工具的使用场景，形成初步认知。"},{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_1766><s_b_1801><s_c_5563>","logic":"认知深化：兴趣从通用电动工具收敛至“测电笔”这一特定诊断工具，并开始了解其核心功能（检测电路、解决故障）。"},{"date":"2026-02-06","action":"[商品-购买] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>","logic":"决策闭环：从了解基础功能转向购买具备“感应”、“智能”、“测断点”等高级功能的具体商品，体现了基于知识获取后的精准决策和消费转化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2022-12-05】
  --:-- [商品-购买] <|prod_begin|><s_a_6611><s_b_1226><s_c_6920>
【2022-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_2074><s_c_6816>
【2023-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_324><s_b_4839><s_c_3849>
【2023-02-04】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_586><s_c_7261>
【2023-03-30】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_7292><s_c_6981>
【2023-05-03】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1966><s_c_7261>
【2023-05-24】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1966><s_c_615>
【2023-06-06】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1966><s_c_7261>
【2023-07-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_586><s_c_7261>
【2023-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7360><s_b_1564><s_c_2831>
【2023-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7007><s_c_8103>
【2023-11-04】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
【2024-02-08】
  --:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_586><s_c_6777>
【2024-05-25】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_5798>
【2024-05-26】
  --:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_2312><s_c_1102>
【2024-05-28】
  --:-- [商品-购买] <|prod_begin|><s_a_1278><s_b_5449><s_c_7329>
【2024-05-29】
  --:-- [商品-购买] <|prod_begin|><s_a_1278><s_b_5449><s_c_7329>
【2024-05-31】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_5449><s_c_636>
【2024-06-11】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7444><s_c_3214>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_4757>
【2024-06-12】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_5399><s_c_5193>
【2024-06-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_4839><s_c_6500>
【2024-06-19】
  --:-- [商品-购买] <|prod_begin|><s_a_910><s_b_2439><s_c_5246>
【2024-06-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6312><s_c_7261>
【2024-06-21】
  --:-- [商品-购买] <|prod_begin|><s_a_2492><s_b_3868><s_c_5657>
【2024-06-22】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_4839><s_c_6500>
【2024-06-23】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1715><s_c_8141>
【2024-06-25】
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_1701><s_c_3254>
【2024-06-29】
  --:-- [商品-购买] <|prod_begin|><s_a_277><s_b_6454><s_c_4801>
【2024-11-30】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_6878><s_c_6712>
【2024-12-02】
  --:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_6878><s_c_6712>
【2025-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_5653><s_b_1630><s_c_7064>
【2025-03-03】
  --:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_5563>
【2025-03-07】
  --:-- [直播-关注] <|living_begin|><s_a_375><s_b_5492><s_c_2262>
【2025-03-12】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_5452>
【2025-03-15】
  --:-- [直播-关注] <|living_begin|><s_a_4326><s_b_7180><s_c_1321>
【2025-03-18】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3676>
【2025-03-21】
  --:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_5956>
【2025-03-26】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_6202>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
【2025-03-27】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7616>
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_2221><s_c_1753>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_2599>
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_7388><s_c_5779>
【2025-03-28】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3280><s_c_439>
【2025-03-30】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_875>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_1036>
  --:-- [直播-关注] <|living_begin|><s_a_5669><s_b_4223><s_c_6416>
【2025-04-03】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_6278>
【2025-04-05】
  --:-- [直播-关注] <|living_begin|><s_a_967><s_b_1282><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_315><s_b_7342><s_c_5874>
【2025-04-06】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6278>
【2025-04-18】
  --:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_3676>
【2025-04-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3728><s_c_4740>
【2025-04-22】
  --:-- [直播-关注] <|living_begin|><s_a_3425><s_b_7342><s_c_6177>
【2025-04-23】
  --:-- [直播-关注] <|living_begin|><s_a_7074><s_b_759><s_c_1306>
【2025-04-25】
  --:-- [直播-关注] <|living_begin|><s_a_3933><s_b_7342><s_c_3016>
【2025-04-29】
  --:-- [直播-关注] <|living_begin|><s_a_993><s_b_6400><s_c_875>
【2025-05-01】
  --:-- [直播-关注] <|living_begin|><s_a_1229><s_b_8086><s_c_5563>
【2025-05-03】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_3026>
【2025-05-13】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3006><s_c_3120>
【2025-05-16】
  --:-- [直播-关注] <|living_begin|><s_a_6633><s_b_7342><s_c_656>
【2025-05-19】
  --:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7342><s_c_2145>
【2025-05-20】
  --:-- [直播-关注] <|living_begin|><s_a_4427><s_b_8049><s_c_3016>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_2403>
【2025-05-23】
  --:-- [直播-关注] <|living_begin|><s_a_3026><s_b_8008><s_c_3016>
【2025-05-30】
  --:-- [直播-关注] <|living_begin|><s_a_6633><s_b_6234><s_c_6900>
【2025-06-10】
  --:-- [直播-关注] <|living_begin|><s_a_6633><s_b_4010><s_c_5563>
【2025-07-04】
  --:-- [直播-关注] <|living_begin|><s_a_315><s_b_6400><s_c_3026>
【2025-07-06】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_2513>
【2025-07-16】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6709><s_c_2513>
【2025-07-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_3721><s_c_3323>
【2025-07-26】
  --:-- [直播-关注] <|living_begin|><s_a_2869><s_b_3999><s_c_3482>
【2025-07-27】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_708>
【2025-09-04】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
【2025-09-08】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_56><s_c_3812>
【2025-09-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_5488><s_c_3250>
【2025-09-22】
  --:-- [直播-关注] <|living_begin|><s_a_231><s_b_3898><s_c_7754>
【2025-09-27】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_2171>
【2025-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_7355><s_c_1131>
【2025-10-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_7605>
【2025-10-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_636>
【2025-11-30】
  --:-- [直播-关注] <|living_begin|><s_a_5933><s_b_53><s_c_5318>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_7677>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_4618><s_c_5449>
【2025-12-07】
  --:-- [商品-点击] <|prod_begin|><s_a_5394><s_b_7007><s_c_7007>
  --:-- [商品-点击] <|prod_begin|><s_a_3124><s_b_6048><s_c_3323>
  --:-- [商品-点击] <|prod_begin|><s_a_7036><s_b_2469><s_c_4657>
  --:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_3131><s_c_3092>
  --:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_222><s_c_1397>
  --:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_6599><s_c_1786>
  --:-- [商品-购买] <|prod_begin|><s_a_5461><s_b_222><s_c_1397>
【2025-12-08】
  22:54 [广告-深度转化] <|ad_begin|><s_a_8113><s_b_6051><s_c_3913>
【2025-12-10】
  --:-- [商品-点击] <|prod_begin|><s_a_566><s_b_3721><s_c_3019>
  12:02 [广告-深度转化] <|ad_begin|><s_a_6755><s_b_2789><s_c_1284>
  12:04 [广告-深度转化] <|ad_begin|><s_a_842><s_b_4851><s_c_6173>
  12:11 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
【2025-12-11】
  15:13 [广告-深度转化] <|ad_begin|><s_a_6755><s_b_2789><s_c_1284>
【2025-12-12】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3915><s_c_4512>
  08:57 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_4932><s_c_4636>
【2025-12-13】
  01:21 [广告-深度转化] <|ad_begin|><s_a_8113><s_b_6051><s_c_3913>
  07:18 [广告-深度转化] <|ad_begin|><s_a_3406><s_b_7946><s_c_3953>
【2025-12-16】
  07:47 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_7917><s_c_2038>
  23:50 [广告-深度转化] <|ad_begin|><s_a_4811><s_b_4733><s_c_8037>
【2025-12-17】
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_3278><s_c_1616>
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_4062><s_c_7957>
【2025-12-18】
  --:-- [商品-点击] <|prod_begin|><s_a_5044><s_b_5925><s_c_4895>
  06:57 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_713><s_c_7718>
【2025-12-19】
  17:22 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3261>
【2025-12-20】
  01:47 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_5><s_c_4932>
【2025-12-21】
  05:17 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_2817><s_c_4952>
  10:51 [广告-深度转化] <|ad_begin|><s_a_3406><s_b_7946><s_c_3953>
【2025-12-22】
  00:50 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5754><s_c_1085>
  01:10 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7655><s_c_4994>
【2025-12-23】
  --:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_6065><s_c_1991>
  12:02 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4508><s_c_5673>
【2025-12-25】
  11:20 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4508><s_c_5673>
【2025-12-26】
  00:02 [广告-深度转化] <|ad_begin|><s_a_3945><s_b_637><s_c_6059>
  12:04 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7498><s_c_6278>
【2025-12-27】
  --:-- [商品-点击] <|prod_begin|><s_a_6763><s_b_5292><s_c_7992>
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_3278><s_c_1552>
  --:-- [商品-点击] <|prod_begin|><s_a_7407><s_b_3696><s_c_3145>
  05:33 [广告-深度转化] <|ad_begin|><s_a_143><s_b_6324><s_c_1708>
【2025-12-28】
  15:20 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_2817><s_c_4952>
【2025-12-29】
  --:-- [商品-点击] <|prod_begin|><s_a_5973><s_b_1392><s_c_3311>
【2025-12-30】
  06:56 [广告-深度转化] <|ad_begin|><s_a_6760><s_b_473><s_c_7622>
  06:58 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_447>
【2026-01-02】
  10:40 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5893><s_c_6708>
【2026-01-03】
  --:-- [商品-点击] <|prod_begin|><s_a_936><s_b_5590><s_c_490>
  --:-- [商品-点击] <|prod_begin|><s_a_936><s_b_3132><s_c_7368>
  04:06 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6798><s_c_3121>
【2026-01-06】
  --:-- [商品-点击] <|prod_begin|><s_a_7154><s_b_1807><s_c_5978>
  02:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5093><s_c_216>
【2026-01-07】
  23:03 [广告-深度转化] <|ad_begin|><s_a_5060><s_b_4746><s_c_6956>
【2026-01-08】
  --:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_3278><s_c_1342>
  --:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_2188><s_c_1616>
  16:22 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_3589><s_c_3913>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_8163><s_c_3783>
【2026-01-12】
  --:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_3721><s_c_7807>
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_3278><s_c_7689>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_605><s_b_5719><s_c_2224>
【2026-01-16】
  --:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_2188><s_c_2235>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_7687><s_c_2224>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_6552><s_b_2221><s_c_5563>
  00:36 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_4552><s_c_6956>
【2026-01-20】
  --:-- [商品-点击] <|prod_begin|><s_a_810><s_b_897><s_c_3013>
  16:10 [广告-深度转化] <|ad_begin|><s_a_795><s_b_1642><s_c_6956>
【2026-01-21】
  15:29 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1292><s_c_6240>
【2026-01-22】
  14:44 [视频-收藏/长播] <|video_begin|><s_a_4598><s_b_2221><s_c_2758>
【2026-01-23】
  --:-- [商品-点击] <|prod_begin|><s_a_1919><s_b_4902><s_c_1690>
  15:11 [视频-收藏/长播] <|video_begin|><s_a_6697><s_b_1186><s_c_2530>
【2026-01-25】
  --:-- [商品-点击] <|prod_begin|><s_a_4956><s_b_6713><s_c_398>
  --:-- [商品-点击] <|prod_begin|><s_a_747><s_b_397><s_c_5300>
  --:-- [商品-点击] <|prod_begin|><s_a_3260><s_b_1715><s_c_1285>
  10:05 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_194><s_b_6234><s_c_2194>
【2026-01-26】
  09:42 [视频-点赞/长播] <|video_begin|><s_a_4113><s_b_2008><s_c_1933>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_747><s_b_7877><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_6093><s_b_1798><s_c_975>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_6902><s_c_5513>
  11:43 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_7975><s_c_7979>
【2026-01-28】
  --:-- [商品-点击] <|prod_begin|><s_a_2645><s_b_1715><s_c_7868>
  --:-- [商品-点击] <|prod_begin|><s_a_3260><s_b_1798><s_c_975>
  --:-- [商品-点击] <|prod_begin|><s_a_2275><s_b_6713><s_c_2676>
  09:56 [广告-深度转化] <|ad_begin|><s_a_655><s_b_4949><s_c_3877>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_8125><s_c_331>
  01:25 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_3569><s_c_2325>
  23:22 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_3589><s_c_3913>
【2026-01-30】
  --:-- [商品-点击] <|prod_begin|><s_a_1193><s_b_6906><s_c_5144>
  11:09 [视频-评论/长播] <|video_begin|><s_a_5695><s_b_4932><s_c_5657>
  11:30 [视频-浏览] <|video_begin|><s_a_1003><s_b_5841><s_c_5267>
【2026-02-01】
  --:-- [商品-点击] <|prod_begin|><s_a_6204><s_b_7109><s_c_7586>
  02:03 [视频-点赞] <|video_begin|><s_a_5695><s_b_57><s_c_5413>
  18:13 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_713><s_c_4887>
【2026-02-02】
  05:04 [视频-评论/长播] <|video_begin|><s_a_194><s_b_593><s_c_7790>
【2026-02-03】
  09:22 [视频-收藏/长播] <|video_begin|><s_a_3115><s_b_5685><s_c_6863>
  09:22 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_7950><s_c_6676>
  09:22 [视频-评论/长播] <|video_begin|><s_a_1164><s_b_6556><s_c_6737>
  17:30 [视频-长播] <|video_begin|><s_a_4615><s_b_6379><s_c_6659>
  18:25 [视频-长播] <|video_begin|><s_a_1207><s_b_4875><s_c_208>
  18:30 [视频-浏览] <|video_begin|><s_a_16><s_b_5685><s_c_4290>
  18:39 [视频-转发/长播] <|video_begin|><s_a_6904><s_b_6519><s_c_3217>
  18:48 [视频-长播] <|video_begin|><s_a_4946><s_b_8022><s_c_4712>
  18:48 [视频-关注/长播] <|video_begin|><s_a_1207><s_b_4332><s_c_7696>
  18:59 [视频-长播] <|video_begin|><s_a_3115><s_b_4875><s_c_5059>
  19:02 [视频-长播] <|video_begin|><s_a_2015><s_b_1292><s_c_6583>
  19:04 [视频-长播] <|video_begin|><s_a_4646><s_b_2963><s_c_3522>
  19:08 [视频-长播] <|video_begin|><s_a_4615><s_b_1292><s_c_8037>
  19:11 [视频-收藏/长播] <|video_begin|><s_a_4598><s_b_5685><s_c_4654>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5532><s_c_5452>
  --:-- [商品-点击] <|prod_begin|><s_a_3><s_b_4692><s_c_1854>
  01:28 [广告-点击] <|ad_begin|><s_a_7479><s_b_7877><s_c_58>
  01:28 [广告-点击] <|ad_begin|><s_a_7633><s_b_4733><s_c_7800>
  01:29 [广告-点击] <|ad_begin|><s_a_7709><s_b_5269><s_c_6177>
  01:29 [广告-点击] <|ad_begin|><s_a_7633><s_b_4733><s_c_7800>
  01:45 [广告-点击] <|ad_begin|><s_a_7633><s_b_4733><s_c_7800>
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  02:29 [广告-点击] <|ad_begin|><s_a_6289><s_b_6874><s_c_3536>
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  05:56 [广告-点击] <|ad_begin|><s_a_574><s_b_2864><s_c_2447>
  05:58 [广告-点击] <|ad_begin|><s_a_3655><s_b_581><s_c_3777>
  06:10 [视频-长播] <|video_begin|><s_a_4258><s_b_2918><s_c_5319>
  09:14 [广告-深度转化] <|ad_begin|><s_a_2344><s_b_800><s_c_7383>
  09:14 [广告-点击] <|ad_begin|><s_a_2344><s_b_800><s_c_7383>
  09:24 [视频-长播] <|video_begin|><s_a_6510><s_b_800><s_c_6680>
  09:24 [视频-长播] <|video_begin|><s_a_1708><s_b_2419><s_c_7119>
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  10:01 [视频-长播] <|video_begin|><s_a_2012><s_b_2865><s_c_1302>
  10:24 [广告-点击] <|ad_begin|><s_a_7374><s_b_3065><s_c_5903>
  11:05 [广告-点击] <|ad_begin|><s_a_1294><s_b_7381><s_c_7732>
  11:56 [视频-长播] <|video_begin|><s_a_2125><s_b_1925><s_c_104>
  12:08 [视频-收藏/长播] <|video_begin|><s_a_1207><s_b_4430><s_c_5554>
  12:17 [视频-长播] <|video_begin|><s_a_2080><s_b_4430><s_c_5186>
  12:21 [视频-长播] <|video_begin|><s_a_2080><s_b_4430><s_c_4126>
  12:26 [广告-点击] <|ad_begin|><s_a_3113><s_b_168><s_c_480>
  13:27 [广告-点击] <|ad_begin|><s_a_2814><s_b_5581><s_c_7377>
  13:30 [广告-点击] <|ad_begin|><s_a_1095><s_b_5269><s_c_2343>
  15:31 [视频-长播] <|video_begin|><s_a_1512><s_b_3831><s_c_4595>
  15:36 [视频-收藏/长播] <|video_begin|><s_a_1207><s_b_6442><s_c_6646>
  15:44 [视频-长播] <|video_begin|><s_a_6510><s_b_6234><s_c_1008>
  15:48 [视频-长播] <|video_begin|><s_a_2125><s_b_4358><s_c_443>
  15:49 [视频-长播] <|video_begin|><s_a_1207><s_b_1925><s_c_6954>
【2026-02-05】
  --:-- [商品-点击] <|prod_begin|><s_a_1826><s_b_1514><s_c_3323>
  --:-- [商品-点击] <|prod_begin|><s_a_5158><s_b_7007><s_c_1982>
  --:-- [商品-点击] <|prod_begin|><s_a_1767><s_b_576><s_c_3323>
  --:-- [商品-点击] <|prod_begin|><s_a_7414><s_b_1259><s_c_8123>
  --:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_2469><s_c_7036>
  --:-- [商品-点击] <|prod_begin|><s_a_1767><s_b_2171><s_c_2193>
  --:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_6599><s_c_1786>
  --:-- [商品-购买] <|prod_begin|><s_a_5158><s_b_7007><s_c_1982>
  01:25 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_3555>
  01:26 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
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  02:13 [广告-点击] <|ad_begin|><s_a_2814><s_b_5581><s_c_7377>
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  02:41 [广告-点击] <|ad_begin|><s_a_5229><s_b_1413><s_c_6057>
  03:53 [视频-收藏/长播] <|video_begin|><s_a_1207><s_b_6234><s_c_6659>
  04:58 [视频-点赞/长播] <|video_begin|><s_a_6385><s_b_4875><s_c_5059>
  05:05 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_6659>
  05:11 [广告-点击] <|ad_begin|><s_a_1200><s_b_4959><s_c_4435>
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  06:08 [视频-长播] <|video_begin|><s_a_2125><s_b_1212><s_c_3775>
  06:08 [视频-收藏/长播] <|video_begin|><s_a_3251><s_b_1925><s_c_5563>
  06:12 [视频-长播] <|video_begin|><s_a_2080><s_b_6234><s_c_1591>
  06:19 [广告-点击] <|ad_begin|><s_a_7182><s_b_7381><s_c_2165>
  07:28 [广告-点击] <|ad_begin|><s_a_2675><s_b_2675><s_c_4412>
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  07:50 [广告-点击] <|ad_begin|><s_a_3113><s_b_168><s_c_480>
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  07:53 [广告-点击] <|ad_begin|><s_a_3113><s_b_168><s_c_480>
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  07:54 [广告-点击] <|ad_begin|><s_a_3770><s_b_2852><s_c_1741>
  08:59 [视频-长播] <|video_begin|><s_a_6958><s_b_2990><s_c_3026>
  08:59 [视频-长播] <|video_begin|><s_a_5695><s_b_1740><s_c_5563>
  09:03 [视频-长播] <|video_begin|><s_a_3091><s_b_6234><s_c_5338>
  09:03 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_2460>
  09:09 [视频-长播] <|video_begin|><s_a_4615><s_b_4033><s_c_146>
  09:09 [视频-点赞/长播] <|video_begin|><s_a_6857><s_b_7457><s_c_2082>
  09:17 [视频-长播] <|video_begin|><s_a_4646><s_b_6234><s_c_6659>
  09:20 [视频-长播] <|video_begin|><s_a_1207><s_b_6824><s_c_1773>
  09:20 [视频-长播] <|video_begin|><s_a_4646><s_b_6824><s_c_987>
  09:20 [视频-长播] <|video_begin|><s_a_4946><s_b_1940><s_c_7320>
  09:26 [视频-长播] <|video_begin|><s_a_1207><s_b_4332><s_c_6442>
  09:26 [视频-长播] <|video_begin|><s_a_4858><s_b_3193><s_c_7979>
  09:34 [视频-长播] <|video_begin|><s_a_2080><s_b_4332><s_c_6442>
  09:36 [视频-长播] <|video_begin|><s_a_6510><s_b_6234><s_c_6621>
  09:36 [视频-长播] <|video_begin|><s_a_3330><s_b_6436><s_c_7257>
  09:36 [视频-浏览] <|video_begin|><s_a_2125><s_b_581><s_c_5677>
  09:41 [视频-长播] <|video_begin|><s_a_2125><s_b_6006><s_c_853>
  09:41 [视频-长播] <|video_begin|><s_a_2830><s_b_3624><s_c_7377>
  09:43 [视频-收藏/长播] <|video_begin|><s_a_1207><s_b_1822><s_c_1332>
  09:45 [视频-长播] <|video_begin|><s_a_3931><s_b_3447><s_c_6442>
  09:50 [视频-长播] <|video_begin|><s_a_3376><s_b_5685><s_c_6366>
  09:55 [广告-点击] <|ad_begin|><s_a_1584><s_b_5040><s_c_3246>
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  10:02 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
  10:04 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3026>
  11:25 [视频-长播] <|video_begin|><s_a_4615><s_b_952><s_c_4671>
  11:32 [视频-长播] <|video_begin|><s_a_3801><s_b_1212><s_c_2568>
  11:34 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_2427>
  11:38 [视频-长播] <|video_begin|><s_a_2125><s_b_6798><s_c_1284>
  11:38 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7586>
  11:38 [视频-长播] <|video_begin|><s_a_7830><s_b_594><s_c_6589>
  11:40 [视频-长播] <|video_begin|><s_a_1207><s_b_5685><s_c_607>
  11:46 [视频-长播] <|video_begin|><s_a_2080><s_b_5685><s_c_1009>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_1826><s_b_4150><s_c_3323>
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心提取逻辑（递进性准则）：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从泛化家居问题到聚焦具体维修技能的认知收敛

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化家居问题到聚焦具体维修技能的认知收敛",
    "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":"从泛化家居问题到聚焦具体维修技能的认知收敛","events":[{"date":"2026-01-22","action":"[视频-收藏/长播] <|video_begin|><s_a_4598><s_b_2221><s_c_2758>","logic":"初始触发：开始关注家居装修/维护领域，但兴趣点较为宽泛，停留在环保涂料这类宏观、预防性的信息层面。"},{"date":"2026-02-03","action":"[视频-关注/长播] <|video_begin|><s_a_1207><s_b_4332><s_c_7696>","logic":"问题聚焦：兴趣从宽泛的装修概念收敛至具体的“漏水”问题，并开始关注实际的维修操作技巧，交互行为从“收藏”升级为“关注”，表明意图增强。"},{"date":"2026-02-04","action":"[视频-收藏/长播] <|video_begin|><s_a_1207><s_b_4430><s_c_5554>","logic":"认知拓展：在解决了“水”的问题后，兴趣横向拓展到家庭另一核心安全领域——“电”，开始系统性学习电路安全知识，体现出举一反三的自主学习倾向。"},{"date":"2026-02-05","action":"[视频-收藏/长播] <|video_begin|><s_a_1207><s_b_1822><s_c_1332>","logic":"技能深化：兴趣进一步深化，从水电基础安全拓展到具体的家电维修（油烟机），并且关注点精确到“更换启动电容”这类组件级操作，完成了从问题感知到掌握具体维修技能的认知闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-02-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5476><s_b_3189><s_c_5563>
【2025-02-06】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8109>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_6278>
【2025-02-08】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4219><s_c_4163>
【2025-02-11】
  --:-- [直播-关注] <|living_begin|><s_a_4999><s_b_1277><s_c_6278>
【2025-02-20】
  --:-- [直播-关注] <|living_begin|><s_a_4366><s_b_1583><s_c_6278>
【2025-02-22】
  --:-- [直播-关注] <|living_begin|><s_a_773><s_b_5693><s_c_7601>
【2025-03-11】
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_3916><s_c_6416>
【2025-03-25】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_6278>
【2025-05-20】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_3278><s_c_4820>
【2025-05-22】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_3278><s_c_4820>
【2025-05-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6972><s_b_5658><s_c_5722>
  --:-- [商品-购买] <|prod_begin|><s_a_4443><s_b_1142><s_c_5255>
【2025-05-27】
  --:-- [商品-购买] <|prod_begin|><s_a_7271><s_b_5449><s_c_1064>
【2025-05-28】
  --:-- [商品-购买] <|prod_begin|><s_a_4994><s_b_1099><s_c_29>
  --:-- [商品-购买] <|prod_begin|><s_a_7439><s_b_7963><s_c_5795>
【2025-05-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_636>
  --:-- [商品-购买] <|prod_begin|><s_a_230><s_b_5716><s_c_6832>
【2025-06-04】
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
【2025-06-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7320><s_b_5974><s_c_3177>
【2025-06-10】
  --:-- [商品-购买] <|prod_begin|><s_a_2190><s_b_7801><s_c_3177>
【2025-06-14】
  --:-- [商品-购买] <|prod_begin|><s_a_5198><s_b_5488><s_c_233>
【2025-07-01】
  --:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_5925><s_c_2411>
【2025-08-05】
  --:-- [商品-购买] <|prod_begin|><s_a_4994><s_b_2021><s_c_7874>
【2025-08-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1687><s_c_3498>
【2025-08-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_3323><s_c_6712>
【2025-08-11】
  --:-- [商品-购买] <|prod_begin|><s_a_4789><s_b_21><s_c_8039>
【2025-08-12】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4494><s_c_6940>
【2025-08-19】
  --:-- [商品-购买] <|prod_begin|><s_a_2017><s_b_1293><s_c_6661>
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_1966><s_c_825>
【2025-08-21】
  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_5488><s_c_2717>
【2025-08-24】
  --:-- [商品-购买] <|prod_begin|><s_a_5271><s_b_441><s_c_4790>
【2025-08-29】
  --:-- [商品-购买] <|prod_begin|><s_a_2061><s_b_2195><s_c_6771>
【2025-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_2017><s_b_6454><s_c_1184>
【2025-09-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2017><s_b_3840><s_c_1250>
【2025-09-06】
  --:-- [直播-关注] <|living_begin|><s_a_4326><s_b_3916><s_c_2880>
  --:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_3259><s_c_340>
  --:-- [商品-购买] <|prod_begin|><s_a_2017><s_b_5756><s_c_406>
【2025-09-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_606>
  --:-- [商品-购买] <|prod_begin|><s_a_7953><s_b_2558><s_c_7329>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_363><s_b_796><s_c_535>
  --:-- [商品-购买] <|prod_begin|><s_a_1958><s_b_222><s_c_5082>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_5200><s_c_2658>
【2025-11-01】
  --:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_6454><s_c_3177>
【2025-11-06】
  --:-- [商品-购买] <|prod_begin|><s_a_1446><s_b_7789><s_c_3177>
【2025-11-08】
  --:-- [商品-购买] <|prod_begin|><s_a_826><s_b_5488><s_c_8146>
  --:-- [商品-购买] <|prod_begin|><s_a_6261><s_b_2119><s_c_5879>
【2025-11-14】
  --:-- [直播-关注] <|living_begin|><s_a_1673><s_b_7096><s_c_3373>
  --:-- [直播-关注] <|living_begin|><s_a_4677><s_b_5528><s_c_2616>
【2025-11-18】
  --:-- [直播-关注] <|living_begin|><s_a_2239><s_b_7870><s_c_8133>
【2025-11-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6983><s_b_647><s_c_3887>
【2025-11-26】
  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_2863><s_c_4435>
  --:-- [商品-购买] <|prod_begin|><s_a_4994><s_b_2021><s_c_7874>
【2025-11-27】
  --:-- [商品-购买] <|prod_begin|><s_a_4014><s_b_4386><s_c_574>
  --:-- [商品-购买] <|prod_begin|><s_a_651><s_b_4433><s_c_5962>
  --:-- [商品-购买] <|prod_begin|><s_a_3806><s_b_1966><s_c_6326>
【2025-11-28】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5719><s_c_4820>
【2025-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_2083><s_b_3278><s_c_7706>
【2025-12-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7349><s_b_3436><s_c_1644>
【2025-12-05】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1229><s_b_765><s_c_5563>
【2025-12-08】
  04:12 [广告-点击] <|ad_begin|><s_a_7479><s_b_594><s_c_929>
【2025-12-12】
  02:40 [广告-点击] <|ad_begin|><s_a_4157><s_b_7736><s_c_4537>
  22:10 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
【2025-12-14】
  09:22 [广告-深度转化] <|ad_begin|><s_a_5018><s_b_6244><s_c_1834>
  09:22 [广告-点击] <|ad_begin|><s_a_5018><s_b_6244><s_c_1834>
  23:51 [广告-点击] <|ad_begin|><s_a_5632><s_b_4932><s_c_5267>
【2025-12-15】
  07:44 [广告-点击] <|ad_begin|><s_a_1207><s_b_1411><s_c_4859>
【2025-12-18】
  --:-- [商品-购买] <|prod_begin|><s_a_3467><s_b_844><s_c_3940>
【2025-12-19】
  12:52 [广告-点击] <|ad_begin|><s_a_4220><s_b_2427><s_c_1572>
【2025-12-25】
  02:53 [广告-点击] <|ad_begin|><s_a_2470><s_b_2270><s_c_5677>
【2025-12-26】
  08:18 [广告-点击] <|ad_begin|><s_a_2470><s_b_2270><s_c_5677>
【2025-12-27】
  11:44 [广告-点击] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
  19:49 [广告-点击] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
【2025-12-28】
  11:54 [广告-点击] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
【2025-12-31】
  12:00 [广告-点击] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
【2026-01-02】
  12:17 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
  12:17 [广告-点击] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
【2026-01-03】
  04:27 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5349><s_c_6067>
  04:27 [广告-点击] <|ad_begin|><s_a_2899><s_b_5349><s_c_6067>
  08:39 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_4735>
  08:39 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_4735>
  10:14 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_1322>
  10:14 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_1322>
  11:24 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5349><s_c_6067>
  11:24 [广告-点击] <|ad_begin|><s_a_2899><s_b_5349><s_c_6067>
【2026-01-04】
  21:53 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2290>
  21:53 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2290>
【2026-01-06】
  08:22 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_581><s_c_6707>
  08:22 [广告-点击] <|ad_begin|><s_a_4403><s_b_581><s_c_6707>
  08:36 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_3775>
  --:-- [商品-点击] <|prod_begin|><s_a_5022><s_b_6848><s_c_6648>
  --:-- [商品-点击] <|prod_begin|><s_a_4887><s_b_6180><s_c_4657>
  22:21 [广告-点击] <|ad_begin|><s_a_5673><s_b_7665><s_c_1659>
【2026-01-07】
  06:12 [广告-点击] <|ad_begin|><s_a_2899><s_b_177><s_c_3775>
  --:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_6818><s_c_6628>
  --:-- [商品-点击] <|prod_begin|><s_a_8129><s_b_2498><s_c_7547>
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_5121><s_c_878>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6818><s_c_3711>
  --:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_6818><s_c_3842>
  --:-- [商品-点击] <|prod_begin|><s_a_7859><s_b_6818><s_c_7048>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_404><s_c_1222>
  --:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_6818><s_c_767>
【2026-01-08】
  --:-- [商品-点击] <|prod_begin|><s_a_3708><s_b_7827><s_c_1692>
【2026-01-09】
  21:34 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_77>
  21:34 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_77>
【2026-01-10】
  02:31 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_3574>
  02:31 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_3574>
  03:16 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_1206><s_c_1935>
  03:16 [广告-点击] <|ad_begin|><s_a_6921><s_b_1206><s_c_1935>
  --:-- [商品-点击] <|prod_begin|><s_a_2533><s_b_8025><s_c_2768>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_2588><s_c_5346>
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_8025><s_c_2768>
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2588><s_c_5346>
  21:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_1206><s_c_1223>
  21:41 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_1935>
  21:41 [广告-点击] <|ad_begin|><s_a_497><s_b_6234><s_c_1935>
【2026-01-11】
  10:46 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_2568>
  --:-- [商品-点击] <|prod_begin|><s_a_1826><s_b_91><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_1767><s_b_3323><s_c_6712>
  --:-- [商品-点击] <|prod_begin|><s_a_1767><s_b_3323><s_c_5156>
  --:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_5244><s_c_7588>
  --:-- [商品-购买] <|prod_begin|><s_a_1826><s_b_91><s_c_7978>
  --:-- [商品-购买] <|prod_begin|><s_a_7875><s_b_5244><s_c_7588>
【2026-01-12】
  --:-- [商品-点击] <|prod_begin|><s_a_6879><s_b_7367><s_c_7101>
  --:-- [商品-点击] <|prod_begin|><s_a_1643><s_b_3287><s_c_3623>
  --:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_1751><s_c_2913>
  --:-- [商品-点击] <|prod_begin|><s_a_2552><s_b_4516><s_c_7403>
【2026-01-14】
  02:10 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_6419>
  02:10 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_6419>
  06:51 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_7333><s_c_8096>
  06:51 [广告-点击] <|ad_begin|><s_a_1935><s_b_7333><s_c_8096>
  08:44 [广告-点击] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
【2026-01-15】
  --:-- [直播-关注] <|living_begin|><s_a_6341><s_b_7342><s_c_7951>
  01:20 [广告-点击] <|ad_begin|><s_a_1527><s_b_1740><s_c_5673>
  23:20 [广告-点击] <|ad_begin|><s_a_1727><s_b_7894><s_c_1133>
【2026-01-16】
  06:54 [广告-点击] <|ad_begin|><s_a_1599><s_b_4939><s_c_2696>
  --:-- [商品-点击] <|prod_begin|><s_a_3287><s_b_1046><s_c_664>
【2026-01-17】
  11:45 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6334><s_c_1935>
  11:45 [广告-点击] <|ad_begin|><s_a_491><s_b_6334><s_c_1935>
  12:29 [广告-点击] <|ad_begin|><s_a_7984><s_b_581><s_c_6366>
  21:47 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_665><s_c_7566>
  21:47 [广告-点击] <|ad_begin|><s_a_5998><s_b_665><s_c_7566>
【2026-01-18】
  02:58 [广告-点击] <|ad_begin|><s_a_2899><s_b_5231><s_c_853>
  --:-- [商品-点击] <|prod_begin|><s_a_4234><s_b_4618><s_c_2084>
  --:-- [商品-点击] <|prod_begin|><s_a_1504><s_b_4136><s_c_7872>
  --:-- [商品-点击] <|prod_begin|><s_a_5749><s_b_5607><s_c_178>
  12:28 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_4746><s_c_7750>
  12:28 [广告-点击] <|ad_begin|><s_a_2899><s_b_4746><s_c_7750>
【2026-01-19】
  09:14 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_2370>
  09:52 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5231><s_c_3165>
  09:52 [广告-点击] <|ad_begin|><s_a_2899><s_b_5231><s_c_3165>
  11:24 [广告-点击] <|ad_begin|><s_a_8127><s_b_2221><s_c_5563>
  19:01 [广告-点击] <|ad_begin|><s_a_4035><s_b_1141><s_c_3221>
【2026-01-21】
  23:01 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_4041><s_c_7925>
【2026-01-22】
  08:11 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_3006><s_c_4548>
  11:06 [视频-点赞/长播] <|video_begin|><s_a_1576><s_b_5200><s_c_6513>
  --:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3072><s_c_1877>
  21:58 [视频-点赞/长播] <|video_begin|><s_a_375><s_b_7894><s_c_1579>
  22:33 [视频-收藏/长播] <|video_begin|><s_a_3689><s_b_1822><s_c_2077>
【2026-01-23】
  03:51 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_4291><s_c_439>
  04:11 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_6436><s_c_47>
  11:20 [广告-深度转化] <|ad_begin|><s_a_491><s_b_404><s_c_1935>
  11:20 [广告-点击] <|ad_begin|><s_a_491><s_b_404><s_c_1935>
  --:-- [商品-点击] <|prod_begin|><s_a_3467><s_b_844><s_c_3940>
  --:-- [商品-点击] <|prod_begin|><s_a_4084><s_b_1765><s_c_7547>
  22:12 [视频-评论/长播] <|video_begin|><s_a_6955><s_b_6782><s_c_2475>
  22:34 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5349>
  22:34 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5349>
  23:37 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2409>
  23:38 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_946><s_c_401>
【2026-01-25】
  09:14 [视频-点赞/长播] <|video_begin|><s_a_2194><s_b_506><s_c_7264>
  09:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_1223>
  --:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_6730><s_c_1806>
  --:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_6730><s_c_1806>
【2026-01-26】
  08:31 [视频-浏览] <|video_begin|><s_a_3115><s_b_3235><s_c_3555>
  08:31 [视频-浏览] <|video_begin|><s_a_3510><s_b_1292><s_c_7566>
  10:00 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1619>
  12:40 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_1715><s_c_5687>
  22:35 [视频-点赞/长播] <|video_begin|><s_a_877><s_b_3006><s_c_5737>
【2026-01-27】
  --:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_3624><s_c_5008>
  --:-- [商品-点击] <|prod_begin|><s_a_4958><s_b_2700><s_c_3177>
  --:-- [商品-购买] <|prod_begin|><s_a_4958><s_b_2700><s_c_3177>
  13:04 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_4033><s_c_694>
【2026-01-29】
  03:13 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_5027><s_c_4696>
  08:05 [视频-点赞/长播] <|video_begin|><s_a_4858><s_b_3198><s_c_6278>
  09:40 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_3984>
  21:24 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_6234><s_c_987>
  22:01 [视频-关注/长播] <|video_begin|><s_a_6775><s_b_2815><s_c_7289>
【2026-01-30】
  00:20 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_3440><s_c_853>
  00:20 [广告-点击] <|ad_begin|><s_a_2899><s_b_3440><s_c_853>
  12:42 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_1411><s_c_1541>
  22:33 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_4696>
  22:35 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_438><s_c_5531>
【2026-01-31】
  02:52 [广告-点击] <|ad_begin|><s_a_2899><s_b_3440><s_c_853>
【2026-02-01】
  05:02 [广告-点击] <|ad_begin|><s_a_2899><s_b_3440><s_c_853>
  09:20 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_164><s_c_1591>
  09:20 [视频-点赞/长播] <|video_begin|><s_a_1207><s_b_6545><s_c_237>
  --:-- [商品-点击] <|prod_begin|><s_a_7320><s_b_1297><s_c_5514>
  12:55 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_6973><s_c_4318>
  13:12 [视频-点赞/长播] <|video_begin|><s_a_3729><s_b_4688><s_c_3852>
  22:49 [视频-点赞/长播] <|video_begin|><s_a_8127><s_b_6334><s_c_2522>
【2026-02-02】
  01:11 [视频-浏览] <|video_begin|><s_a_4808><s_b_7342><s_c_2468>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3278><s_c_5352>
  21:42 [广告-点击] <|ad_begin|><s_a_4039><s_b_3636><s_c_3026>
  22:28 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_2419><s_c_607>
  23:13 [广告-点击] <|ad_begin|><s_a_8127><s_b_6779><s_c_5776>
【2026-02-03】
  09:05 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_3501>
  09:05 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_3501>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_4433><s_c_1707>
  --:-- [商品-点击] <|prod_begin|><s_a_7121><s_b_4150><s_c_490>
  12:53 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7381><s_c_1933>
  13:06 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_25>
  13:17 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_7180><s_c_4318>
  22:10 [视频-点赞/长播] <|video_begin|><s_a_817><s_b_6436><s_c_2262>
【2026-02-04】
  00:42 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6973><s_c_1335>
  00:52 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5511><s_c_3221>
  00:52 [广告-点击] <|ad_begin|><s_a_5115><s_b_5511><s_c_3221>
  --:-- [商品-点击] <|prod_begin|><s_a_4842><s_b_4959><s_c_560>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3378><s_c_1164>
  22:41 [视频-长播] <|video_begin|><s_a_6704><s_b_5200><s_c_47>
  22:46 [视频-长播] <|video_begin|><s_a_2899><s_b_978><s_c_6805>
  22:46 [视频-长播] <|video_begin|><s_a_16><s_b_5101><s_c_6815>
  22:53 [视频-长播] <|video_begin|><s_a_2299><s_b_4324><s_c_4487>
  22:53 [视频-长播] <|video_begin|><s_a_2050><s_b_3845><s_c_5890>
  22:59 [视频-长播] <|video_begin|><s_a_336><s_b_3447><s_c_2424>
  22:59 [视频-长播] <|video_begin|><s_a_8127><s_b_5892><s_c_6583>
  22:59 [视频-长播] <|video_begin|><s_a_2578><s_b_8058><s_c_4673>
  22:59 [视频-长播] <|video_begin|><s_a_16><s_b_7218><s_c_3648>
【2026-02-05】
  01:36 [视频-长播] <|video_begin|><s_a_6329><s_b_7756><s_c_1082>
  01:41 [视频-长播] <|video_begin|><s_a_7077><s_b_5449><s_c_838>
  01:42 [视频-长播] <|video_begin|><s_a_308><s_b_6312><s_c_7298>
  01:42 [视频-长播] <|video_begin|><s_a_2578><s_b_2789><s_c_2679>
  01:44 [视频-长播] <|video_begin|><s_a_5023><s_b_4305><s_c_907>
  01:44 [视频-长播] <|video_begin|><s_a_3801><s_b_1277><s_c_2568>
  01:44 [视频-长播] <|video_begin|><s_a_7253><s_b_1992><s_c_6857>
  01:44 [视频-长播] <|video_begin|><s_a_3632><s_b_7344><s_c_6583>
  01:46 [视频-长播] <|video_begin|><s_a_5023><s_b_628><s_c_7733>
  01:46 [视频-长播] <|video_begin|><s_a_5713><s_b_665><s_c_2719>
  01:46 [视频-长播] <|video_begin|><s_a_4816><s_b_1519><s_c_4771>
  01:48 [视频-长播] <|video_begin|><s_a_8113><s_b_6532><s_c_5622>
  01:48 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_1803>
  01:48 [视频-长播] <|video_begin|><s_a_5424><s_b_4958><s_c_5749>
  01:51 [广告-点击] <|ad_begin|><s_a_16><s_b_6874><s_c_1933>
  01:56 [视频-长播] <|video_begin|><s_a_5231><s_b_7181><s_c_2781>
  01:57 [视频-长播] <|video_begin|><s_a_2015><s_b_5841><s_c_5231>
  02:20 [视频-长播] <|video_begin|><s_a_5023><s_b_5171><s_c_5000>
  02:20 [视频-长播] <|video_begin|><s_a_5023><s_b_3832><s_c_3191>
  02:20 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_5647><s_c_2357>
  02:34 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_727><s_c_2190>
  02:34 [广告-点击] <|ad_begin|><s_a_5115><s_b_727><s_c_2190>
  03:00 [视频-长播] <|video_begin|><s_a_3396><s_b_5685><s_c_5733>
  03:02 [视频-长播] <|video_begin|><s_a_335><s_b_6464><s_c_2212>
  04:07 [视频-长播] <|video_begin|><s_a_5903><s_b_978><s_c_6275>
  04:07 [视频-长播] <|video_begin|><s_a_3829><s_b_6312><s_c_7128>
  04:32 [视频-长播] <|video_begin|><s_a_8113><s_b_7549><s_c_5452>
  04:59 [视频-长播] <|video_begin|><s_a_4943><s_b_575><s_c_3460>
  05:19 [视频-长播] <|video_begin|><s_a_7443><s_b_4666><s_c_5803>
  05:19 [视频-长播] <|video_begin|><s_a_6604><s_b_6903><s_c_1935>
  05:21 [视频-长播] <|video_begin|><s_a_1272><s_b_1523><s_c_3792>
  05:21 [视频-长播] <|video_begin|><s_a_2899><s_b_2799><s_c_1469>
  05:29 [视频-长播] <|video_begin|><s_a_2578><s_b_5844><s_c_6583>
  05:30 [视频-长播] <|video_begin|><s_a_5991><s_b_7381><s_c_2309>
  05:30 [视频-长播] <|video_begin|><s_a_6219><s_b_6436><s_c_7925>
  05:32 [视频-长播] <|video_begin|><s_a_2125><s_b_5685><s_c_359>
  05:32 [视频-长播] <|video_begin|><s_a_3396><s_b_6100><s_c_2768>
  05:34 [视频-长播] <|video_begin|><s_a_3935><s_b_5714><s_c_47>
  05:34 [视频-长播] <|video_begin|><s_a_6329><s_b_1642><s_c_3766>
  05:34 [视频-长播] <|video_begin|><s_a_6329><s_b_1494><s_c_6601>
  05:36 [视频-长播] <|video_begin|><s_a_16><s_b_96><s_c_2156>
  05:36 [视频-长播] <|video_begin|><s_a_1985><s_b_3589><s_c_3108>
  05:37 [视频-长播] <|video_begin|><s_a_1336><s_b_6141><s_c_5186>
  05:39 [视频-长播] <|video_begin|><s_a_3935><s_b_1952><s_c_4512>
  07:05 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1337><s_c_6419>
  07:05 [广告-点击] <|ad_begin|><s_a_1596><s_b_1337><s_c_6419>
  07:24 [广告-点击] <|ad_begin|><s_a_2038><s_b_2308><s_c_6227>
  08:09 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_6067>
  08:09 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_6067>
  08:28 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_3877>
  08:28 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_3877>
  10:09 [视频-长播] <|video_begin|><s_a_3766><s_b_6234><s_c_6327>
  10:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6022>
  10:47 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_6022>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_5781><s_c_2717>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_5781><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_5150><s_b_3274><s_c_27>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_6543><s_c_5073>
  --:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_419><s_c_5191>
角色任务：你是一名极端严苛的用户行为数据挖掘专家，同时具备数据格式化能力，请根据以上用户交互历史，针对指定主题提取具有行为递进逻辑及内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
请面向以下主题提取行为逻辑链：
主题：从通用工具采购到专业配件的精细化演进

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从通用工具采购到专业配件的精细化演进",
    "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":"从通用工具采购到专业配件的精细化演进","events":[{"date":"2025-06-09","action":"[商品-购买] <|prod_begin|><s_a_7320><s_b_5974><s_c_3177>","logic":"初始阶段：采购喷涂机的通用型、基础性配件（高压软管），表明用户已拥有或准备配置喷涂设备，需求停留在保证设备基础运作层面。"},{"date":"2025-06-10","action":"[商品-购买] <|prod_begin|><s_a_2190><s_b_7801><s_c_3177>","logic":"需求细化：在基础配件之上，开始采购特定型号（518/520/522）的喷嘴，并关注“低压高效雾化”这一专业性能参数，认知从“能用”向“好用”演进。"},{"date":"2025-11-01","action":"[商品-购买] <|prod_begin|><s_a_1693><s_b_6454><s_c_3177>","logic":"性能升级：在掌握不同型号后，进一步聚焦于喷嘴的材质（钨钢）和耐用性（耐磨），这是基于长期使用后对耗材损耗的认知，追求更优的工具性能和更长的使用寿命。"},{"date":"2025-11-06","action":"[商品-购买] <|prod_begin|><s_a_1446><s_b_7789><s_c_3177>","logic":"功能特化：在满足了基础和耐用性需求后，开始寻求特定应用场景下的效率提升工具（超宽喷嘴），表明用户对喷涂作业的效率和效果有了更专业、更具体的追求，完成了从通用到专精的认知闭环。"}]}}<|im_end|>
<|im_start|>user
你是一位推荐系统分析助手，请阅读用户历史行为，并给出直播、电商、视频、广告场景的目标内容。
已知如下用户跨场景行为：
用户在直播域: 关注了主播 <|living_begin|><s_a_5667><s_b_5727><s_c_535>, <|living_begin|><s_a_2828><s_b_6234><s_c_5349>。
用户购物行为: 浏览了商品 <|prod_begin|><s_a_1035><s_b_8002><s_c_6718>, <|prod_begin|><s_a_345><s_b_2769><s_c_3346>, <|prod_begin|><s_a_7851><s_b_7348><s_c_1358>, <|prod_begin|><s_a_7105><s_b_7971><s_c_598>, <|prod_begin|><s_a_4915><s_b_1699><s_c_5470>, <|prod_begin|><s_a_7851><s_b_2269><s_c_5036>, <|prod_begin|><s_a_1524><s_b_2941><s_c_1594>, <|prod_begin|><s_a_8034><s_b_7019><s_c_4348>, <|prod_begin|><s_a_5199><s_b_7966><s_c_3602>, <|prod_begin|><s_a_1534><s_b_689><s_c_678>, <|prod_begin|><s_a_6488><s_b_3278><s_c_6982>, <|prod_begin|><s_a_1770><s_b_8184><s_c_5226>, <|prod_begin|><s_a_617><s_b_4618><s_c_8028>, <|prod_begin|><s_a_617><s_b_4763><s_c_5720>, <|prod_begin|><s_a_617><s_b_8025><s_c_4948>, <|prod_begin|><s_a_6488><s_b_1380><s_c_6982>, <|prod_begin|><s_a_1770><s_b_7126><s_c_6597>, <|prod_begin|><s_a_1480><s_b_6000><s_c_7938>, <|prod_begin|><s_a_6396><s_b_7580><s_c_7938>, <|prod_begin|><s_a_2950><s_b_1240><s_c_8096>, <|prod_begin|><s_a_6950><s_b_3379><s_c_3993>, <|prod_begin|><s_a_6488><s_b_7399><s_c_1041>, <|prod_begin|><s_a_7800><s_b_5892><s_c_2932>, <|prod_begin|><s_a_7800><s_b_506><s_c_3923>, <|prod_begin|><s_a_8034><s_b_5627><s_c_2335>, <|prod_begin|><s_a_8034><s_b_301><s_c_6480>, <|prod_begin|><s_a_8034><s_b_1715><s_c_2983>, <|prod_begin|><s_a_7433><s_b_7687><s_c_7296>, <|prod_begin|><s_a_5851><s_b_3803><s_c_2954>, <|prod_begin|><s_a_8034><s_b_301><s_c_6480>, <|prod_begin|><s_a_8034><s_b_6466><s_c_3993>, <|prod_begin|><s_a_617><s_b_1679><s_c_606>, <|prod_begin|><s_a_617><s_b_7292><s_c_5226>, <|prod_begin|><s_a_617><s_b_3287><s_c_362>, <|prod_begin|><s_a_617><s_b_6646><s_c_1573>, <|prod_begin|><s_a_617><s_b_4763><s_c_6918>, <|prod_begin|><s_a_617><s_b_2347><s_c_468>, <|prod_begin|><s_a_8034><s_b_3297><s_c_3993>, <|prod_begin|><s_a_617><s_b_4763><s_c_1598>, <|prod_begin|><s_a_617><s_b_3287><s_c_3434>, <|prod_begin|><s_a_617><s_b_7206><s_c_4635>, <|prod_begin|><s_a_617><s_b_4763><s_c_5720>, <|prod_begin|><s_a_473><s_b_2269><s_c_8171>, <|prod_begin|><s_a_6688><s_b_1099><s_c_7058>，购买了 <|prod_begin|><s_a_4345><s_b_1313><s_c_1670>, <|prod_begin|><s_a_8040><s_b_1862><s_c_7558>, <|prod_begin|><s_a_7618><s_b_2649><s_c_5375>, <|prod_begin|><s_a_2950><s_b_6818><s_c_2658>, <|prod_begin|><s_a_2477><s_b_3416><s_c_6920>, <|prod_begin|><s_a_7798><s_b_2990><s_c_441>, <|prod_begin|><s_a_6488><s_b_3278><s_c_6770>, <|prod_begin|><s_a_7447><s_b_1175><s_c_2207>, <|prod_begin|><s_a_3592><s_b_6525><s_c_1854>, <|prod_begin|><s_a_6358><s_b_1029><s_c_3084>, <|prod_begin|><s_a_6488><s_b_3278><s_c_6982>, <|prod_begin|><s_a_6488><s_b_3278><s_c_6982>, <|prod_begin|><s_a_1680><s_b_44><s_c_1496>, <|prod_begin|><s_a_7798><s_b_2990><s_c_441>, <|prod_begin|><s_a_2950><s_b_2990><s_c_8053>, <|prod_begin|><s_a_8034><s_b_7019><s_c_4348>。
用户视频行为: 深度观看了 <|video_begin|><s_a_6329><s_b_6047><s_c_3261>, <|video_begin|><s_a_7774><s_b_2041><s_c_5776>, <|video_begin|><s_a_7774><s_b_2434><s_c_1542>, <|video_begin|><s_a_7378><s_b_3733><s_c_3429>, <|video_begin|><s_a_231><s_b_6234><s_c_4341>, <|video_begin|><s_a_7378><s_b_2817><s_c_6915>, <|video_begin|><s_a_7774><s_b_7608><s_c_1708>, <|video_begin|><s_a_2015><s_b_451><s_c_61>, <|video_begin|><s_a_3829><s_b_4879><s_c_4232>, <|video_begin|><s_a_7879><s_b_6891><s_c_2556>, <|video_begin|><s_a_231><s_b_6522><s_c_5908>, <|video_begin|><s_a_8159><s_b_4932><s_c_3026>, <|video_begin|><s_a_2015><s_b_5102><s_c_1128>, <|video_begin|><s_a_1726><s_b_2029><s_c_4543>, <|video_begin|><s_a_7378><s_b_6234><s_c_6915>, <|video_begin|><s_a_2253><s_b_631><s_c_2309>, <|video_begin|><s_a_5687><s_b_6080><s_c_8003>, <|video_begin|><s_a_2015><s_b_6234><s_c_831>, <|video_begin|><s_a_3609><s_b_438><s_c_4683>, <|video_begin|><s_a_2402><s_b_438><s_c_6286>, <|video_begin|><s_a_3766><s_b_6234><s_c_728>, <|video_begin|><s_a_7879><s_b_6123><s_c_5609>, <|video_begin|><s_a_3632><s_b_1822><s_c_7420>, <|video_begin|><s_a_2364><s_b_4059><s_c_3875>, <|video_begin|><s_a_5564><s_b_6442><s_c_5901>, <|video_begin|><s_a_2817><s_b_1929><s_c_1178>, <|video_begin|><s_a_1584><s_b_7295><s_c_5563>, <|video_begin|><s_a_2578><s_b_4733><s_c_2697>, <|video_begin|><s_a_6219><s_b_6234><s_c_47>, <|video_begin|><s_a_6843><s_b_1358><s_c_3229>, <|video_begin|><s_a_5602><s_b_3851><s_c_3524>, <|video_begin|><s_a_3364><s_b_6519><s_c_7289>, <|video_begin|><s_a_1883><s_b_6234><s_c_655>, <|video_begin|><s_a_6166><s_b_6972><s_c_4508>, <|video_begin|><s_a_7923><s_b_632><s_c_5961>, <|video_begin|><s_a_4946><s_b_6582><s_c_4479>, <|video_begin|><s_a_6776><s_b_6234><s_c_6364>, <|video_begin|><s_a_71><s_b_96><s_c_5921>, <|video_begin|><s_a_4946><s_b_1906><s_c_47>, <|video_begin|><s_a_4946><s_b_513><s_c_2636>, <|video_begin|><s_a_403><s_b_2458><s_c_3494>, <|video_begin|><s_a_7774><s_b_2434><s_c_1542>, <|video_begin|><s_a_3632><s_b_1822><s_c_2335>, <|video_begin|><s_a_6704><s_b_990><s_c_7420>, <|video_begin|><s_a_5968><s_b_727><s_c_2398>, <|video_begin|><s_a_7443><s_b_1277><s_c_7677>, <|video_begin|><s_a_2051><s_b_8025><s_c_532>, <|video_begin|><s_a_4946><s_b_4917><s_c_7320>, <|video_begin|><s_a_4946><s_b_7181><s_c_7315>, <|video_begin|><s_a_3632><s_b_57><s_c_5553>，对视频 <|video_begin|><s_a_3836><s_b_96><s_c_6561>, <|video_begin|><s_a_5695><s_b_19><s_c_5563>, <|video_begin|><s_a_2252><s_b_697><s_c_2192>, <|video_begin|><s_a_6150><s_b_775><s_c_6416>, <|video_begin|><s_a_8159><s_b_5171><s_c_7402>, <|video_begin|><s_a_2015><s_b_3691><s_c_2190>, <|video_begin|><s_a_5412><s_b_1002><s_c_1039>, <|video_begin|><s_a_6219><s_b_6727><s_c_4595>, <|video_begin|><s_a_1478><s_b_481><s_c_5187>, <|video_begin|><s_a_2983><s_b_3472><s_c_4849> 有过点赞/长播行为，对视频 <|video_begin|><s_a_5818><s_b_4323><s_c_2262>, <|video_begin|><s_a_3829><s_b_3691><s_c_7945>, <|video_begin|><s_a_7460><s_b_7024><s_c_3775>, <|video_begin|><s_a_5991><s_b_4460><s_c_2460>, <|video_begin|><s_a_2578><s_b_6782><s_c_7244>, <|video_begin|><s_a_5295><s_b_5102><s_c_141> 有过关注/长播行为，对视频 <|video_begin|><s_a_3555><s_b_3235><s_c_5452> 有过关注/转发/长播行为，对视频 <|video_begin|><s_a_1883><s_b_6234><s_c_8129>, <|video_begin|><s_a_1883><s_b_7809><s_c_6227>, <|video_begin|><s_a_6219><s_b_2552><s_c_6240>, <|video_begin|><s_a_2015><s_b_928><s_c_3676>, <|video_begin|><s_a_1726><s_b_5951><s_c_3026> 有过收藏/长播行为，对视频 <|video_begin|><s_a_7374><s_b_7036><s_c_6057>, <|video_begin|><s_a_3836><s_b_4381><s_c_4209> 有过关注/点赞/长播行为，对视频 <|video_begin|><s_a_3115><s_b_6379><s_c_340> 有过转发/点赞/长播行为，对视频 <|video_begin|><s_a_2391><s_b_4932><s_c_6278> 有过关注/收藏/点赞/长播行为，对视频 <|video_begin|><s_a_3510><s_b_6006><s_c_3309> 有过关注/转发/收藏/长播行为。
广告行为: 对广告 <|ad_begin|><s_a_1584><s_b_1099><s_c_8063>, <|ad_begin|><s_a_3553><s_b_1434><s_c_7675>, <|ad_begin|><s_a_5115><s_b_5833><s_c_5737>, <|ad_begin|><s_a_5115><s_b_7801><s_c_7622>, <|ad_begin|><s_a_5687><s_b_1310><s_c_2678>, <|ad_begin|><s_a_4928><s_b_5511><s_c_5687>, <|ad_begin|><s_a_1584><s_b_4491><s_c_2482>, <|ad_begin|><s_a_5115><s_b_1940><s_c_597>, <|ad_begin|><s_a_1584><s_b_123><s_c_7690>, <|ad_begin|><s_a_1584><s_b_4841><s_c_5194>, <|ad_begin|><s_a_740><s_b_4010><s_c_6380>, <|ad_begin|><s_a_1584><s_b_4641><s_c_907>, <|ad_begin|><s_a_3627><s_b_5385><s_c_5085>, <|ad_begin|><s_a_1584><s_b_123><s_c_5673>, <|ad_begin|><s_a_5687><s_b_4508><s_c_1957>, <|ad_begin|><s_a_1210><s_b_5419><s_c_2530>, <|ad_begin|><s_a_1596><s_b_455><s_c_7124>, <|ad_begin|><s_a_6760><s_b_4996><s_c_4932>, <|ad_begin|><s_a_7034><s_b_964><s_c_6222>, <|ad_begin|><s_a_1584><s_b_6047><s_c_2482>, <|ad_begin|><s_a_7034><s_b_7181><s_c_2444>, <|ad_begin|><s_a_5115><s_b_6907><s_c_5305>, <|ad_begin|><s_a_4928><s_b_2485><s_c_1111>, <|ad_begin|><s_a_7034><s_b_4313><s_c_6222>, <|ad_begin|><s_a_1584><s_b_727><s_c_447>, <|ad_begin|><s_a_2508><s_b_985><s_c_5839>, <|ad_begin|><s_a_1584><s_b_2865><s_c_1109>, <|ad_begin|><s_a_6137><s_b_4010><s_c_4541>, <|ad_begin|><s_a_7324><s_b_4996><s_c_1841>, <|ad_begin|><s_a_1584><s_b_4203><s_c_907>, <|ad_begin|><s_a_1584><s_b_1471><s_c_5413>, <|ad_begin|><s_a_4928><s_b_1277><s_c_3501>, <|ad_begin|><s_a_1584><s_b_6544><s_c_7268>, <|ad_begin|><s_a_1584><s_b_7963><s_c_1946>, <|ad_begin|><s_a_6137><s_b_1491><s_c_354>, <|ad_begin|><s_a_1210><s_b_727><s_c_6286>, <|ad_begin|><s_a_2817><s_b_7295><s_c_2988>, <|ad_begin|><s_a_1584><s_b_978><s_c_6771>, <|ad_begin|><s_a_1584><s_b_2552><s_c_4200>, <|ad_begin|><s_a_5115><s_b_989><s_c_3034>, <|ad_begin|><s_a_4928><s_b_7342><s_c_2253>, <|ad_begin|><s_a_1584><s_b_4324><s_c_2460>, <|ad_begin|><s_a_5983><s_b_6907><s_c_2023>, <|ad_begin|><s_a_4928><s_b_123><s_c_7719>, <|ad_begin|><s_a_7034><s_b_7554><s_c_1529>, <|ad_begin|><s_a_1584><s_b_1916><s_c_2447>, <|ad_begin|><s_a_1584><s_b_6907><s_c_1984>, <|ad_begin|><s_a_1584><s_b_3314><s_c_5563>, <|ad_begin|><s_a_6760><s_b_7917><s_c_1119>, <|ad_begin|><s_a_6988><s_b_7181><s_c_2790>, <|ad_begin|><s_a_6760><s_b_4996><s_c_4932>, <|ad_begin|><s_a_2817><s_b_7295><s_c_372>, <|ad_begin|><s_a_5687><s_b_1369><s_c_5673>, <|ad_begin|><s_a_1584><s_b_1411><s_c_47>, <|ad_begin|><s_a_7034><s_b_56><s_c_6881>, <|ad_begin|><s_a_4928><s_b_6690><s_c_1935>, <|ad_begin|><s_a_4745><s_b_2458><s_c_2704>, <|ad_begin|><s_a_1584><s_b_4217><s_c_3501>, <|ad_begin|><s_a_5368><s_b_5833><s_c_1332>, <|ad_begin|><s_a_1584><s_b_1740><s_c_8005>, <|ad_begin|><s_a_5333><s_b_3549><s_c_6059>, <|ad_begin|><s_a_3627><s_b_2251><s_c_3522>, <|ad_begin|><s_a_2508><s_b_4010><s_c_3988>, <|ad_begin|><s_a_1584><s_b_326><s_c_7410>, <|ad_begin|><s_a_1584><s_b_326><s_c_7410>, <|ad_begin|><s_a_4818><s_b_5511><s_c_7751>, <|ad_begin|><s_a_5687><s_b_6047><s_c_7449>, <|ad_begin|><s_a_4928><s_b_6234><s_c_4365>, <|ad_begin|><s_a_4928><s_b_4295><s_c_5563>, <|ad_begin|><s_a_4928><s_b_7261><s_c_7137> 完成过深度转化，点击过广告 <|ad_begin|><s_a_5115><s_b_6907><s_c_5305>, <|ad_begin|><s_a_4928><s_b_2485><s_c_1111>, <|ad_begin|><s_a_7034><s_b_4313><s_c_6222>, <|ad_begin|><s_a_1584><s_b_727><s_c_447>, <|ad_begin|><s_a_7679><s_b_2865><s_c_2636>, <|ad_begin|><s_a_7034><s_b_964><s_c_6222>, <|ad_begin|><s_a_1584><s_b_5087><s_c_1542>, <|ad_begin|><s_a_2508><s_b_985><s_c_5839>, <|ad_begin|><s_a_2508><s_b_985><s_c_5839>, <|ad_begin|><s_a_1584><s_b_2865><s_c_1109>, <|ad_begin|><s_a_5115><s_b_2549><s_c_2447>, <|ad_begin|><s_a_6137><s_b_4010><s_c_4541>, <|ad_begin|><s_a_7324><s_b_4996><s_c_1841>, <|ad_begin|><s_a_1584><s_b_4203><s_c_907>, <|ad_begin|><s_a_1584><s_b_1471><s_c_5413>, <|ad_begin|><s_a_1584><s_b_4033><s_c_113>, <|ad_begin|><s_a_4928><s_b_1277><s_c_3501>, <|ad_begin|><s_a_7679><s_b_7888><s_c_3913>, <|ad_begin|><s_a_1584><s_b_6544><s_c_7268>, <|ad_begin|><s_a_1584><s_b_7963><s_c_1946>, <|ad_begin|><s_a_6137><s_b_1491><s_c_354>, <|ad_begin|><s_a_3627><s_b_4009><s_c_241>, <|ad_begin|><s_a_1210><s_b_727><s_c_6286>, <|ad_begin|><s_a_2817><s_b_7295><s_c_2988>, <|ad_begin|><s_a_1584><s_b_5727><s_c_5531>, <|ad_begin|><s_a_1584><s_b_978><s_c_6771>, <|ad_begin|><s_a_1584><s_b_2552><s_c_4200>, <|ad_begin|><s_a_5115><s_b_989><s_c_3034>, <|ad_begin|><s_a_4928><s_b_7342><s_c_2253>, <|ad_begin|><s_a_1584><s_b_4324><s_c_2460>, <|ad_begin|><s_a_5983><s_b_6907><s_c_7904>, <|ad_begin|><s_a_5983><s_b_6907><s_c_2023>, <|ad_begin|><s_a_4928><s_b_123><s_c_7719>, <|ad_begin|><s_a_7034><s_b_7554><s_c_1529>, <|ad_begin|><s_a_7075><s_b_2560><s_c_7904>, <|ad_begin|><s_a_1584><s_b_4949><s_c_4014>, <|ad_begin|><s_a_1584><s_b_1916><s_c_2447>, <|ad_begin|><s_a_1584><s_b_6907><s_c_1984>, <|ad_begin|><s_a_1584><s_b_3314><s_c_5563>, <|ad_begin|><s_a_6760><s_b_7917><s_c_1119>, <|ad_begin|><s_a_6988><s_b_7181><s_c_2790>, <|ad_begin|><s_a_6760><s_b_4996><s_c_4932>, <|ad_begin|><s_a_2817><s_b_7295><s_c_372>, <|ad_begin|><s_a_5687><s_b_1369><s_c_5673>, <|ad_begin|><s_a_1584><s_b_1411><s_c_47>, <|ad_begin|><s_a_5115><s_b_5833><s_c_616>, <|ad_begin|><s_a_7034><s_b_56><s_c_6881>, <|ad_begin|><s_a_4928><s_b_6690><s_c_1935>, <|ad_begin|><s_a_4745><s_b_2458><s_c_2704>, <|ad_begin|><s_a_1584><s_b_4217><s_c_3501>, <|ad_begin|><s_a_5368><s_b_5833><s_c_1332>, <|ad_begin|><s_a_1584><s_b_1740><s_c_8005>, <|ad_begin|><s_a_5932><s_b_2269><s_c_3768>, <|ad_begin|><s_a_5333><s_b_3549><s_c_6059>, <|ad_begin|><s_a_3627><s_b_2251><s_c_3522>, <|ad_begin|><s_a_2508><s_b_4010><s_c_3988>, <|ad_begin|><s_a_1584><s_b_326><s_c_7410>, <|ad_begin|><s_a_1584><s_b_326><s_c_7410>, <|ad_begin|><s_a_4818><s_b_5511><s_c_7751>, <|ad_begin|><s_a_5687><s_b_6047><s_c_7449>, <|ad_begin|><s_a_7679><s_b_581><s_c_4543>, <|ad_begin|><s_a_7679><s_b_6435><s_c_3958>, <|ad_begin|><s_a_7679><s_b_6435><s_c_6486>, <|ad_begin|><s_a_7679><s_b_6435><s_c_6486>, <|ad_begin|><s_a_4928><s_b_6234><s_c_4365>, <|ad_begin|><s_a_4928><s_b_6234><s_c_4365>, <|ad_begin|><s_a_4928><s_b_1119><s_c_5115>, <|ad_begin|><s_a_4928><s_b_4295><s_c_5563>, <|ad_begin|><s_a_4928><s_b_7261><s_c_7137>, <|ad_begin|><s_a_4818><s_b_2458><s_c_4212>。

请输出该用户在不同场景下对应的目标内容。/no_think<|im_end|>
<|im_start|>assistant
该用户最近感兴趣的广告有: <|ad_begin|><s_a_5687><s_b_6727><s_c_8063><|im_end|>
<|endoftext|>
label_ids:
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/home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:01:15,309 >> 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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    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention",
    "full_attention"
  ],
  "max_position_embeddings": 40960,
  "max_window_layers": 28,
  "model_type": "qwen3",
  "num_attention_heads": 16,
  "num_hidden_layers": 28,
  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
    "rope_theta": 1000000,
    "rope_type": "default"
  },
  "sliding_window": null,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}


labels:
["<|ad_begin|><s_a_1584><s_b_4324><s_c_2460>","<|video_begin|><s_a_3062><s_b_4213><s_c_5502>","<|prod_begin|><s_a_5431><s_b_1679><s_c_5576>","<|video_begin|><s_a_3062><s_b_7608><s_c_5576>"]<|im_end|>
{"logic_chain":{"name":"从泛化工具认知到精准化电路检测工具的选购闭环","events":[{"date":"2026-02-03","action":"[视频-转发/长播] <|video_begin|><s_a_4036><s_b_1366><s_c_6863>","logic":"问题触发：通过观看装修视频，接触到“电钻”等电工工具的使用场景，形成初步认知。"},{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_1766><s_b_1801><s_c_5563>","logic":"认知深化：兴趣从通用电动工具收敛至“测电笔”这一特定诊断工具，并开始了解其核心功能（检测电路、解决故障）。"},{"date":"2026-02-06","action":"[商品-购买] <|prod_begin|><s_a_6111><s_b_5458><s_c_7323>","logic":"决策闭环：从了解基础功能转向购买具备“感应”、“智能”、“测断点”等高级功能的具体商品，体现了基于知识获取后的精准决策和消费转化。"}]}}<|im_end|>
{"logic_chain":{"name":"从泛化家居问题到聚焦具体维修技能的认知收敛","events":[{"date":"2026-01-22","action":"[视频-收藏/长播] <|video_begin|><s_a_4598><s_b_2221><s_c_2758>","logic":"初始触发：开始关注家居装修/维护领域，但兴趣点较为宽泛，停留在环保涂料这类宏观、预防性的信息层面。"},{"date":"2026-02-03","action":"[视频-关注/长播] <|video_begin|><s_a_1207><s_b_4332><s_c_7696>","logic":"问题聚焦：兴趣从宽泛的装修概念收敛至具体的“漏水”问题，并开始关注实际的维修操作技巧，交互行为从“收藏”升级为“关注”，表明意图增强。"},{"date":"2026-02-04","action":"[视频-收藏/长播] <|video_begin|><s_a_1207><s_b_4430><s_c_5554>","logic":"认知拓展：在解决了“水”的问题后，兴趣横向拓展到家庭另一核心安全领域——“电”，开始系统性学习电路安全知识，体现出举一反三的自主学习倾向。"},{"date":"2026-02-05","action":"[视频-收藏/长播] <|video_begin|><s_a_1207><s_b_1822><s_c_1332>","logic":"技能深化：兴趣进一步深化，从水电基础安全拓展到具体的家电维修（油烟机），并且关注点精确到“更换启动电容”这类组件级操作，完成了从问题感知到掌握具体维修技能的认知闭环。"}]}}<|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":"从通用工具采购到专业配件的精细化演进","events":[{"date":"2025-06-09","action":"[商品-购买] <|prod_begin|><s_a_7320><s_b_5974><s_c_3177>","logic":"初始阶段：采购喷涂机的通用型、基础性配件（高压软管），表明用户已拥有或准备配置喷涂设备，需求停留在保证设备基础运作层面。"},{"date":"2025-06-10","action":"[商品-购买] <|prod_begin|><s_a_2190><s_b_7801><s_c_3177>","logic":"需求细化：在基础配件之上，开始采购特定型号（518/520/522）的喷嘴，并关注“低压高效雾化”这一专业性能参数，认知从“能用”向“好用”演进。"},{"date":"2025-11-01","action":"[商品-购买] <|prod_begin|><s_a_1693><s_b_6454><s_c_3177>","logic":"性能升级：在掌握不同型号后，进一步聚焦于喷嘴的材质（钨钢）和耐用性（耐磨），这是基于长期使用后对耗材损耗的认知，追求更优的工具性能和更长的使用寿命。"},{"date":"2025-11-06","action":"[商品-购买] <|prod_begin|><s_a_1446><s_b_7789><s_c_3177>","logic":"功能特化：在满足了基础和耐用性需求后，开始寻求特定应用场景下的效率提升工具（超宽喷嘴），表明用户对喷涂作业的效率和效果有了更专业、更具体的追求，完成了从通用到专精的认知闭环。"}]}}<|im_end|>
该用户最近感兴趣的广告有: <|ad_begin|><s_a_5687><s_b_6727><s_c_8063><|im_end|>

[INFO|2026-07-10 01:01:15] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-10 01:01:15] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-10 01:01:15,654 >> loading weights file /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-10 01:01:15,654 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-10 01:01:15,823 >> Generate config GenerationConfig {
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "pad_token_id": 151643,
  "use_cache": false
}


Loading weights:   0%|          | 0/311 [00:00<?, ?it/s]
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Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1882.90it/s]
[INFO|configuration_utils.py:978] 2026-07-10 01:01:16,140 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-10 01:01:16,141 >> 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] 2026-07-10 01:01:16,141 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v15_user_logic_json_lr15e6.
[INFO|2026-07-10 01:01:16] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-10 01:01:16] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-10 01:01:16] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-10 01:01:16] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-10 01:01:16] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-10 01:01:16,300 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-10 01:01:16,300 >>   Num examples = 1,206
[INFO|trainer.py:1471] 2026-07-10 01:01:16,300 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-10 01:01:16,300 >>   Num update steps per epoch = 302
[INFO|trainer.py:1473] 2026-07-10 01:01:16,300 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-10 01:01:16,300 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-10 01:01:16,300 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-10 01:01:16,300 >>   Total optimization steps = 106
[INFO|trainer.py:1479] 2026-07-10 01:01:16,300 >>   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] 2026-07-10 01:15:52,831 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v24_v15_cot_light_repair_lr25e6_ep035
[INFO|configuration_utils.py:533] 2026-07-10 01:15:52,832 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v24_v15_cot_light_repair_lr25e6_ep035/config.json
[INFO|configuration_utils.py:816] 2026-07-10 01:15:52,832 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v24_v15_cot_light_repair_lr25e6_ep035/generation_config.json
{'loss': '1.99', 'grad_norm': '26.62', 'learning_rate': '2.499e-06', 'epoch': '0.01658'}
{'loss': '2.094', 'grad_norm': '21.75', 'learning_rate': '2.479e-06', 'epoch': '0.03317'}
{'loss': '1.803', 'grad_norm': '19.25', 'learning_rate': '2.43e-06', 'epoch': '0.04975'}
{'loss': '2.002', 'grad_norm': '26.38', 'learning_rate': '2.354e-06', 'epoch': '0.06633'}
{'loss': '1.559', 'grad_norm': '20.38', 'learning_rate': '2.252e-06', 'epoch': '0.08292'}
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{'loss': '1.491', 'grad_norm': '10.81', 'learning_rate': '1.819e-06', 'epoch': '0.1327'}
{'loss': '1.733', 'grad_norm': '12.69', 'learning_rate': '1.644e-06', 'epoch': '0.1493'}
{'loss': '1.876', 'grad_norm': '36.75', 'learning_rate': '1.459e-06', 'epoch': '0.1658'}
{'loss': '1.546', 'grad_norm': '10.56', 'learning_rate': '1.269e-06', 'epoch': '0.1824'}
{'loss': '1.837', 'grad_norm': '46.25', 'learning_rate': '1.079e-06', 'epoch': '0.199'}
{'loss': '2.141', 'grad_norm': '54.25', 'learning_rate': '8.928e-07', 'epoch': '0.2156'}
{'loss': '1.571', 'grad_norm': '17.75', 'learning_rate': '7.15e-07', 'epoch': '0.2322'}
{'loss': '1.637', 'grad_norm': '10.81', 'learning_rate': '5.496e-07', 'epoch': '0.2488'}
{'loss': '1.812', 'grad_norm': '17.62', 'learning_rate': '4.004e-07', 'epoch': '0.2653'}
{'loss': '1.539', 'grad_norm': '12.19', 'learning_rate': '2.71e-07', 'epoch': '0.2819'}
{'loss': '1.85', 'grad_norm': '12.31', 'learning_rate': '1.643e-07', 'epoch': '0.2985'}
{'loss': '1.588', 'grad_norm': '7.781', 'learning_rate': '8.28e-08', 'epoch': '0.3151'}
{'loss': '1.513', 'grad_norm': '7', 'learning_rate': '2.838e-08', 'epoch': '0.3317'}
{'loss': '1.589', 'grad_norm': '56.75', 'learning_rate': '2.325e-09', 'epoch': '0.3483'}
{'train_runtime': '876.5', 'train_samples_per_second': '0.482', 'train_steps_per_second': '0.121', 'train_loss': '1.733', 'epoch': '0.3516'}

Writing model shards:   0%|          | 0/1 [00:00<?, ?it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.18it/s]
Writing model shards: 100%|██████████| 1/1 [00:00<00:00,  1.18it/s]
[INFO|modeling_utils.py:3471] 2026-07-10 01:15:53,683 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v24_v15_cot_light_repair_lr25e6_ep035/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-10 01:15:53,803 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v24_v15_cot_light_repair_lr25e6_ep035/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-10 01:15:53,827 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v24_v15_cot_light_repair_lr25e6_ep035/tokenizer_config.json
***** train metrics *****
  epoch                    =     0.3516
  total_flos               = 47151171GF
  train_loss               =     1.7334
  train_runtime            = 0:14:36.52
  train_samples_per_second =      0.482
  train_steps_per_second   =      0.121
Figure saved at: /home/ll/llm4rec/experiments/outputs/v24_v15_cot_light_repair_lr25e6_ep035/training_loss.png
[WARNING|2026-07-10 01:15:53] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-10 01:15:53] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-10 01:15:53,930 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}