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初始化项目，由ModelHub XC社区提供模型 Model: lldois/v22_scratch_clean_cot_lr6e6_ep3 Source: Original Platform
2026-07-29 05:52:24 +08:00
/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:771] 2026-07-10 01:00:53,350 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:00:53,352 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
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"attention_bias": false,
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"bos_token_id": 151643,
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[INFO|configuration_utils.py:771] 2026-07-10 01:01:00,402 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:01:00,403 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
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"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
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[INFO|configuration_utils.py:771] 2026-07-10 01:01:01,468 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-10 01:01:01,469 >> Model config Qwen3Config {
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"Qwen3ForCausalLM"
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[INFO|2026-07-10 01:01:06] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/scratch_clean_cot_ep3.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: 10779 examples [00:00, 96416.36 examples/s] Generating train split: 23971 examples [00:00, 111029.45 examples/s] Generating train split: 38302 examples [00:00, 120310.33 examples/s] Generating train split: 52601 examples [00:00, 126357.35 examples/s] Generating train split: 66060 examples [00:00, 124209.60 examples/s]
Converting format of dataset (num_proc=16): 0%| | 0/66060 [00:00<?, ? examples/s] Converting format of dataset (num_proc=16): 1%| | 617/66060 [00:00<00:26, 2512.40 examples/s] Converting format of dataset (num_proc=16): 28%|██▊ | 18559/66060 [00:00<00:00, 67491.25 examples/s] Converting format of dataset (num_proc=16): 55%|█████▌ | 36613/66060 [00:00<00:00, 106335.34 examples/s] Converting format of dataset (num_proc=16): 83%|████████▎ | 55081/66060 [00:00<00:00, 130403.14 examples/s] Converting format of dataset (num_proc=16): 100%|██████████| 66060/66060 [00:00<00:00, 88642.16 examples/s]
Running tokenizer on dataset (num_proc=16): 0%| | 0/66060 [00:00<?, ? examples/s] Running tokenizer on dataset (num_proc=16): 2%|▏ | 1000/66060 [00:03<03:38, 297.54 examples/s] Running tokenizer on dataset (num_proc=16): 3%|▎ | 2000/66060 [00:04<02:08, 497.01 examples/s] Running tokenizer on dataset (num_proc=16): 5%|▍ | 3000/66060 [00:05<01:34, 664.22 examples/s] Running tokenizer on dataset (num_proc=16): 6%|▌ | 4000/66060 [00:05<00:59, 1043.77 examples/s] Running tokenizer on dataset (num_proc=16): 8%|▊ | 5000/66060 [00:06<01:00, 1001.27 examples/s] Running tokenizer on dataset (num_proc=16): 11%|█ | 7000/66060 [00:07<00:39, 1486.73 examples/s] Running tokenizer on dataset (num_proc=16): 12%|█▏ | 8000/66060 [00:07<00:34, 1704.24 examples/s] Running tokenizer on dataset (num_proc=16): 14%|█▎ | 9000/66060 [00:07<00:26, 2155.95 examples/s] Running tokenizer on dataset (num_proc=16): 15%|█▌ | 10000/66060 [00:08<00:31, 1792.73 examples/s] Running tokenizer on dataset (num_proc=16): 17%|█▋ | 11000/66060 [00:08<00:24, 2233.76 examples/s] Running tokenizer on dataset (num_proc=16): 20%|█▉ | 13000/66060 [00:09<00:21, 2494.60 examples/s] Running tokenizer on dataset (num_proc=16): 21%|██ | 14000/66060 [00:09<00:19, 2721.50 examples/s] Running tokenizer on dataset (num_proc=16): 23%|██▎ | 15129/66060 [00:09<00:15, 3204.67 examples/s] Running tokenizer on dataset (num_proc=16): 24%|██▍ | 16129/66060 [00:10<00:13, 3591.66 examples/s] Running tokenizer on dataset (num_proc=16): 26%|██▌ | 17129/66060 [00:10<00:18, 2577.16 examples/s] Running tokenizer on dataset (num_proc=16): 27%|██▋ | 18129/66060 [00:10<00:15, 3081.50 examples/s] Running tokenizer on dataset (num_proc=16): 29%|██▉ | 19129/66060 [00:10<00:12, 3730.91 examples/s] Running tokenizer on dataset (num_proc=16): 31%|███ | 20258/66060 [00:11<00:18, 2477.82 examples/s] Running tokenizer on dataset (num_proc=16): 32%|███▏ | 21258/66060 [00:11<00:14, 3066.14 examples/s] Running tokenizer on dataset (num_proc=16): 34%|███▍ | 22387/66060 [00:12<00:12, 3571.77 examples/s] Running tokenizer on dataset (num_proc=16): 35%|███▌ | 23387/66060 [00:12<00:10, 4224.37 examples/s] Running tokenizer on dataset (num_proc=16): 37%|███▋ | 24387/66060 [00:12<00:14, 2785.29 examples/s] Running tokenizer on dataset (num_proc=16): 38%|███▊ | 25387/66060 [00:13<00:13, 2921.09 examples/s] Running tokenizer on dataset (num_proc=16): 40%|████ | 26516/66060 [00:13<00:13, 2978.84 examples/s] Running tokenizer on dataset (num_proc=16): 42%|████▏ | 27516/66060 [00:13<00:13, 2754.81 examples/s] Running tokenizer on dataset (num_proc=16): 43%|████▎ | 28516/66060 [00:14<00:11, 3281.01 examples/s] Running tokenizer on dataset (num_proc=16): 45%|████▍ | 29516/66060 [00:14<00:09, 3958.18 examples/s] Running tokenizer on dataset (num_proc=16): 46%|████▋ | 30645/66060 [00:15<00:13, 2536.13 examples/s] Running tokenizer on dataset (num_proc=16): 48%|████▊ | 31645/66060 [00:15<00:13, 2521.46 examples/s] Running tokenizer on dataset (num_proc=16): 49%|████▉ | 32645/66060 [00:15<00:10, 3104.19 examples/s] Running tokenizer on dataset (num_proc=16): 51%|█████ | 33774/66060 [00:16<00:12, 2546.25 examples/s] Running tokenizer on dataset (num_proc=16): 53%|█████▎ | 34774/66060 [00:16<00:10, 2992.18 examples/s] Running tokenizer on dataset (num_proc=16): 54%|█████▍ | 35903/66060 [00:16<00:10, 2923.36 examples/s] Running tokenizer on dataset (num_proc=16): 56%|█████▌ | 36903/66060 [00:17<00:09, 2968.13 examples/s] Running tokenizer on dataset (num_proc=16): 57%|█████▋ | 37903/66060 [00:17<00:11, 2509.66 examples/s] Running tokenizer on dataset
training example:
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inputs:
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--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_7755><s_c_3311>
【2025-08-01】
--:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_1236><s_c_1381>
【2025-08-02】
--:-- [商品-购买] <|prod_begin|><s_a_4692><s_b_4197><s_c_887>
【2025-08-04】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4875><s_c_3267>
【2025-08-11】
--:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_7878><s_c_4147>
【2025-08-20】
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-08-25】
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-10-25】
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7894><s_c_624>
【2025-11-14】
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_3916><s_c_909>
【2025-12-02】
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_1282><s_c_493>
【2025-12-03】
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5982><s_c_7675>
--:-- [商品-购买] <|prod_begin|><s_a_7794><s_b_989><s_c_3315>
--:-- [商品-购买] <|prod_begin|><s_a_750><s_b_5658><s_c_4210>
【2025-12-04】
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_3722><s_c_596>
【2025-12-06】
--:-- [直播-关注] <|living_begin|><s_a_4515><s_b_2302><s_c_6278>
【2025-12-07】
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_697><s_c_535>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_655>
【2025-12-10】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8090>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_7754>
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3676>
【2025-12-11】
--:-- [直播-关注] <|living_begin|><s_a_4515><s_b_697><s_c_5563>
05:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3678><s_c_5563>
【2025-12-12】
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_8080><s_c_6954>
07:12 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6006><s_c_2118>
【2025-12-13】
06:43 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
【2025-12-14】
09:43 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7180><s_c_3777>
【2025-12-15】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6313>
07:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_2460>
12:21 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_3026>
【2025-12-16】
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_1410><s_c_5465>
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_3006><s_c_5273>
【2025-12-17】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_0>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_330>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_1935>
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_3676>
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_6058><s_c_5315>
【2025-12-18】
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_5727><s_c_5054>
04:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_4944><s_c_7616>
20:44 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_2246><s_c_5749>
20:44 [广告-点击] <|ad_begin|><s_a_2845><s_b_2246><s_c_5749>
【2025-12-19】
--:-- [直播-首次打赏] <|living_begin|><s_a_5166><s_b_4010><s_c_4196>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3854><s_c_2403>
02:03 [广告-点击] <|ad_begin|><s_a_2832><s_b_7342><s_c_1246>
23:54 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_8113>
23:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_8113>
【2025-12-20】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_6126>
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_765><s_c_3501>
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_2466><s_c_2168>
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_697><s_c_516>
00:37 [广告-点击] <|ad_begin|><s_a_7381><s_b_620><s_c_7671>
02:12 [广告-点击] <|ad_begin|><s_a_7381><s_b_594><s_c_4267>
10:02 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6006><s_c_1935>
10:02 [广告-点击] <|ad_begin|><s_a_2111><s_b_6006><s_c_1935>
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_4433><s_c_6718>
【2025-12-21】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_6535>
00:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2921>
00:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2921>
11:38 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_800><s_c_2693>
11:38 [广告-点击] <|ad_begin|><s_a_7931><s_b_800><s_c_2693>
【2025-12-22】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_2298>
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_6278>
05:55 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4288>
【2025-12-23】
10:22 [广告-点击] <|ad_begin|><s_a_2022><s_b_1188><s_c_3221>
11:14 [广告-点击] <|ad_begin|><s_a_4795><s_b_3932><s_c_6059>
【2025-12-25】
11:04 [广告-点击] <|ad_begin|><s_a_698><s_b_6532><s_c_1914>
【2025-12-26】
00:13 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_641>
【2025-12-27】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3501>
【2025-12-28】
14:58 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6123><s_c_640>
14:58 [广告-点击] <|ad_begin|><s_a_795><s_b_6123><s_c_640>
16:16 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_665><s_c_2225>
16:16 [广告-点击] <|ad_begin|><s_a_7879><s_b_665><s_c_2225>
16:21 [广告-点击] <|ad_begin|><s_a_698><s_b_4733><s_c_1645>
【2025-12-29】
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_4053>
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_3026>
--:-- [直播-首次打赏] <|living_begin|><s_a_2194><s_b_971><s_c_4053>
【2025-12-30】
00:03 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5156>
04:15 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_205><s_c_5776>
04:15 [广告-点击] <|ad_begin|><s_a_6386><s_b_205><s_c_5776>
08:47 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_3363>
08:47 [广告-点击] <|ad_begin|><s_a_5673><s_b_4746><s_c_3363>
11:58 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
11:58 [广告-点击] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
13:46 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
13:46 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
13:53 [广告-点击] <|ad_begin|><s_a_2464><s_b_7736><s_c_92>
17:52 [广告-点击] <|ad_begin|><s_a_6510><s_b_8179><s_c_6908>
【2025-12-31】
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7603><s_c_5054>
--:-- [商品-加购] <|prod_begin|><s_a_367><s_b_6591><s_c_5827>
【2026-01-01】
11:20 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_7719>
11:20 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_7719>
【2026-01-02】
01:13 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
01:13 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
10:29 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_978><s_c_4120>
10:29 [广告-点击] <|ad_begin|><s_a_2832><s_b_978><s_c_4120>
【2026-01-03】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4644><s_b_6270><s_c_3023>
11:18 [广告-点击] <|ad_begin|><s_a_7971><s_b_6244><s_c_5059>
【2026-01-05】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_557>
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1557><s_c_6708>
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4851><s_c_3026>
【2026-01-07】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4617>
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4724>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_3284><s_c_7897>
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_3399><s_c_6981>
【2026-01-08】
03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
--:-- [商品-点击] <|prod_begin|><s_a_3141><s_b_6454><s_c_1867>
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_2231><s_c_7533>
【2026-01-10】
22:05 [广告-点击] <|ad_begin|><s_a_4157><s_b_7333><s_c_3913>
--:-- [商品-点击] <|prod_begin|><s_a_1414><s_b_4516><s_c_4757>
【2026-01-11】
--:-- [直播-关注] <|living_begin|><s_a_7327><s_b_5099><s_c_2616>
09:56 [广告-点击] <|ad_begin|><s_a_1383><s_b_4491><s_c_2852>
--:-- [商品-点击] <|prod_begin|><s_a_367><s_b_6591><s_c_5827>
--:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_573><s_c_2826>
【2026-01-13】
02:14 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4125><s_c_1004>
02:14 [广告-点击] <|ad_begin|><s_a_1608><s_b_4125><s_c_1004>
10:08 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_978><s_c_6915>
10:08 [广告-点击] <|ad_begin|><s_a_1375><s_b_978><s_c_6915>
--:-- [商品-点击] <|prod_begin|><s_a_5049><s_b_4220><s_c_4845>
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_2533><s_c_3449>
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_3522>
【2026-01-14】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_535>
10:02 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_2370>
13:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6784>
13:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6784>
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5653><s_c_4043>
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1510><s_c_638>
【2026-01-15】
10:44 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_3659>
10:44 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_3659>
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_4538><s_c_7187>
--:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_4562><s_c_5926>
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_989><s_c_7495>
【2026-01-16】
16:07 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
16:07 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_2960><s_c_5194>
【2026-01-17】
00:39 [广告-点击] <|ad_begin|><s_a_2111><s_b_4746><s_c_3501>
07:23 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_70>
07:33 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_4049>
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_2231><s_c_7533>
【2026-01-18】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_1935>
04:02 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_6597>
04:02 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_6597>
【2026-01-19】
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1586><s_c_2513>
14:43 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_4746><s_c_5563>
14:43 [广告-点击] <|ad_begin|><s_a_6921><s_b_4746><s_c_5563>
--:-- [商品-点击] <|prod_begin|><s_a_7320><s_b_7445><s_c_2622>
--:-- [商品-点击] <|prod_begin|><s_a_8182><s_b_3297><s_c_7601>
【2026-01-20】
03:49 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3026>
03:54 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
03:54 [广告-点击] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
--:-- [商品-点击] <|prod_begin|><s_a_1737><s_b_3990><s_c_2032>
【2026-01-21】
16:11 [视频-转发/长播] <|video_begin|><s_a_2364><s_b_4949><s_c_118>
16:13 [视频-转发/长播] <|video_begin|><s_a_417><s_b_390><s_c_6614>
16:34 [视频-点赞/长播] <|video_begin|><s_a_1167><s_b_3898><s_c_3003>
22:01 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_7455><s_c_2357>
22:01 [视频-收藏/长播] <|video_begin|><s_a_6385><s_b_5588><s_c_5563>
22:07 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_2061><s_c_532>
22:41 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_4771><s_c_6215>
22:43 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1751><s_c_7321>
--:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
【2026-01-22】
03:22 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3849>
13:48 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_4746><s_c_3116>
--:-- [商品-点击] <|prod_begin|><s_a_1436><s_b_3335><s_c_6423>
【2026-01-23】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5727><s_c_4208>
03:15 [视频-转发/长播] <|video_begin|><s_a_294><s_b_1380><s_c_2912>
04:26 [视频-关注/点赞/长播] <|video_begin|><s_a_1167><s_b_6464><s_c_118>
05:02 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_8179><s_c_606>
05:13 [视频-浏览] <|video_begin|><s_a_1336><s_b_1822><s_c_492>
05:51 [视频-点赞/长播] <|video_begin|><s_a_6345><s_b_7894><s_c_1030>
08:18 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
08:18 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
09:03 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_1295>
12:35 [广告-点击] <|ad_begin|><s_a_1375><s_b_6635><s_c_3047>
13:23 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_1822><s_c_5965>
--:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_4539><s_c_2826>
【2026-01-24】
10:32 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_1366><s_c_4297>
11:01 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_2966><s_c_5449>
11:21 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1410><s_c_7751>
11:21 [广告-点击] <|ad_begin|><s_a_2832><s_b_1410><s_c_7751>
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_7549><s_c_104>
--:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1926><s_c_6965>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_147><s_c_7366>
【2026-01-25】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4617>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4864><s_c_6509>
10:29 [视频-点赞/长播] <|video_begin|><s_a_6136><s_b_1434><s_c_5349>
10:56 [视频-收藏/长播] <|video_begin|><s_a_638><s_b_8072><s_c_4487>
12:35 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7546><s_c_6385>
14:53 [广告-点击] <|ad_begin|><s_a_4002><s_b_2221><s_c_5563>
15:16 [视频-关注/长播] <|video_begin|><s_a_5546><s_b_7776><s_c_495>
15:25 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_2142><s_c_627>
--:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_573><s_c_2826>
【2026-01-26】
01:35 [视频-点赞/长播] <|video_begin|><s_a_6345><s_b_1284><s_c_4410>
02:07 [广告-点击] <|ad_begin|><s_a_7892><s_b_5349><s_c_6278>
06:46 [视频-收藏/长播] <|video_begin|><s_a_7850><s_b_5653><s_c_367>
06:48 [视频-转发/长播] <|video_begin|><s_a_3510><s_b_672><s_c_7462>
06:55 [广告-点击] <|ad_begin|><s_a_7331><s_b_4702><s_c_7510>
07:15 [视频-收藏/长播] <|video_begin|><s_a_6401><s_b_4951><s_c_4842>
07:18 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_1752><s_c_1614>
07:28 [视频-转发/长播] <|video_begin|><s_a_2526><s_b_7608><s_c_47>
07:34 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_5101><s_c_607>
08:14 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6058><s_c_3098>
08:14 [视频-点赞/长播] <|video_begin|><s_a_4644><s_b_3615><s_c_1133>
08:18 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_6763><s_c_4808>
13:39 [视频-收藏/长播] <|video_begin|><s_a_4919><s_b_7549><s_c_6390>
13:46 [视频-点赞/长播] <|video_begin|><s_a_4515><s_b_2105><s_c_5372>
16:51 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_6158><s_c_2480>
17:02 [视频-收藏/长播] <|video_begin|><s_a_892><s_b_2918><s_c_294>
21:51 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_3043><s_c_785>
21:51 [视频-点赞/长播] <|video_begin|><s_a_3029><s_b_2314><s_c_8029>
22:18 [视频-收藏/长播] <|video_begin|><s_a_2139><s_b_4049><s_c_2313>
22:18 [视频-关注/点赞/长播] <|video_begin|><s_a_4401><s_b_6042><s_c_2654>
22:21 [视频-关注/长播] <|video_begin|><s_a_2709><s_b_2412><s_c_237>
22:25 [视频-点赞/长播] <|video_begin|><s_a_1697><s_b_3722><s_c_7502>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_7187>
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_2668><s_c_7986>
--:-- [商品-点击] <|prod_begin|><s_a_2453><s_b_7090><s_c_2622>
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_1330><s_c_6646>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5653><s_c_5747>
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_1704><s_c_577>
【2026-01-27】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_3501>
01:44 [视频-点赞/长播] <|video_begin|><s_a_1658><s_b_7894><s_c_523>
01:46 [视频-点赞/长播] <|video_begin|><s_a_575><s_b_7894><s_c_1806>
01:49 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_3417><s_c_6616>
04:09 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
04:09 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
10:11 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_3153><s_c_2661>
10:32 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_1230><s_c_7395>
10:32 [广告-点击] <|ad_begin|><s_a_2551><s_b_1230><s_c_7395>
11:46 [广告-点击] <|ad_begin|><s_a_5863><s_b_6436><s_c_1803>
13:48 [广告-点击] <|ad_begin|><s_a_7879><s_b_5119><s_c_5563>
23:52 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
【2026-01-28】
00:54 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6442><s_c_5314>
03:42 [视频-收藏/长播] <|video_begin|><s_a_7077><s_b_1310><s_c_7268>
04:05 [视频-收藏/长播] <|video_begin|><s_a_5600><s_b_1292><s_c_1337>
04:11 [视频-收藏/长播] <|video_begin|><s_a_3396><s_b_1925><s_c_2165>
05:08 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_1638>
09:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
12:52 [广告-点击] <|ad_begin|><s_a_6166><s_b_1206><s_c_987>
13:41 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5256>
13:41 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5256>
14:40 [视频-关注/点赞/长播] <|video_begin|><s_a_5906><s_b_2969><s_c_3454>
22:56 [视频-点赞/长播] <|video_begin|><s_a_2073><s_b_2396><s_c_6420>
--:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_3522>
【2026-01-29】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
00:12 [视频-收藏/长播] <|video_begin|><s_a_3454><s_b_3853><s_c_690>
01:24 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_5543><s_c_5776>
01:25 [视频-收藏/长播] <|video_begin|><s_a_3115><s_b_2357><s_c_1423>
03:15 [视频-浏览] <|video_begin|><s_a_457><s_b_2854><s_c_5874>
03:44 [视频-点赞/长播] <|video_begin|><s_a_4456><s_b_7894><s_c_6126>
07:07 [广告-点击] <|ad_begin|><s_a_7879><s_b_2497><s_c_4519>
21:58 [视频-点赞/长播] <|video_begin|><s_a_5166><s_b_6730><s_c_2551>
21:58 [视频-关注/点赞/长播] <|video_begin|><s_a_5906><s_b_4855><s_c_7353>
21:59 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_3043><s_c_6344>
22:39 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_2069><s_c_7792>
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_4562><s_c_1662>
【2026-01-30】
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_108><s_c_615>
00:38 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_4458><s_c_3294>
00:41 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_3791><s_c_6170>
01:12 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4087><s_c_3189>
01:39 [视频-浏览] <|video_begin|><s_a_4910><s_b_3489><s_c_4314>
02:17 [视频-收藏/长播] <|video_begin|><s_a_7751><s_b_4458><s_c_5563>
04:21 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_8042>
04:53 [视频-收藏/长播] <|video_begin|><s_a_5144><s_b_3417><s_c_5194>
06:18 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_5647><s_c_4932>
08:05 [视频-收藏/长播] <|video_begin|><s_a_7369><s_b_7554><s_c_2344>
15:19 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_1093>
21:36 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_6158><s_c_428>
23:35 [视频-关注/收藏/长播] <|video_begin|><s_a_4946><s_b_4939><s_c_3775>
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_326><s_c_6072>
--:-- [商品-点击] <|prod_begin|><s_a_4182><s_b_5974><s_c_5064>
--:-- [商品-点击] <|prod_begin|><s_a_4182><s_b_2919><s_c_4225>
--:-- [商品-点击] <|prod_begin|><s_a_7781><s_b_4764><s_c_1282>
--:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_1426><s_c_2172>
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_6454><s_c_2447>
--:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_4516><s_c_406>
【2026-01-31】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_4617>
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_4512>
01:23 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_2915><s_c_1948>
01:23 [视频-关注/收藏/长播] <|video_begin|><s_a_3241><s_b_6358><s_c_752>
01:32 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_2809><s_c_7257>
10:09 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_6464><s_c_7586>
16:39 [视频-点赞/长播] <|video_begin|><s_a_7881><s_b_7063><s_c_7502>
16:39 [视频-收藏/长播] <|video_begin|><s_a_5058><s_b_3678><s_c_5563>
16:39 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_4458><s_c_6385>
16:43 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_434><s_c_4616>
16:47 [视频-点赞/长播] <|video_begin|><s_a_3481><s_b_2427><s_c_2693>
16:53 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_7566>
18:32 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_581><s_c_5115>
18:33 [视频-点赞/长播] <|video_begin|><s_a_2235><s_b_5328><s_c_6416>
18:33 [视频-收藏/长播] <|video_begin|><s_a_1921><s_b_1751><s_c_8085>
18:34 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_2575><s_c_1232>
【2026-02-01】
07:04 [视频-关注/长播] <|video_begin|><s_a_735><s_b_1337><s_c_6137>
07:12 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_927><s_c_1767>
07:12 [视频-点赞/长播] <|video_begin|><s_a_4644><s_b_2657><s_c_5957>
12:19 [视频-点赞/长播] <|video_begin|><s_a_7881><s_b_7063><s_c_7502>
12:19 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_4855><s_c_2392>
14:50 [视频-点赞/长播] <|video_begin|><s_a_2431><s_b_6018><s_c_5988>
15:03 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8168><s_b_3417><s_c_1638>
15:31 [视频-收藏/长播] <|video_begin|><s_a_7923><s_b_7098><s_c_3476>
16:17 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_7098><s_c_853>
【2026-02-02】
00:30 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_2069><s_c_3835>
00:37 [广告-点击] <|ad_begin|><s_a_2859><s_b_1656><s_c_4101>
07:22 [视频-关注/长播] <|video_begin|><s_a_1698><s_b_5841><s_c_2163>
07:36 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
07:36 [广告-点击] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
11:06 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_755><s_c_7836>
18:13 [视频-点赞/长播] <|video_begin|><s_a_4092><s_b_6358><s_c_5236>
18:16 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_4803><s_c_8112>
23:36 [视频-评论/长播] <|video_begin|><s_a_5476><s_b_8022><s_c_190>
【2026-02-03】
02:35 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_1002><s_c_1423>
06:00 [视频-点赞/长播] <|video_begin|><s_a_7931><s_b_6045><s_c_1741>
09:49 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_4953><s_c_5004>
10:03 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_1119><s_c_2530>
10:30 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_1399><s_c_8136>
10:30 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_2963><s_c_2543>
15:42 [视频-长播] <|video_begin|><s_a_578><s_b_2737><s_c_5563>
15:42 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3648>
16:19 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
16:19 [广告-点击] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
20:39 [视频-长播] <|video_begin|><s_a_6704><s_b_329><s_c_2159>
20:39 [视频-长播] <|video_begin|><s_a_2419><s_b_4794><s_c_2961>
20:39 [视频-长播] <|video_begin|><s_a_3801><s_b_3235><s_c_1764>
20:39 [视频-长播] <|video_begin|><s_a_2366><s_b_2965><s_c_5120>
20:43 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_2357><s_c_8085>
20:44 [视频-长播] <|video_begin|><s_a_2749><s_b_4169><s_c_2544>
20:45 [视频-长播] <|video_begin|><s_a_7796><s_b_5237><s_c_1708>
20:45 [视频-长播] <|video_begin|><s_a_7385><s_b_1822><s_c_853>
20:45 [视频-长播] <|video_begin|><s_a_1233><s_b_4682><s_c_7365>
20:45 [视频-点赞/长播] <|video_begin|><s_a_735><s_b_1557><s_c_1993>
20:50 [视频-长播] <|video_begin|><s_a_1336><s_b_5597><s_c_3084>
20:50 [视频-长播] <|video_begin|><s_a_8159><s_b_1277><s_c_2248>
20:50 [视频-点赞/长播] <|video_begin|><s_a_7903><s_b_7096><s_c_1140>
20:52 [视频-长播] <|video_begin|><s_a_6474><s_b_2555><s_c_8085>
20:52 [视频-长播] <|video_begin|><s_a_4795><s_b_2357><s_c_1309>
20:52 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_7267>
20:56 [视频-长播] <|video_begin|><s_a_2364><s_b_1526><s_c_4952>
20:56 [视频-长播] <|video_begin|><s_a_2578><s_b_108><s_c_5004>
20:56 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_6042><s_c_2676>
20:59 [视频-长播] <|video_begin|><s_a_3632><s_b_7571><s_c_2468>
22:14 [视频-长播] <|video_begin|><s_a_2364><s_b_3832><s_c_722>
22:32 [视频-长播] <|video_begin|><s_a_1096><s_b_6442><s_c_2242>
22:35 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1350><s_c_6583>
22:36 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_6676>
22:36 [视频-点赞/长播] <|video_begin|><s_a_7293><s_b_4798><s_c_6254>
23:16 [视频-长播] <|video_begin|><s_a_1793><s_b_7603><s_c_142>
23:16 [视频-长播] <|video_begin|><s_a_4946><s_b_6726><s_c_5359>
23:16 [视频-长播] <|video_begin|><s_a_1207><s_b_6358><s_c_1272>
23:29 [视频-长播] <|video_begin|><s_a_3858><s_b_3417><s_c_1337>
【2026-02-04】
--:-- [直播-关注] <|living_begin|><s_a_2961><s_b_8049><s_c_7378>
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6058><s_c_2205>
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_3026>
12:22 [视频-长播] <|video_begin|><s_a_5907><s_b_6234><s_c_3477>
14:21 [广告-点击] <|ad_begin|><s_a_3308><s_b_1330><s_c_1148>
15:00 [视频-浏览] <|video_begin|><s_a_6510><s_b_4878><s_c_5839>
15:28 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
15:28 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
16:14 [视频-点赞/长播] <|video_begin|><s_a_4367><s_b_2069><s_c_7502>
【2026-02-05】
00:04 [视频-长播] <|video_begin|><s_a_2587><s_b_5511><s_c_4208>
00:04 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_8008><s_c_6583>
00:04 [视频-关注/点赞/长播] <|video_begin|><s_a_4092><s_b_4578><s_c_5988>
00:06 [视频-长播] <|video_begin|><s_a_2051><s_b_6051><s_c_7106>
00:06 [视频-长播] <|video_begin|><s_a_2220><s_b_3673><s_c_4605>
00:06 [视频-收藏/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_5563>
00:10 [视频-长播] <|video_begin|><s_a_3858><s_b_4050><s_c_544>
00:10 [视频-长播] <|video_begin|><s_a_3632><s_b_7381><s_c_1662>
00:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
00:36 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
03:14 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_2251><s_c_2963>
04:01 [视频-长播] <|video_begin|><s_a_1336><s_b_7043><s_c_2460>
04:01 [视频-长播] <|video_begin|><s_a_3632><s_b_7897><s_c_4654>
04:01 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_607>
04:01 [视频-长播] <|video_begin|><s_a_6704><s_b_4723><s_c_111>
04:06 [视频-长播] <|video_begin|><s_a_890><s_b_7762><s_c_7448>
04:55 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_7899>
04:55 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_1946>
04:55 [视频-长播] <|video_begin|><s_a_7984><s_b_4125><s_c_4932>
05:02 [广告-点击] <|ad_begin|><s_a_6302><s_b_7894><s_c_532>
05:30 [视频-长播] <|video_begin|><s_a_3689><s_b_2799><s_c_6124>
07:08 [视频-长播] <|video_begin|><s_a_8159><s_b_5419><s_c_439>
07:08 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_6582><s_c_6344>
08:31 [视频-长播] <|video_begin|><s_a_3915><s_b_3803><s_c_7921>
08:31 [视频-长播] <|video_begin|><s_a_2015><s_b_1292><s_c_439>
08:31 [视频-长播] <|video_begin|><s_a_6846><s_b_4688><s_c_5231>
08:31 [视频-长播] <|video_begin|><s_a_2364><s_b_6123><s_c_4681>
08:56 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
08:56 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
14:45 [视频-长播] <|video_begin|><s_a_192><s_b_4746><s_c_6385>
14:45 [视频-长播] <|video_begin|><s_a_4946><s_b_1002><s_c_47>
14:45 [视频-长播] <|video_begin|><s_a_3801><s_b_5169><s_c_5128>
14:50 [视频-长播] <|video_begin|><s_a_6704><s_b_3417><s_c_237>
14:50 [视频-长播] <|video_begin|><s_a_7738><s_b_4352><s_c_5305>
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心逻辑要求（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
3.需求深度细化：在同一主题类目中，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。
请围绕以下主题提取行为逻辑链：
主题：从被动接收到主动探索：汽车后市场消费决策演化
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从被动接收到主动探索：汽车后市场消费决策演化",
"events": [
{
"date": "YYYY-MM-DD",
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
"logic": "逻辑说明"
}
]
}
}
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从被动接收到主动探索：汽车后市场消费决策演化","events":[{"date":"2026-01-21","action":"[视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1751><s_c_7321>","logic":"初始触发：通过收藏汽车实用技巧视频，表现出对提升驾驶体验和安全性的初步兴趣。"},{"date":"2026-01-30","action":"[视频-收藏/长播] <|video_begin|><s_a_7369><s_b_7554><s_c_2344>","logic":"兴趣聚焦：从泛化的汽车知识，收敛到对“行车记录仪”这一具体安防设备的功能性认知，并收藏了介绍视频。"},{"date":"2026-01-30","action":"[商品-点击] <|prod_begin|><s_a_4182><s_b_5974><s_c_5064>","logic":"决策深化与参数对比（维度一）：主动点击具体商品，关注点明确为“4K高清”、“前后双录”、“手机互联”，开始进入产品选型和参数对比阶段。"},{"date":"2026-01-30","action":"[商品-点击] <|prod_begin|><s_a_4182><s_b_2919><s_c_4225>","logic":"认知增量与需求升级（维度二）：在“4K高清”基础上，增加了“三镜头”、“车内录像”、“倒车影像”等新功能维度，体现了对产品功能覆盖面更全面的考量，完成了从“前后双录”到“三镜头全景”的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-12-24】
--:-- [商品-点击] <|prod_begin|><s_a_6102><s_b_1966><s_c_7926>
【2025-01-15】
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_5272><s_c_5785>
【2025-04-28】
--:-- [商品-点击] <|prod_begin|><s_a_1435><s_b_5426><s_c_2579>
--:-- [商品-点击] <|prod_begin|><s_a_6254><s_b_5449><s_c_3970>
--:-- [商品-点击] <|prod_begin|><s_a_7851><s_b_2504><s_c_577>
--:-- [商品-点击] <|prod_begin|><s_a_4084><s_b_6435><s_c_5159>
--:-- [商品-点击] <|prod_begin|><s_a_7441><s_b_108><s_c_589>
【2025-05-26】
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_6147><s_c_1421>
--:-- [商品-点击] <|prod_begin|><s_a_2331><s_b_132><s_c_1884>
--:-- [商品-点击] <|prod_begin|><s_a_2756><s_b_1926><s_c_1716>
【2025-08-31】
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_799><s_c_765>
【2026-01-06】
--:-- [商品-点击] <|prod_begin|><s_a_1524><s_b_2448><s_c_3296>
【2026-01-24】
05:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_757><s_b_5857><s_c_6601>
10:49 [视频-关注/长播] <|video_begin|><s_a_629><s_b_5727><s_c_5217>
【2026-01-26】
07:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_3887>
【2026-01-27】
05:35 [视频-点赞] <|video_begin|><s_a_94><s_b_4855><s_c_4654>
05:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_116><s_b_575><s_c_6919>
06:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_5904><s_b_575><s_c_4252>
09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_7751><s_b_3803><s_c_2530>
10:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3510><s_b_5101><s_c_7899>
10:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_5146><s_b_575><s_c_3637>
【2026-01-28】
03:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_1106><s_b_1399><s_c_2568>
03:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_1590><s_c_6266>
03:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_3858><s_b_575><s_c_5194>
08:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_5629><s_b_1399><s_c_141>
08:20 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_6234><s_c_5358>
08:27 [视频-关注/长播] <|video_begin|><s_a_791><s_b_1906><s_c_5563>
09:20 [视频-关注] <|video_begin|><s_a_2158><s_b_7261><s_c_405>
09:33 [视频-浏览] <|video_begin|><s_a_148><s_b_3691><s_c_6547>
10:50 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
10:51 [视频-关注/长播] <|video_begin|><s_a_1098><s_b_2560><s_c_3501>
10:56 [视频-关注/长播] <|video_begin|><s_a_2713><s_b_5619><s_c_40>
11:08 [视频-关注/长播] <|video_begin|><s_a_3510><s_b_5349><s_c_853>
11:50 [视频-点赞] <|video_begin|><s_a_2344><s_b_3932><s_c_2452>
12:16 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6727><s_c_1552>
【2026-01-29】
09:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_2713><s_b_25><s_c_5402>
11:25 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6123><s_c_1402>
12:07 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7608><s_c_3363>
【2026-01-30】
00:43 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_7081><s_c_5901>
03:45 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_1322>
06:19 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_978><s_c_6215>
08:24 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_6962>
08:46 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_6390>
08:46 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_6390>
10:01 [广告-深度转化] <|ad_begin|><s_a_294><s_b_1141><s_c_7264>
10:01 [广告-点击] <|ad_begin|><s_a_294><s_b_1141><s_c_7264>
12:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_2562><s_b_5101><s_c_7106>
12:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_8164><s_b_1596><s_c_607>
12:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_4999><s_b_3803><s_c_2530>
12:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7180><s_c_5563>
12:31 [广告-点击] <|ad_begin|><s_a_4039><s_b_7180><s_c_5563>
13:02 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4646><s_b_946><s_c_4923>
13:05 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_1822><s_c_4636>
13:25 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1766><s_b_5693><s_c_4318>
13:53 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_1141><s_c_594>
13:53 [广告-点击] <|ad_begin|><s_a_6166><s_b_1141><s_c_594>
【2026-01-31】
03:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_1178>
03:00 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_1178>
04:28 [广告-深度转化] <|ad_begin|><s_a_655><s_b_2854><s_c_3476>
04:28 [广告-点击] <|ad_begin|><s_a_655><s_b_2854><s_c_3476>
06:43 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2058><s_b_7077><s_c_2678>
06:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_5629><s_b_5101><s_c_141>
07:43 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6234><s_c_2370>
07:43 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_2370>
09:13 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7077><s_b_1940><s_c_5553>
09:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_757><s_b_5763><s_c_2235>
09:32 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7077><s_b_3447><s_c_2370>
10:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7077><s_b_7756><s_c_3777>
10:16 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7369><s_b_4462><s_c_3500>
10:31 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5086><s_b_6421><s_c_2028>
10:31 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5476><s_b_7756><s_c_917>
10:40 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3510><s_b_6426><s_c_141>
11:13 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6973><s_c_6616>
11:13 [广告-点击] <|ad_begin|><s_a_655><s_b_6973><s_c_6616>
11:15 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6321><s_b_3589><s_c_2262>
11:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_3925><s_b_7756><s_c_2237>
11:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_7751><s_b_6426><s_c_457>
12:11 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_8168><s_b_3297><s_c_81>
12:11 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_8168><s_b_5237><s_c_3987>
12:11 [视频-收藏/点赞/长播] <|video_begin|><s_a_5144><s_b_5384><s_c_66>
12:12 [广告-深度转化] <|ad_begin|><s_a_655><s_b_2854><s_c_6879>
12:12 [广告-点击] <|ad_begin|><s_a_655><s_b_2854><s_c_6879>
12:25 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_6234><s_c_3261>
12:25 [广告-点击] <|ad_begin|><s_a_6166><s_b_6234><s_c_3261>
13:05 [广告-点击] <|ad_begin|><s_a_5687><s_b_6234><s_c_3036>
【2026-02-01】
00:17 [广告-深度转化] <|ad_begin|><s_a_6602><s_b_6234><s_c_5061>
00:17 [广告-点击] <|ad_begin|><s_a_6602><s_b_6234><s_c_5061>
00:53 [广告-深度转化] <|ad_begin|><s_a_6783><s_b_7318><s_c_5828>
00:53 [广告-点击] <|ad_begin|><s_a_6783><s_b_7318><s_c_5828>
01:36 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_3834>
01:36 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_3834>
02:10 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
02:10 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
02:18 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_6718>
02:18 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_6718>
05:24 [广告-点击] <|ad_begin|><s_a_6783><s_b_7318><s_c_5828>
05:45 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
05:45 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3187>
05:56 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2221><s_c_6067>
05:56 [广告-点击] <|ad_begin|><s_a_3738><s_b_2221><s_c_6067>
06:21 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1766><s_b_351><s_c_4790>
06:21 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7751><s_b_3803><s_c_5231>
06:21 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7888><s_c_3501>
06:21 [广告-点击] <|ad_begin|><s_a_8127><s_b_7888><s_c_3501>
07:12 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_7076>
07:12 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_7076>
08:10 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_7333><s_c_3363>
08:10 [广告-点击] <|ad_begin|><s_a_1935><s_b_7333><s_c_3363>
08:13 [广告-深度转化] <|ad_begin|><s_a_655><s_b_5171><s_c_2814>
08:13 [广告-点击] <|ad_begin|><s_a_655><s_b_5171><s_c_2814>
10:11 [广告-深度转化] <|ad_begin|><s_a_655><s_b_3952><s_c_1339>
10:11 [广告-点击] <|ad_begin|><s_a_655><s_b_3952><s_c_1339>
11:02 [广告-深度转化] <|ad_begin|><s_a_655><s_b_800><s_c_6557>
11:02 [广告-点击] <|ad_begin|><s_a_655><s_b_800><s_c_6557>
11:06 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_1141><s_c_2315>
11:06 [广告-点击] <|ad_begin|><s_a_5555><s_b_1141><s_c_2315>
11:35 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_6248>
11:35 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_6248>
12:12 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7184><s_c_5563>
12:12 [广告-点击] <|ad_begin|><s_a_8127><s_b_7184><s_c_5563>
13:13 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_1669>
13:13 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_1669>
13:17 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1335><s_b_6358><s_c_607>
14:49 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_6718>
15:01 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_827>
15:01 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_827>
【2026-02-02】
04:24 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7218><s_c_1439>
04:24 [广告-点击] <|ad_begin|><s_a_655><s_b_7218><s_c_1439>
05:29 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7218><s_c_6879>
05:29 [广告-点击] <|ad_begin|><s_a_655><s_b_7218><s_c_6879>
05:33 [广告-点击] <|ad_begin|><s_a_8127><s_b_7888><s_c_3501>
07:41 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_1322>
07:56 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_1339>
07:56 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1339>
09:06 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_853>
09:06 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_853>
09:32 [广告-深度转化] <|ad_begin|><s_a_655><s_b_3348><s_c_4373>
09:32 [广告-点击] <|ad_begin|><s_a_655><s_b_3348><s_c_4373>
09:43 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_1596><s_c_882>
09:46 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_594><s_c_1859>
10:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_1108><s_b_2560><s_c_814>
10:29 [视频-长播] <|video_begin|><s_a_16><s_b_5101><s_c_2568>
11:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_2756>
11:00 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_2756>
11:03 [视频-长播] <|video_begin|><s_a_2578><s_b_1596><s_c_47>
11:09 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7608><s_c_2460>
11:09 [广告-点击] <|ad_begin|><s_a_8127><s_b_7608><s_c_2460>
11:15 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2854><s_c_77>
11:15 [广告-点击] <|ad_begin|><s_a_3738><s_b_2854><s_c_77>
11:21 [视频-长播] <|video_begin|><s_a_3510><s_b_6690><s_c_141>
11:21 [视频-长播] <|video_begin|><s_a_2139><s_b_4497><s_c_5563>
11:21 [视频-长播] <|video_begin|><s_a_1336><s_b_176><s_c_2568>
11:21 [视频-长播] <|video_begin|><s_a_629><s_b_3065><s_c_5240>
11:21 [视频-长播] <|video_begin|><s_a_1336><s_b_884><s_c_1206>
11:21 [视频-长播] <|video_begin|><s_a_8127><s_b_7381><s_c_4352>
11:27 [视频-长播] <|video_begin|><s_a_7385><s_b_1596><s_c_2369>
11:33 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4312><s_b_7340><s_c_5563>
11:34 [视频-长播] <|video_begin|><s_a_1299><s_b_3803><s_c_5162>
11:34 [视频-长播] <|video_begin|><s_a_2768><s_b_6442><s_c_7106>
11:40 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6321><s_b_4076><s_c_6559>
11:48 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3958>
11:48 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3958>
12:04 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_3775>
12:05 [视频-长播] <|video_begin|><s_a_4312><s_b_6525><s_c_1719>
12:05 [视频-长播] <|video_begin|><s_a_5062><s_b_7344><s_c_7657>
【2026-02-03】
00:16 [视频-长播] <|video_begin|><s_a_174><s_b_6234><s_c_6355>
01:49 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_6616>
03:34 [广告-深度转化] <|ad_begin|><s_a_6602><s_b_6234><s_c_1118>
03:34 [广告-点击] <|ad_begin|><s_a_6602><s_b_6234><s_c_1118>
03:47 [广告-点击] <|ad_begin|><s_a_2899><s_b_581><s_c_6227>
04:43 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_3845><s_c_4182>
04:43 [广告-点击] <|ad_begin|><s_a_8127><s_b_3845><s_c_4182>
04:59 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_6879>
04:59 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_6879>
05:44 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_3885><s_c_47>
05:44 [广告-点击] <|ad_begin|><s_a_8127><s_b_3885><s_c_47>
08:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
08:30 [视频-收藏/长播] <|video_begin|><s_a_5629><s_b_3803><s_c_5061>
08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_401>
08:49 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6435><s_c_5256>
08:49 [广告-点击] <|ad_begin|><s_a_3738><s_b_6435><s_c_5256>
10:08 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_5932>
10:08 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_5932>
10:53 [广告-深度转化] <|ad_begin|><s_a_174><s_b_2799><s_c_3096>
10:53 [广告-点击] <|ad_begin|><s_a_174><s_b_2799><s_c_3096>
11:33 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_4150><s_c_4373>
11:33 [广告-点击] <|ad_begin|><s_a_6166><s_b_4150><s_c_4373>
【2026-02-04】
01:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6234><s_c_3634>
01:01 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_3634>
01:38 [视频-长播] <|video_begin|><s_a_5146><s_b_4291><s_c_2530>
01:48 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_2027><s_c_6547>
01:53 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3001><s_b_575><s_c_8085>
01:53 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5903><s_b_575><s_c_237>
01:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_814>
02:11 [视频-长播] <|video_begin|><s_a_2015><s_b_404><s_c_6047>
02:17 [视频-关注/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>
02:21 [视频-关注/点赞/长播] <|video_begin|><s_a_16><s_b_876><s_c_2584>
02:21 [视频-关注/点赞/长播] <|video_begin|><s_a_2562><s_b_6000><s_c_7297>
02:30 [视频-关注/点赞/长播] <|video_begin|><s_a_2058><s_b_7200><s_c_1026>
02:35 [视频-关注/点赞/长播] <|video_begin|><s_a_189><s_b_7288><s_c_2530>
02:35 [视频-关注/点赞/长播] <|video_begin|><s_a_599><s_b_4723><s_c_5563>
02:35 [视频-关注/点赞/长播] <|video_begin|><s_a_6604><s_b_6234><s_c_1178>
03:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5991><s_b_7261><s_c_1858>
03:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4646><s_b_5419><s_c_6416>
03:30 [视频-收藏/点赞/长播] <|video_begin|><s_a_7411><s_b_575><s_c_7566>
03:30 [视频-关注/点赞/长播] <|video_begin|><s_a_629><s_b_370><s_c_3116>
03:34 [视频-关注/点赞/长播] <|video_begin|><s_a_599><s_b_4325><s_c_7979>
03:56 [视频-长播] <|video_begin|><s_a_1336><s_b_57><s_c_4375>
03:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_599><s_b_1645><s_c_499>
03:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1527><s_b_7288><s_c_2568>
03:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_5727><s_c_607>
04:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3001><s_b_6234><s_c_5901>
04:06 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2704>
05:20 [视频-长播] <|video_begin|><s_a_6329><s_b_5101><s_c_92>
05:20 [视频-关注/点赞/长播] <|video_begin|><s_a_7308><s_b_2854><s_c_2077>
05:33 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_5673>
05:33 [视频-关注/点赞/长播] <|video_begin|><s_a_5907><s_b_7180><s_c_47>
05:40 [视频-关注/点赞/长播] <|video_begin|><s_a_6705><s_b_575><s_c_1009>
05:44 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_6779><s_c_7106>
05:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_8003>
05:47 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_1399><s_c_5654>
05:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_4667><s_b_2427><s_c_5673>
05:47 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_6045><s_c_7548>
05:49 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_7246><s_c_6583>
05:53 [视频-关注/点赞/长播] <|video_begin|><s_a_7308><s_b_581><s_c_2192>
05:57 [视频-关注/点赞/长播] <|video_begin|><s_a_7879><s_b_575><s_c_7106>
06:02 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_6879>
06:02 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_6879>
07:47 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_57><s_c_5563>
07:47 [广告-点击] <|ad_begin|><s_a_2899><s_b_57><s_c_5563>
07:53 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_2427>
07:53 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_2427>
08:53 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
08:53 [广告-点击] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
09:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_3942><s_c_2678>
09:04 [视频-关注/点赞/长播] <|video_begin|><s_a_1836><s_b_3447><s_c_3948>
09:07 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6140><s_b_6972><s_c_3054>
09:11 [视频-收藏/点赞/长播] <|video_begin|><s_a_5144><s_b_2560><s_c_809>
09:11 [视频-关注/点赞/长播] <|video_begin|><s_a_7879><s_b_594><s_c_6857>
09:14 [视频-长播] <|video_begin|><s_a_3001><s_b_6972><s_c_1009>
09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1253><s_b_915><s_c_2028>
09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6140><s_b_6972><s_c_8003>
09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2051><s_b_3942><s_c_309>
09:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_595><s_b_3803><s_c_3530>
09:24 [视频-长播] <|video_begin|><s_a_1108><s_b_575><s_c_3530>
09:24 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_4252><s_c_6278>
09:24 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7411><s_b_575><s_c_7566>
09:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_581><s_c_8003>
09:35 [视频-关注/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_401>
09:40 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7879><s_b_7665><s_c_1306>
09:40 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_1411><s_c_2820>
09:58 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_7065>
09:58 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_7065>
10:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_599><s_b_1399><s_c_7899>
10:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_5673>
10:03 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3036>
10:03 [视频-关注/点赞/长播] <|video_begin|><s_a_1883><s_b_8058><s_c_6601>
10:09 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_4357>
10:09 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_4357>
10:22 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_1206><s_c_7395>
10:22 [广告-点击] <|ad_begin|><s_a_8127><s_b_1206><s_c_7395>
11:37 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4646><s_b_7975><s_c_7609>
11:37 [视频-关注/点赞/长播] <|video_begin|><s_a_1883><s_b_1595><s_c_3726>
11:37 [视频-关注/点赞/长播] <|video_begin|><s_a_5584><s_b_575><s_c_7462>
11:37 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_1645><s_c_2194>
12:41 [视频-关注/点赞/长播] <|video_begin|><s_a_5019><s_b_1290><s_c_3036>
12:45 [视频-长播] <|video_begin|><s_a_7308><s_b_575><s_c_5673>
13:50 [视频-关注/点赞/长播] <|video_begin|><s_a_6843><s_b_96><s_c_5209>
【2026-02-05】
02:06 [视频-点赞/长播] <|video_begin|><s_a_7661><s_b_575><s_c_5673>
02:06 [视频-点赞/长播] <|video_begin|><s_a_7610><s_b_6244><s_c_5673>
02:11 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5101><s_c_141>
02:11 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1747><s_c_495>
02:11 [视频-关注/点赞/长播] <|video_begin|><s_a_5912><s_b_6234><s_c_2554>
02:11 [视频-关注/点赞/长播] <|video_begin|><s_a_4487><s_b_1583><s_c_4822>
02:16 [视频-点赞/长播] <|video_begin|><s_a_1140><s_b_3803><s_c_6768>
02:16 [视频-点赞/长播] <|video_begin|><s_a_1594><s_b_2485><s_c_2468>
02:16 [视频-点赞/长播] <|video_begin|><s_a_7610><s_b_3614><s_c_5673>
02:31 [视频-长播] <|video_begin|><s_a_7308><s_b_575><s_c_360>
02:31 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_575><s_c_607>
02:31 [视频-点赞/长播] <|video_begin|><s_a_5629><s_b_1399><s_c_141>
02:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_116><s_b_575><s_c_5673>
02:37 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_876><s_c_3036>
02:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_2450><s_b_3803><s_c_141>
02:37 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_6234><s_c_3955>
03:04 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_7608><s_c_2262>
03:04 [广告-点击] <|ad_begin|><s_a_6166><s_b_7608><s_c_2262>
06:24 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_575><s_c_2319>
06:27 [视频-长播] <|video_begin|><s_a_3510><s_b_1413><s_c_6268>
06:27 [视频-关注/点赞/长播] <|video_begin|><s_a_3534><s_b_3589><s_c_4994>
06:30 [广告-点击] <|ad_begin|><s_a_2899><s_b_2854><s_c_3054>
06:34 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7888><s_c_416>
06:34 [广告-点击] <|ad_begin|><s_a_8127><s_b_7888><s_c_416>
06:38 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_3447><s_c_4341>
06:38 [视频-长播] <|video_begin|><s_a_1106><s_b_7608><s_c_7548>
06:43 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_876><s_c_7099>
06:47 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_562><s_b_3614><s_c_6771>
06:48 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6551><s_c_853>
06:48 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_8179><s_c_4341>
06:48 [视频-点赞/长播] <|video_begin|><s_a_599><s_b_1399><s_c_2568>
06:48 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_3006><s_c_2530>
06:57 [视频-点赞/长播] <|video_begin|><s_a_148><s_b_1645><s_c_1511>
07:00 [视频-关注/点赞/长播] <|video_begin|><s_a_5181><s_b_1799><s_c_1708>
07:03 [视频-长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
07:03 [视频-点赞/长播] <|video_begin|><s_a_1836><s_b_6234><s_c_888>
07:03 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_876><s_c_7899>
07:03 [视频-点赞/长播] <|video_begin|><s_a_2335><s_b_6436><s_c_6222>
07:03 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5101><s_c_92>
07:09 [视频-长播] <|video_begin|><s_a_7879><s_b_7180><s_c_5654>
07:09 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_3235><s_c_47>
07:23 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_7665><s_c_6416>
07:23 [视频-关注/点赞/长播] <|video_begin|><s_a_1106><s_b_6234><s_c_4649>
07:28 [视频-点赞/长播] <|video_begin|><s_a_5181><s_b_800><s_c_6857>
07:28 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1140><s_b_736><s_c_4636>
07:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7756><s_c_607>
07:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4460><s_c_2568>
07:31 [视频-关注/点赞/长播] <|video_begin|><s_a_1883><s_b_1595><s_c_4631>
07:35 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_3447><s_c_5187>
07:38 [视频-关注/点赞/长播] <|video_begin|><s_a_7879><s_b_800><s_c_851>
07:45 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_6669>
07:45 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_4552><s_c_4923>
07:45 [视频-点赞/长播] <|video_begin|><s_a_8168><s_b_727><s_c_2460>
07:45 [视频-关注/点赞/长播] <|video_begin|><s_a_3689><s_b_6946><s_c_339>
07:51 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_6234><s_c_3011>
07:55 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2194>
07:55 [视频-关注/长播] <|video_begin|><s_a_4919><s_b_5511><s_c_607>
07:57 [视频-长播] <|video_begin|><s_a_3935><s_b_6025><s_c_853>
07:57 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_1952><s_c_7124>
07:57 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_2889><s_c_853>
07:57 [视频-关注/点赞/长播] <|video_begin|><s_a_71><s_b_96><s_c_5921>
08:00 [视频-长播] <|video_begin|><s_a_7830><s_b_5754><s_c_958>
08:00 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_5840><s_c_2853>
08:00 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1822><s_c_5231>
08:00 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_5511><s_c_1368>
08:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_581><s_c_5651>
08:01 [广告-点击] <|ad_begin|><s_a_655><s_b_581><s_c_5651>
08:11 [视频-点赞/长播] <|video_begin|><s_a_4999><s_b_7776><s_c_5237>
08:11 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_4688><s_c_3034>
08:11 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_6358><s_c_3261>
08:14 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6196><s_c_1935>
08:14 [广告-点击] <|ad_begin|><s_a_5673><s_b_6196><s_c_1935>
09:40 [视频-长播] <|video_begin|><s_a_4487><s_b_575><s_c_4319>
09:40 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_7608><s_c_2438>
09:40 [视频-点赞/长播] <|video_begin|><s_a_2450><s_b_5101><s_c_8033>
09:40 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_6946><s_c_6559>
09:40 [视频-关注/点赞/长播] <|video_begin|><s_a_532><s_b_6234><s_c_6940>
09:50 [视频-点赞/长播] <|video_begin|><s_a_4016><s_b_7317><s_c_4027>
10:13 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7498><s_c_3236>
10:13 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_3236>
10:16 [视频-长播] <|video_begin|><s_a_6140><s_b_6234><s_c_3447>
10:16 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_3261>
10:16 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_3447><s_c_7616>
10:20 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_5823>
10:20 [视频-点赞/长播] <|video_begin|><s_a_4999><s_b_3518><s_c_853>
10:24 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3689><s_b_4879><s_c_1591>
10:24 [视频-关注/点赞/长播] <|video_begin|><s_a_3689><s_b_3447><s_c_4479>
10:31 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_1659>
10:31 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1659>
10:39 [视频-长播] <|video_begin|><s_a_4178><s_b_3815><s_c_1285>
10:39 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6589>
10:41 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6051><s_c_6879>
10:41 [广告-点击] <|ad_begin|><s_a_655><s_b_6051><s_c_6879>
10:42 [视频-长播] <|video_begin|><s_a_7979><s_b_1230><s_c_641>
10:42 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_3261>
10:45 [视频-长播] <|video_begin|><s_a_2801><s_b_4381><s_c_3093>
10:45 [视频-长播] <|video_begin|><s_a_268><s_b_6946><s_c_7616>
10:45 [视频-长播] <|video_begin|><s_a_495><s_b_6477><s_c_4315>
10:51 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_1709>
10:51 [视频-长播] <|video_begin|><s_a_3689><s_b_7391><s_c_7466>
10:55 [视频-长播] <|video_begin|><s_a_3689><s_b_6946><s_c_6559>
11:10 [视频-长播] <|video_begin|><s_a_1335><s_b_6426><s_c_5083>
11:10 [视频-点赞/长播] <|video_begin|><s_a_2801><s_b_6477><s_c_7466>
11:10 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7151><s_b_6477><s_c_5654>
11:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_946><s_c_1004>
11:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_946><s_c_1004>
11:27 [视频-长播] <|video_begin|><s_a_4751><s_b_4812><s_c_535>
11:27 [视频-点赞/长播] <|video_begin|><s_a_2135><s_b_7762><s_c_4543>
11:27 [视频-关注/长播] <|video_begin|><s_a_3430><s_b_3552><s_c_1767>
11:34 [视频-长播] <|video_begin|><s_a_5023><s_b_1013><s_c_3003>
11:34 [视频-关注/点赞/长播] <|video_begin|><s_a_3689><s_b_4404><s_c_3093>
11:35 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_3714><s_c_1428>
11:37 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1929><s_c_1935>
11:37 [广告-点击] <|ad_begin|><s_a_2111><s_b_1929><s_c_1935>
11:45 [视频-长播] <|video_begin|><s_a_3689><s_b_6946><s_c_6559>
11:45 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_4879><s_c_3309>
11:45 [视频-关注/点赞/长播] <|video_begin|><s_a_5695><s_b_5008><s_c_6067>
11:45 [视频-关注/点赞/长播] <|video_begin|><s_a_5695><s_b_978><s_c_7003>
11:56 [视频-关注/点赞/长播] <|video_begin|><s_a_2801><s_b_6946><s_c_3093>
11:56 [视频-关注/点赞/长播] <|video_begin|><s_a_7971><s_b_5653><s_c_3830>
12:01 [视频-点赞/长播] <|video_begin|><s_a_3431><s_b_800><s_c_853>
12:01 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_3598><s_c_2403>
12:38 [视频-点赞/长播] <|video_begin|><s_a_3431><s_b_7180><s_c_2038>
12:38 [视频-点赞/长播] <|video_begin|><s_a_1224><s_b_6946><s_c_3775>
12:38 [视频-关注/长播] <|video_begin|><s_a_7979><s_b_3337><s_c_641>
12:50 [视频-长播] <|video_begin|><s_a_1948><s_b_4305><s_c_6585>
12:50 [视频-长播] <|video_begin|><s_a_2135><s_b_1813><s_c_7629>
12:50 [视频-点赞/长播] <|video_begin|><s_a_7738><s_b_1410><s_c_5957>
12:50 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_946><s_c_47>
12:50 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_763><s_c_47>
12:50 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5227><s_b_2780><s_c_4654>
12:52 [视频-点赞/长播] <|video_begin|><s_a_7979><s_b_5040><s_c_1948>
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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
请按时间顺序提取 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 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。
请围绕以下主题提取行为逻辑链：
主题：从娱乐八卦消费到健康焦虑驱动的知识探索
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从娱乐八卦消费到健康焦虑驱动的知识探索",
"events": [
{
"date": "YYYY-MM-DD",
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
"logic": "逻辑说明"
}
]
}
}
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从娱乐八卦消费到健康焦虑驱动的知识探索","events":[{"date":"2026-02-05","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3689><s_b_4879><s_c_1591>","logic":"背景行为：密集消费关于特定明星（赵丽颖/冯绍峰）的情感、婚姻及家庭生活的娱乐性内容。"},{"date":"2026-02-05","action":"[视频-关注/点赞/长播] <|video_begin|><s_a_5695><s_b_978><s_c_7003>","logic":"兴趣转折与问题触发：从娱乐八卦的被动消费，突然转变为对“心脏不好”这一具体健康问题的主动知识获取。这是一个明显的从消遣到实用、从他人故事到自身关切的认知跃迁。"},{"date":"2026-02-05","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_3714><s_c_1428>","logic":"认知拓展与深化：在心脏健康的基础上，进一步关注到“肝病患者”的饮食禁忌。这表明用户的健康焦虑并非单一问题，而是在一个触发点后，开始系统性地关注不同器官的健康保养知识，体现了兴趣的深化和关联拓展。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-08-16】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
【2025-09-03】
--:-- [商品-购买] <|prod_begin|><s_a_7493><s_b_6690><s_c_3650>
【2025-09-08】
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_2539><s_c_937>
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_8049><s_c_3676>
【2025-09-17】
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_7517><s_c_1995>
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_3480><s_c_7377>
【2025-09-18】
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_5347>
--:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_5886><s_c_3674>
--:-- [商品-点击] <|prod_begin|><s_a_3139><s_b_4916><s_c_3884>
--:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_6197><s_c_4481>
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_6462><s_c_574>
【2025-09-19】
--:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_1120><s_c_919>
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_1312><s_c_8120>
【2025-09-25】
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_3480><s_c_526>
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_4126>
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_6462><s_c_574>
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_5347>
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_7517><s_c_3498>
--:-- [商品-点击] <|prod_begin|><s_a_2643><s_b_1799><s_c_1012>
【2025-09-26】
--:-- [商品-点击] <|prod_begin|><s_a_4390><s_b_4516><s_c_309>
--:-- [商品-点击] <|prod_begin|><s_a_7938><s_b_6351><s_c_7994>
--:-- [商品-点击] <|prod_begin|><s_a_4988><s_b_7090><s_c_16>
--:-- [商品-点击] <|prod_begin|><s_a_3132><s_b_741><s_c_2144>
--:-- [商品-点击] <|prod_begin|><s_a_5978><s_b_2787><s_c_2527>
【2025-09-30】
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5726><s_c_16>
【2025-10-05】
--:-- [商品-点击] <|prod_begin|><s_a_7023><s_b_6466><s_c_4302>
【2025-10-09】
--:-- [商品-点击] <|prod_begin|><s_a_485><s_b_2615><s_c_4857>
【2025-10-10】
--:-- [商品-点击] <|prod_begin|><s_a_5982><s_b_6545><s_c_1014>
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_5713>
【2025-10-11】
--:-- [商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>
【2025-10-12】
--:-- [商品-点击] <|prod_begin|><s_a_5682><s_b_2347><s_c_1056>
【2025-10-13】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7603><s_c_7877>
【2025-10-14】
--:-- [商品-点击] <|prod_begin|><s_a_2049><s_b_2119><s_c_2413>
【2025-10-16】
--:-- [商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>
【2025-10-19】
--:-- [商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_398>
【2025-10-20】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5315><s_b_4037><s_c_5658>
【2025-10-28】
--:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_6110><s_c_2785>
【2025-10-29】
--:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
【2025-11-05】
--:-- [直播-首次打赏] <|living_begin|><s_a_4265><s_b_1434><s_c_616>
【2025-11-08】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_6266>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_4485><s_c_5563>
【2025-11-09】
--:-- [商品-点击] <|prod_begin|><s_a_1808><s_b_6860><s_c_1278>
【2025-11-10】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_1957>
【2025-11-16】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_6393>
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_1555><s_c_7267>
【2025-11-17】
--:-- [商品-点击] <|prod_begin|><s_a_2700><s_b_6905><s_c_4038>
【2025-11-20】
--:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
【2025-11-21】
--:-- [商品-点击] <|prod_begin|><s_a_2421><s_b_5363><s_c_4079>
--:-- [商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_603>
--:-- [商品-点击] <|prod_begin|><s_a_3><s_b_6197><s_c_2856>
【2025-12-17】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5824><s_b_5727><s_c_6202>
【2025-12-28】
14:54 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_47>
15:43 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
【2025-12-29】
01:44 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_7180><s_c_5673>
02:59 [广告-深度转化] <|ad_begin|><s_a_923><s_b_1230><s_c_3363>
09:27 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_372>
12:16 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_1141><s_c_5732>
15:17 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7214><s_c_146>
【2025-12-30】
01:40 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_4092>
02:39 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_5543><s_c_8180>
05:21 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1339>
【2025-12-31】
18:18 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2509>
18:41 [广告-深度转化] <|ad_begin|><s_a_4002><s_b_6244><s_c_4654>
18:42 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_1761>
【2026-01-01】
16:56 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_5631><s_c_2535>
【2026-01-02】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1910><s_c_7840>
14:28 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7333><s_c_5563>
16:32 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6006><s_c_6792>
18:06 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_1614>
【2026-01-03】
04:13 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_882>
17:35 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_5061>
【2026-01-04】
04:41 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_3475>
17:22 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_4932>
【2026-01-05】
13:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_672><s_c_4636>
18:17 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6006><s_c_853>
【2026-01-06】
13:12 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5906>
15:53 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_7395>
16:11 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2854><s_c_4636>
【2026-01-07】
13:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2438>
15:52 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_3422><s_c_2530>
【2026-01-08】
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_4916><s_c_1891>
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_1910><s_c_7377>
--:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_1801><s_c_410>
--:-- [商品-点击] <|prod_begin|><s_a_3139><s_b_4069><s_c_1787>
--:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_7687><s_c_2834>
--:-- [商品-点击] <|prod_begin|><s_a_53><s_b_5631><s_c_1353>
04:41 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_5511><s_c_3913>
04:41 [广告-点击] <|ad_begin|><s_a_5185><s_b_5511><s_c_3913>
04:54 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
04:54 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
08:58 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7342><s_c_5851>
08:58 [广告-点击] <|ad_begin|><s_a_7879><s_b_7342><s_c_5851>
10:00 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6156>
11:43 [广告-点击] <|ad_begin|><s_a_4815><s_b_5329><s_c_7072>
14:24 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6275>
15:11 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_56><s_c_5964>
15:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_56><s_c_5964>
【2026-01-09】
06:09 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
15:20 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4967>
15:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1642><s_c_4967>
16:58 [广告-深度转化] <|ad_begin|><s_a_5991><s_b_581><s_c_4147>
16:58 [广告-点击] <|ad_begin|><s_a_5991><s_b_581><s_c_4147>
【2026-01-10】
05:07 [广告-深度转化] <|ad_begin|><s_a_5818><s_b_6234><s_c_8113>
05:07 [广告-点击] <|ad_begin|><s_a_5818><s_b_6234><s_c_8113>
05:46 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
05:46 [广告-点击] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
07:19 [广告-深度转化] <|ad_begin|><s_a_99><s_b_1277><s_c_1935>
07:19 [广告-点击] <|ad_begin|><s_a_99><s_b_1277><s_c_1935>
13:36 [广告-深度转化] <|ad_begin|><s_a_335><s_b_1534><s_c_3998>
13:36 [广告-点击] <|ad_begin|><s_a_335><s_b_1534><s_c_3998>
14:28 [广告-点击] <|ad_begin|><s_a_5687><s_b_3930><s_c_534>
14:32 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_7952><s_c_1223>
14:32 [广告-点击] <|ad_begin|><s_a_1596><s_b_7952><s_c_1223>
15:18 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_5717>
15:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_4324><s_c_5717>
【2026-01-11】
06:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3727><s_c_3555>
06:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_3727><s_c_3555>
06:08 [广告-点击] <|ad_begin|><s_a_805><s_b_2308><s_c_3540>
06:14 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_3447><s_c_6390>
06:14 [广告-点击] <|ad_begin|><s_a_1210><s_b_3447><s_c_6390>
06:23 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7608><s_c_4180>
06:23 [广告-点击] <|ad_begin|><s_a_7034><s_b_7608><s_c_4180>
06:38 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_1179>
06:56 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_6085><s_c_4511>
06:56 [广告-点击] <|ad_begin|><s_a_5932><s_b_6085><s_c_4511>
10:42 [广告-点击] <|ad_begin|><s_a_5687><s_b_3302><s_c_7677>
14:40 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_5892><s_c_6419>
14:40 [广告-点击] <|ad_begin|><s_a_7038><s_b_5892><s_c_6419>
14:40 [广告-点击] <|ad_begin|><s_a_3113><s_b_168><s_c_6451>
14:42 [广告-点击] <|ad_begin|><s_a_3766><s_b_473><s_c_1322>
【2026-01-12】
03:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
03:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
10:03 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_8077>
12:17 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_4926>
12:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1337><s_c_2454>
12:21 [广告-点击] <|ad_begin|><s_a_5687><s_b_1337><s_c_2454>
14:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5833><s_c_5657>
14:07 [广告-点击] <|ad_begin|><s_a_5115><s_b_5833><s_c_5657>
14:49 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_4340><s_c_2803>
14:49 [广告-点击] <|ad_begin|><s_a_7034><s_b_4340><s_c_2803>
14:53 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4369><s_c_3454>
14:53 [广告-点击] <|ad_begin|><s_a_1596><s_b_4369><s_c_3454>
14:55 [广告-点击] <|ad_begin|><s_a_7034><s_b_3043><s_c_3775>
15:37 [广告-点击] <|ad_begin|><s_a_7879><s_b_7498><s_c_4851>
16:05 [广告-点击] <|ad_begin|><s_a_7314><s_b_6006><s_c_6388>
16:59 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_1141><s_c_3026>
16:59 [广告-点击] <|ad_begin|><s_a_3528><s_b_1141><s_c_3026>
【2026-01-13】
02:44 [广告-点击] <|ad_begin|><s_a_3578><s_b_6006><s_c_4783>
02:52 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_1141><s_c_3026>
02:52 [广告-点击] <|ad_begin|><s_a_6275><s_b_1141><s_c_3026>
03:33 [广告-点击] <|ad_begin|><s_a_5632><s_b_2789><s_c_6725>
【2026-01-15】
16:18 [广告-点击] <|ad_begin|><s_a_655><s_b_7608><s_c_5563>
【2026-01-16】
02:38 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_8113>
【2026-01-17】
--:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
02:59 [广告-点击] <|ad_begin|><s_a_5295><s_b_3932><s_c_5518>
【2026-01-18】
02:16 [广告-点击] <|ad_begin|><s_a_6958><s_b_7180><s_c_2756>
08:01 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6779><s_c_7945>
08:01 [广告-点击] <|ad_begin|><s_a_5115><s_b_6779><s_c_7945>
【2026-01-19】
02:06 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_7218><s_c_7308>
02:06 [广告-点击] <|ad_begin|><s_a_4818><s_b_7218><s_c_7308>
02:22 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3932><s_c_339>
02:22 [广告-点击] <|ad_begin|><s_a_1584><s_b_3932><s_c_339>
02:37 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1119>
02:37 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1119>
04:08 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4134><s_c_2932>
04:08 [广告-点击] <|ad_begin|><s_a_2817><s_b_4134><s_c_2932>
10:11 [广告-深度转化] <|ad_begin|><s_a_1195><s_b_7181><s_c_4511>
10:11 [广告-点击] <|ad_begin|><s_a_1195><s_b_7181><s_c_4511>
15:18 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_370><s_c_1005>
15:18 [广告-点击] <|ad_begin|><s_a_1981><s_b_370><s_c_1005>
15:36 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_7342><s_c_736>
15:36 [广告-点击] <|ad_begin|><s_a_2508><s_b_7342><s_c_736>
16:09 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
16:09 [广告-点击] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
【2026-01-20】
01:31 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1310><s_c_4487>
01:31 [广告-点击] <|ad_begin|><s_a_2817><s_b_1310><s_c_4487>
08:10 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_985><s_c_7601>
08:10 [广告-点击] <|ad_begin|><s_a_7034><s_b_985><s_c_7601>
【2026-01-21】
01:25 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
01:25 [广告-点击] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
02:38 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4951><s_c_3998>
02:38 [广告-点击] <|ad_begin|><s_a_1596><s_b_4951><s_c_3998>
--:-- [商品-点击] <|prod_begin|><s_a_7555><s_b_2103><s_c_1020>
02:55 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_4754><s_c_5641>
02:55 [广告-点击] <|ad_begin|><s_a_1210><s_b_4754><s_c_5641>
03:07 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_7295><s_c_294>
03:07 [广告-点击] <|ad_begin|><s_a_4745><s_b_7295><s_c_294>
【2026-01-22】
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_362><s_c_963>
--:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_362><s_c_2233>
06:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_4151><s_b_1434><s_c_4117>
11:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_1089><s_c_3675>
【2026-01-23】
--:-- [商品-点击] <|prod_begin|><s_a_3132><s_b_362><s_c_7732>
03:37 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_1664>
04:05 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2514>
10:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_5580><s_b_2299><s_c_967>
15:22 [视频-收藏/长播] <|video_begin|><s_a_5698><s_b_4798><s_c_5187>
15:50 [视频-关注/长播] <|video_begin|><s_a_4025><s_b_5972><s_c_2800>
16:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_3079><s_b_4010><s_c_2190>
【2026-01-24】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6261><s_c_5452>
06:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7903><s_b_4939><s_c_2083>
09:43 [视频-收藏/长播] <|video_begin|><s_a_5831><s_b_1434><s_c_195>
17:58 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7888><s_c_8112>
【2026-01-25】
06:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_2524><s_b_5238><s_c_5967>
【2026-01-26】
02:44 [视频-评论/点赞/长播] <|video_begin|><s_a_1658><s_b_438><s_c_3882>
02:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_1269><s_b_2556><s_c_7272>
02:58 [视频-评论/点赞/长播] <|video_begin|><s_a_283><s_b_1656><s_c_237>
02:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_2252><s_b_612><s_c_6737>
03:00 [视频-收藏/长播] <|video_begin|><s_a_5591><s_b_2865><s_c_8129>
03:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_6018><s_b_1434><s_c_448>
03:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_431><s_b_4410><s_c_18>
03:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_8129>
【2026-01-27】
03:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_982><s_b_7455><s_c_1306>
03:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_1535><s_b_1282><s_c_5839>
03:32 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_7888><s_c_99>
03:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_5990><s_b_6123><s_c_5600>
05:58 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_3321><s_c_99>
06:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_581><s_c_2398>
06:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_581><s_c_2398>
【2026-01-28】
06:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_790><s_b_5511><s_c_1993>
07:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_4033><s_c_2530>
09:43 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1339>
09:43 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1339>
【2026-01-29】
07:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1943><s_b_631><s_c_1368>
07:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_3675><s_b_4893><s_c_2123>
17:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_6477><s_c_4543>
18:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_7888><s_c_3221>
【2026-01-30】
03:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_7952><s_c_5236>
03:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_7333><s_c_1935>
06:01 [广告-点击] <|ad_begin|><s_a_5910><s_b_6973><s_c_3454>
【2026-01-31】
09:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_829><s_b_7888><s_c_2595>
【2026-02-01】
02:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_4531><s_b_7675><s_c_4939>
06:22 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_5678><s_c_4514>
06:22 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_1188><s_c_2791>
09:11 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_6966><s_c_1148>
09:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_6901><s_c_3454>
09:24 [视频-点赞/长播] <|video_begin|><s_a_2146><s_b_4550><s_c_1127>
09:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_6846><s_b_5238><s_c_5881>
11:37 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_5961><s_c_3380>
14:24 [视频-点赞/长播] <|video_begin|><s_a_1344><s_b_6798><s_c_1455>
15:24 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_5680><s_c_6286>
15:29 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_6042><s_c_4939>
16:27 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_659><s_c_121>
16:31 [视频-点赞/长播] <|video_begin|><s_a_7776><s_b_8012><s_c_2153>
16:31 [视频-点赞/长播] <|video_begin|><s_a_3484><s_b_3560><s_c_3810>
16:31 [视频-点赞/长播] <|video_begin|><s_a_2366><s_b_2502><s_c_7951>
17:27 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6033><s_c_7780>
【2026-02-02】
01:58 [视频-浏览] <|video_begin|><s_a_2419><s_b_7952><s_c_7951>
02:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_7668><s_b_7888><s_c_4243>
02:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_829><s_b_765><s_c_1148>
02:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_5841><s_c_6275>
04:57 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_3898><s_c_2643>
07:27 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_3714><s_c_2123>
07:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_4060><s_b_1337><s_c_1979>
08:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_7668><s_b_3268><s_c_6008>
08:56 [视频-点赞/长播] <|video_begin|><s_a_521><s_b_6726><s_c_4699>
09:00 [视频-点赞/长播] <|video_begin|><s_a_2654><s_b_1749><s_c_2298>
10:34 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_8129>
10:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_5979><s_b_1749><s_c_7990>
10:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_6168><s_b_4640><s_c_2791>
11:56 [视频-点赞/长播] <|video_begin|><s_a_570><s_b_5511><s_c_2820>
11:56 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_3380><s_c_448>
12:32 [视频-收藏/点赞/长播] <|video_begin|><s_a_4016><s_b_6234><s_c_7096>
17:35 [视频-点赞/长播] <|video_begin|><s_a_1246><s_b_6234><s_c_5667>
18:08 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_7272><s_c_5956>
【2026-02-03】
01:44 [视频-评论/长播] <|video_begin|><s_a_570><s_b_6123><s_c_237>
03:50 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_6726><s_c_1008>
03:50 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_754><s_c_2912>
04:55 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_2999><s_c_2584>
04:55 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_4127><s_c_1321>
05:01 [广告-点击] <|ad_begin|><s_a_1909><s_b_6006><s_c_6881>
08:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_3879><s_b_1434><s_c_2357>
10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4016><s_b_7272><s_c_1005>
10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4025><s_b_4798><s_c_179>
10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4780><s_b_4000><s_c_3622>
11:18 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_697><s_c_1537>
11:18 [视频-点赞/长播] <|video_begin|><s_a_4025><s_b_3898><s_c_1774>
11:18 [视频-点赞] <|video_begin|><s_a_6086><s_b_3189><s_c_5541>
14:43 [视频-收藏/长播] <|video_begin|><s_a_4531><s_b_6726><s_c_6380>
15:05 [视频-点赞/长播] <|video_begin|><s_a_6383><s_b_5961><s_c_2190>
18:10 [视频-收藏/点赞/长播] <|video_begin|><s_a_1269><s_b_7272><s_c_510>
【2026-02-04】
03:57 [视频-点赞/长播] <|video_begin|><s_a_8037><s_b_6973><s_c_4657>
05:06 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_4537><s_c_3766>
05:21 [视频-点赞/长播] <|video_begin|><s_a_1605><s_b_3321><s_c_6292>
05:21 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_3602><s_c_354>
05:37 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_765><s_c_2514>
05:37 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_2007><s_c_6341>
06:13 [视频-点赞/长播] <|video_begin|><s_a_790><s_b_5084><s_c_1423>
06:33 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_7175><s_c_1352>
11:46 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_1749><s_c_4783>
12:05 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4978>
17:25 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1179>
17:25 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1179>
【2026-02-05】
01:40 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_6068><s_c_2493>
01:40 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_529><s_c_7096>
01:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_570><s_b_529><s_c_714>
02:45 [视频-评论/点赞/长播] <|video_begin|><s_a_1943><s_b_4640><s_c_4636>
03:21 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_4798><s_c_4543>
03:21 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1300><s_c_2123>
03:24 [视频-长播] <|video_begin|><s_a_6524><s_b_5534><s_c_497>
03:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_5751><s_b_7554><s_c_4236>
04:05 [视频-长播] <|video_begin|><s_a_2015><s_b_4733><s_c_5061>
04:05 [视频-长播] <|video_begin|><s_a_4032><s_b_7175><s_c_2123>
04:12 [视频-点赞/长播] <|video_begin|><s_a_5990><s_b_3044><s_c_448>
04:12 [视频-点赞/长播] <|video_begin|><s_a_6075><s_b_5196><s_c_2190>
04:19 [视频-点赞/长播] <|video_begin|><s_a_1597><s_b_6117><s_c_2300>
04:19 [视频-点赞/长播] <|video_begin|><s_a_1246><s_b_1749><s_c_5169>
04:19 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_5737>
04:22 [视频-长播] <|video_begin|><s_a_5134><s_b_6458><s_c_6725>
04:28 [视频-长播] <|video_begin|><s_a_3677><s_b_7888><s_c_448>
04:36 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_7440><s_c_1542>
05:00 [视频-长播] <|video_begin|><s_a_2213><s_b_5081><s_c_6286>
05:00 [视频-长播] <|video_begin|><s_a_784><s_b_6407><s_c_3288>
05:00 [视频-长播] <|video_begin|><s_a_2015><s_b_6782><s_c_2123>
05:38 [视频-长播] <|video_begin|><s_a_4032><s_b_6761><s_c_953>
05:46 [视频-长播] <|video_begin|><s_a_772><s_b_7857><s_c_457>
05:51 [视频-长播] <|video_begin|><s_a_772><s_b_4477><s_c_4189>
05:55 [视频-长播] <|video_begin|><s_a_772><s_b_3702><s_c_419>
05:58 [视频-长播] <|video_begin|><s_a_5988><s_b_5631><s_c_2480>
05:58 [视频-长播] <|video_begin|><s_a_772><s_b_1749><s_c_301>
06:00 [视频-长播] <|video_begin|><s_a_772><s_b_6550><s_c_5135>
06:03 [视频-长播] <|video_begin|><s_a_5054><s_b_697><s_c_5881>
06:04 [视频-收藏/长播] <|video_begin|><s_a_772><s_b_4475><s_c_5768>
06:05 [视频-长播] <|video_begin|><s_a_1981><s_b_7390><s_c_4537>
06:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5580><s_b_4010><s_c_1296>
06:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_6168><s_b_2632><s_c_5898>
06:06 [视频-长播] <|video_begin|><s_a_5054><s_b_971><s_c_806>
06:06 [视频-长播] <|video_begin|><s_a_4337><s_b_4878><s_c_851>
06:06 [视频-长播] <|video_begin|><s_a_772><s_b_4600><s_c_5036>
06:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_1318><s_b_2902><s_c_6798>
06:14 [视频-点赞/长播] <|video_begin|><s_a_1318><s_b_1528><s_c_1148>
06:30 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_1982>
06:30 [视频-长播] <|video_begin|><s_a_7466><s_b_2008><s_c_8165>
06:33 [视频-点赞/长播] <|video_begin|><s_a_4012><s_b_650><s_c_3805>
06:35 [视频-长播] <|video_begin|><s_a_1344><s_b_7181><s_c_6300>
06:35 [视频-长播] <|video_begin|><s_a_4088><s_b_6436><s_c_677>
06:45 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_6423><s_c_3429>
06:45 [视频-长播] <|video_begin|><s_a_5134><s_b_4410><s_c_1317>
06:46 [视频-长播] <|video_begin|><s_a_3766><s_b_7437><s_c_5100>
06:49 [视频-长播] <|video_begin|><s_a_5988><s_b_1013><s_c_5921>
06:49 [视频-长播] <|video_begin|><s_a_2213><s_b_4541><s_c_4831>
07:12 [视频-长播] <|video_begin|><s_a_2213><s_b_4041><s_c_2261>
07:15 [视频-长播] <|video_begin|><s_a_5629><s_b_5711><s_c_543>
07:15 [视频-长播] <|video_begin|><s_a_2213><s_b_414><s_c_7137>
07:16 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_7099>
07:16 [视频-长播] <|video_begin|><s_a_6548><s_b_5646><s_c_3365>
08:20 [视频-长播] <|video_begin|><s_a_1726><s_b_4916><s_c_954>
08:20 [视频-长播] <|video_begin|><s_a_2366><s_b_5511><s_c_7741>
08:35 [视频-长播] <|video_begin|><s_a_2015><s_b_4135><s_c_2897>
08:35 [视频-长播] <|video_begin|><s_a_7866><s_b_1749><s_c_5967>
08:49 [视频-长播] <|video_begin|><s_a_3958><s_b_4000><s_c_5252>
09:35 [视频-长播] <|video_begin|><s_a_7696><s_b_6358><s_c_3016>
09:35 [视频-长播] <|video_begin|><s_a_4032><s_b_6379><s_c_1111>
09:35 [视频-长播] <|video_begin|><s_a_2828><s_b_6973><s_c_646>
09:46 [视频-长播] <|video_begin|><s_a_2015><s_b_5893><s_c_1935>
10:03 [视频-长播] <|video_begin|><s_a_4032><s_b_5511><s_c_5486>
10:03 [视频-长播] <|video_begin|><s_a_2015><s_b_6779><s_c_1935>
10:03 [视频-长播] <|video_begin|><s_a_2213><s_b_5511><s_c_6680>
10:33 [视频-长播] <|video_begin|><s_a_2988><s_b_6436><s_c_6377>
11:07 [视频-长播] <|video_begin|><s_a_2015><s_b_6295><s_c_6075>
12:36 [视频-长播] <|video_begin|><s_a_3510><s_b_7946><s_c_6227>
13:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_4822><s_b_1286><s_c_51>
13:56 [视频-长播] <|video_begin|><s_a_2015><s_b_5680><s_c_47>
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从被动种草到主动探索的美妆工具认知升级
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从被动种草到主动探索的美妆工具认知升级",
"events": [
{
"date": "YYYY-MM-DD",
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
"logic": "逻辑说明"
}
]
}
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从被动种草到主动探索的美妆工具认知升级", "events": [{"date": "2025-09-26", "action": "[商品-点击] <|prod_begin|><s_a_5978><s_b_2787><s_c_2527>", "logic": "初始触发：用户被动点击了一个包含多种底妆工具的“新手套装”，初步接触到“粉底刷”和“粉扑”等概念。"}, {"date": "2025-10-11", "action": "[商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>", "logic": "认知深化与聚焦：用户从宽泛的套装概念中，开始主动关注并点击特定形态（月牙、弧形、扁头）的单一工具“粉底刷”，表明其兴趣点已从“一套工具”收敛至“某个特定工具”。"}, {"date": "2025-10-19", "action": "[商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_398>", "logic": "决策收敛与闭环：在对单一“月牙粉底刷”进行两次（10-11, 10-16）独立的点击了解后，用户最终选择了一个明确包含“月牙粉底刷”的“三件套”。这表明用户已确认该工具的核心价值，并开始寻求包含此核心工具的、更具性价比的组合方案，完成了从工具认知到购买决策的演化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-01-07】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3898><s_c_3026>
【2025-01-12】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_1036>
【2025-01-28】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_875>
【2025-04-05】
--:-- [直播-首次打赏] <|living_begin|><s_a_4843><s_b_2113><s_c_3970>
【2025-04-08】
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
【2025-04-11】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3059><s_c_6278>
【2025-04-14】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_7615>
【2025-04-25】
--:-- [直播-关注] <|living_begin|><s_a_2955><s_b_2828><s_c_4839>
【2025-04-26】
--:-- [直播-关注] <|living_begin|><s_a_1302><s_b_1227><s_c_6416>
【2025-04-28】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
【2025-05-20】
--:-- [直播-关注] <|living_begin|><s_a_7665><s_b_1410><s_c_59>
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-05-21】
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_7342><s_c_7951>
【2025-05-22】
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_6234><s_c_1306>
【2025-06-01】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_3589>
【2025-06-02】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_7616>
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
【2025-06-09】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_7272><s_c_548>
【2025-06-12】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6278>
【2025-06-19】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_6278>
【2025-06-21】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3079>
【2025-06-27】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4467>
【2025-06-30】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_5230>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_3026>
【2025-07-03】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
【2025-07-06】
--:-- [直播-打赏] <|living_begin|><s_a_7403><s_b_7342><s_c_2298>
【2025-07-11】
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
【2025-07-15】
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_7052><s_c_6202>
【2025-07-17】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4467>
【2025-07-18】
--:-- [直播-关注] <|living_begin|><s_a_2435><s_b_7677><s_c_5956>
--:-- [直播-关注] <|living_begin|><s_a_436><s_b_3044><s_c_7893>
【2025-07-19】
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_451><s_c_7616>
【2025-07-28】
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_581><s_c_4344>
--:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_697><s_c_7241>
【2025-07-29】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_8090>
【2025-07-30】
--:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_451><s_c_7951>
【2025-08-02】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4755><s_b_5727><s_c_7701>
【2025-08-04】
--:-- [直播-关注] <|living_begin|><s_a_4918><s_b_5437><s_c_4519>
【2025-08-06】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
【2025-08-10】
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_6185>
【2025-08-13】
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
【2025-08-18】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
【2025-08-23】
--:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_451><s_c_2403>
【2025-09-08】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_2403>
【2025-09-10】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6461><s_c_5563>
【2025-10-17】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2403>
【2025-10-27】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_7319>
【2025-11-02】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_3973>
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_4010><s_c_5709>
【2025-11-03】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6039><s_c_330>
【2025-11-12】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7975><s_c_1140>
【2025-11-22】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6051><s_c_6278>
【2025-11-24】
--:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_989><s_c_619>
【2025-11-25】
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_2498><s_c_5879>
--:-- [商品-购买] <|prod_begin|><s_a_5827><s_b_3206><s_c_6753>
【2025-11-26】
--:-- [商品-购买] <|prod_begin|><s_a_5723><s_b_2752><s_c_4692>
【2025-11-29】
--:-- [商品-购买] <|prod_begin|><s_a_1392><s_b_4380><s_c_4688>
【2025-11-30】
--:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_2188><s_c_2199>
【2025-12-01】
--:-- [直播-首次打赏] <|living_begin|><s_a_5574><s_b_5270><s_c_1613>
【2025-12-05】
--:-- [商品-购买] <|prod_begin|><s_a_3155><s_b_2381><s_c_5091>
--:-- [商品-购买] <|prod_begin|><s_a_7102><s_b_2657><s_c_802>
--:-- [商品-购买] <|prod_begin|><s_a_4119><s_b_1316><s_c_7061>
--:-- [商品-购买] <|prod_begin|><s_a_5723><s_b_5449><s_c_2983>
【2025-12-07】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4241><s_c_2028>
【2025-12-08】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
【2025-12-09】
--:-- [商品-购买] <|prod_begin|><s_a_4119><s_b_1316><s_c_7061>
【2025-12-10】
--:-- [商品-购买] <|prod_begin|><s_a_5271><s_b_3538><s_c_891>
【2025-12-11】
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_7994><s_c_2273>
--:-- [商品-购买] <|prod_begin|><s_a_191><s_b_7078><s_c_6423>
【2025-12-12】
--:-- [商品-购买] <|prod_begin|><s_a_4278><s_b_5121><s_c_1062>
--:-- [商品-购买] <|prod_begin|><s_a_6453><s_b_6642><s_c_3842>
--:-- [商品-购买] <|prod_begin|><s_a_7492><s_b_7779><s_c_4927>
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4332><s_c_4817>
【2025-12-13】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2327><s_c_7799>
【2025-12-14】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1229><s_b_765><s_c_661>
--:-- [商品-购买] <|prod_begin|><s_a_5867><s_b_8151><s_c_2647>
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1715><s_c_5059>
【2025-12-23】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_1957>
--:-- [直播-首次打赏] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
--:-- [商品-购买] <|prod_begin|><s_a_4633><s_b_5637><s_c_1832>
【2025-12-26】
--:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_697><s_c_677>
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_7619><s_c_2696>
【2026-01-03】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_4921>
【2026-01-04】
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_4356><s_c_1678>
【2026-01-06】
--:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_3967><s_c_2006>
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2327><s_c_7799>
【2026-01-08】
--:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_4538><s_c_7348>
--:-- [商品-购买] <|prod_begin|><s_a_4719><s_b_692><s_c_1099>
【2026-01-10】
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_966><s_c_7395>
【2026-01-11】
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_7756><s_c_7691>
--:-- [商品-购买] <|prod_begin|><s_a_852><s_b_6861><s_c_6827>
--:-- [商品-购买] <|prod_begin|><s_a_7188><s_b_5577><s_c_3928>
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3302><s_c_7517>
【2026-01-12】
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_177><s_c_646>
【2026-01-13】
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_177><s_c_646>
【2026-01-15】
--:-- [商品-购买] <|prod_begin|><s_a_7102><s_b_2657><s_c_802>
【2026-01-16】
--:-- [直播-打赏] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
【2026-01-19】
--:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_7408><s_c_4298>
--:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_2188><s_c_2199>
--:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_4613><s_c_511>
【2026-01-21】
--:-- [商品-购买] <|prod_begin|><s_a_3087><s_b_4771><s_c_912>
20:11 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_5445><s_c_5568>
【2026-01-22】
22:35 [视频-点赞/长播] <|video_begin|><s_a_2828><s_b_8179><s_c_5779>
【2026-01-23】
14:44 [视频-关注/长播] <|video_begin|><s_a_738><s_b_6582><s_c_5563>
22:15 [视频-转发/点赞/长播] <|video_begin|><s_a_7561><s_b_6165><s_c_5062>
【2026-01-24】
--:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_4902><s_c_1763>
--:-- [商品-点击] <|prod_begin|><s_a_5401><s_b_7877><s_c_956>
--:-- [商品-购买] <|prod_begin|><s_a_2639><s_b_931><s_c_7935>
【2026-01-25】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_7781>
14:51 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_168><s_c_8140>
--:-- [商品-点击] <|prod_begin|><s_a_750><s_b_5373><s_c_2860>
--:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_4430><s_c_5404>
--:-- [商品-点击] <|prod_begin|><s_a_2339><s_b_4430><s_c_3889>
--:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_5449><s_c_3889>
--:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_5748><s_c_2012>
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_7178><s_c_3084>
--:-- [商品-点击] <|prod_begin|><s_a_4892><s_b_6860><s_c_4748>
--:-- [商品-点击] <|prod_begin|><s_a_67><s_b_6860><s_c_2860>
--:-- [商品-点击] <|prod_begin|><s_a_7521><s_b_6860><s_c_6303>
--:-- [商品-点击] <|prod_begin|><s_a_3868><s_b_1624><s_c_5267>
--:-- [商品-点击] <|prod_begin|><s_a_6765><s_b_6860><s_c_3175>
--:-- [商品-点击] <|prod_begin|><s_a_4150><s_b_3942><s_c_5688>
--:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_2382><s_c_3255>
--:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_4386><s_c_4150>
--:-- [商品-点击] <|prod_begin|><s_a_4150><s_b_3015><s_c_1395>
--:-- [商品-点击] <|prod_begin|><s_a_4150><s_b_1798><s_c_6737>
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_2382><s_c_358>
--:-- [商品-点击] <|prod_begin|><s_a_6916><s_b_6489><s_c_5449>
--:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_5816><s_c_3889>
--:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_6860><s_c_2838>
--:-- [商品-购买] <|prod_begin|><s_a_4150><s_b_3942><s_c_5688>
--:-- [商品-购买] <|prod_begin|><s_a_6916><s_b_6489><s_c_5449>
23:40 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_4932><s_c_5563>
【2026-01-26】
--:-- [直播-关注] <|living_begin|><s_a_2071><s_b_697><s_c_7657>
--:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_7292><s_c_1877>
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_586><s_c_5226>
--:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_2382><s_c_58>
【2026-01-30】
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_1700><s_c_1082>
--:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_3916><s_c_3749>
【2026-01-31】
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_3444><s_c_86>
--:-- [商品-点击] <|prod_begin|><s_a_941><s_b_2474><s_c_3889>
【2026-02-01】
16:47 [视频-收藏/长播] <|video_begin|><s_a_5058><s_b_4010><s_c_2608>
17:08 [视频-收藏/长播] <|video_begin|><s_a_2051><s_b_4746><s_c_1741>
【2026-02-02】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3634>
14:00 [视频-收藏/长播] <|video_begin|><s_a_4193><s_b_1212><s_c_5839>
21:00 [视频-收藏/长播] <|video_begin|><s_a_4808><s_b_5419><s_c_6390>
21:10 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_1642><s_c_4605>
23:11 [视频-收藏/长播] <|video_begin|><s_a_5146><s_b_4944><s_c_7951>
【2026-02-03】
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_456><s_c_843>
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_4230><s_c_3022>
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_2060><s_c_5044>
--:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_2060><s_c_7978>
--:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_2060><s_c_3239>
--:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_5206><s_c_6011>
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_2060><s_c_7978>
【2026-02-04】
15:36 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_8091>
15:36 [视频-长播] <|video_begin|><s_a_6321><s_b_6436><s_c_2530>
15:40 [视频-长播] <|video_begin|><s_a_2125><s_b_1292><s_c_2568>
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1966><s_c_4948>
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_7874><s_c_1877>
--:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_3559><s_c_1877>
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_7874><s_c_1877>
22:45 [视频-长播] <|video_begin|><s_a_3689><s_b_3127><s_c_2678>
22:45 [视频-长播] <|video_begin|><s_a_6140><s_b_5951><s_c_5563>
22:49 [视频-长播] <|video_begin|><s_a_231><s_b_3193><s_c_5823>
22:50 [视频-长播] <|video_begin|><s_a_4088><s_b_7218><s_c_1614>
22:50 [视频-长播] <|video_begin|><s_a_456><s_b_3589><s_c_4693>
22:50 [视频-长播] <|video_begin|><s_a_7830><s_b_4571><s_c_7899>
22:50 [视频-长播] <|video_begin|><s_a_2942><s_b_7776><s_c_853>
22:50 [视频-长播] <|video_begin|><s_a_4372><s_b_6442><s_c_2551>
22:50 [视频-长播] <|video_begin|><s_a_7830><s_b_3059><s_c_5911>
22:50 [视频-长播] <|video_begin|><s_a_2367><s_b_4571><s_c_5162>
22:55 [视频-长播] <|video_begin|><s_a_7213><s_b_1751><s_c_853>
22:55 [视频-长播] <|video_begin|><s_a_2015><s_b_6782><s_c_4208>
22:55 [视频-长播] <|video_begin|><s_a_5023><s_b_1292><s_c_2568>
23:00 [视频-长播] <|video_begin|><s_a_3632><s_b_1201><s_c_1935>
23:00 [视频-长播] <|video_begin|><s_a_5134><s_b_6358><s_c_4631>
23:00 [视频-长播] <|video_begin|><s_a_5134><s_b_6973><s_c_6154>
23:02 [视频-长播] <|video_begin|><s_a_6987><s_b_4275><s_c_7181>
23:02 [视频-长播] <|video_begin|><s_a_3510><s_b_2221><s_c_4631>
23:02 [视频-长播] <|video_begin|><s_a_3689><s_b_1013><s_c_3309>
23:02 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_2313>
23:02 [视频-长播] <|video_begin|><s_a_2764><s_b_4087><s_c_5402>
23:07 [视频-长播] <|video_begin|><s_a_3532><s_b_2963><s_c_6222>
23:07 [视频-长播] <|video_begin|><s_a_457><s_b_5169><s_c_5921>
23:07 [视频-长播] <|video_begin|><s_a_4088><s_b_6234><s_c_5965>
23:17 [视频-长播] <|video_begin|><s_a_5023><s_b_1212><s_c_1232>
23:17 [视频-长播] <|video_begin|><s_a_817><s_b_108><s_c_6368>
23:17 [视频-长播] <|video_begin|><s_a_7931><s_b_6234><s_c_2341>
23:17 [视频-长播] <|video_begin|><s_a_2672><s_b_1926><s_c_838>
23:17 [视频-长播] <|video_begin|><s_a_5134><s_b_4932><s_c_439>
【2026-02-05】
03:46 [视频-长播] <|video_begin|><s_a_7647><s_b_4246><s_c_3261>
03:46 [视频-长播] <|video_begin|><s_a_6140><s_b_7910><s_c_1332>
09:18 [视频-长播] <|video_begin|><s_a_4808><s_b_57><s_c_5553>
09:18 [视频-长播] <|video_begin|><s_a_4707><s_b_6234><s_c_1877>
09:20 [视频-长播] <|video_begin|><s_a_4808><s_b_1201><s_c_7911>
09:23 [视频-长播] <|video_begin|><s_a_782><s_b_3636><s_c_1537>
09:23 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_1267>
09:59 [视频-长播] <|video_begin|><s_a_7556><s_b_5131><s_c_130>
10:02 [视频-长播] <|video_begin|><s_a_5134><s_b_7342><s_c_5823>
10:02 [视频-长播] <|video_begin|><s_a_4519><s_b_3166><s_c_701>
10:08 [视频-长播] <|video_begin|><s_a_4113><s_b_184><s_c_1423>
10:08 [视频-长播] <|video_begin|><s_a_5903><s_b_4125><s_c_2530>
10:10 [视频-长播] <|video_begin|><s_a_2165><s_b_2485><s_c_5563>
10:10 [视频-长播] <|video_begin|><s_a_6867><s_b_3338><s_c_3108>
15:42 [视频-长播] <|video_begin|><s_a_6018><s_b_697><s_c_182>
15:42 [视频-长播] <|video_begin|><s_a_3655><s_b_6234><s_c_1767>
15:42 [视频-长播] <|video_begin|><s_a_3632><s_b_1201><s_c_503>
15:48 [视频-长播] <|video_begin|><s_a_4808><s_b_713><s_c_143>
--:-- [商品-点击] <|prod_begin|><s_a_941><s_b_3802><s_c_3889>
--:-- [商品-购买] <|prod_begin|><s_a_7794><s_b_4430><s_c_5829>
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心提取逻辑 (递进性准则)：
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
1.场景驱动协同：交互 B 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请面向以下主题提取行为逻辑链：
主题：从被动接收到主动购买的节日装饰决策链
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从被动接收到主动购买的节日装饰决策链",
"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
<think>
</think>
{"logic_chain":{"name":"从被动接收到主动购买的节日装饰决策链","events":[{"date":"2026-01-23","action":"[视频-关注/长播] <|video_begin|><s_a_738><s_b_6582><s_c_5563>","logic":"初始触发：被动接收到关于“中国结挂件”和“节日装饰”的视觉信息，激发了潜在的节日装饰需求。"},{"date":"2026-01-24","action":"[商品-点击] <|prod_begin|><s_a_2639><s_b_4902><s_c_1763>","logic":"兴趣确认与筛选：从被动观看转为主动点击具体的商品，开始评估不同款式的“中国结挂件”，将模糊的兴趣聚焦到具体的商品形态上。"},{"date":"2026-01-24","action":"[商品-购买] <|prod_begin|><s_a_2639><s_b_931><s_c_7935>","logic":"决策闭环：在对多种挂件进行比较后，最终完成购买决策，实现了从被动信息接收到主动消费的完整转化。"}]}}<|im_end|>
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
label_ids:
[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -1
[INFO|configuration_utils.py:847] 2026-07-10 01:01:40,736 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention"
],
"max_position_embeddings": 40960,
"max_window_layers": 28,
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{"logic_chain":{"name":"从娱乐八卦消费到健康焦虑驱动的知识探索","events":[{"date":"2026-02-05","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3689><s_b_4879><s_c_1591>","logic":"背景行为：密集消费关于特定明星（赵丽颖/冯绍峰）的情感、婚姻及家庭生活的娱乐性内容。"},{"date":"2026-02-05","action":"[视频-关注/点赞/长播] <|video_begin|><s_a_5695><s_b_978><s_c_7003>","logic":"兴趣转折与问题触发：从娱乐八卦的被动消费，突然转变为对“心脏不好”这一具体健康问题的主动知识获取。这是一个明显的从消遣到实用、从他人故事到自身关切的认知跃迁。"},{"date":"2026-02-05","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_3714><s_c_1428>","logic":"认知拓展与深化：在心脏健康的基础上，进一步关注到“肝病患者”的饮食禁忌。这表明用户的健康焦虑并非单一问题，而是在一个触发点后，开始系统性地关注不同器官的健康保养知识，体现了兴趣的深化和关联拓展。"}]}}<|im_end|>
<think>
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<think>
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[INFO|2026-07-10 01:01:40] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-10 01:01:40] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-10 01:01:41,525 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-10 01:01:41,525 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-10 01:01:41,575 >> Generate config GenerationConfig {
"bos_token_id": 151643,
"eos_token_id": 151645,
"output_attentions": false,
"output_hidden_states": false,
"use_cache": false
}
Loading weights: 0%| | 0/311 [00:00<?, ?it/s] Loading weights: 53%|█████▎ | 165/311 [00:00<00:00, 1649.74it/s] Loading weights: 100%|██████████| 311/311 [00:00<00:00, 2211.50it/s]
[INFO|configuration_utils.py:980] 2026-07-10 01:01:42,443 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-10 01:01:42,444 >> Generate config GenerationConfig {
"bos_token_id": 151643,
"do_sample": true,
"eos_token_id": [
151645,
151643
],
"pad_token_id": 151643,
"temperature": 0.6,
"top_k": 20,
"top_p": 0.95
}
[INFO|dynamic_module_utils.py:406] 2026-07-10 01:01:42,820 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-10 01:01:42] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-10 01:01:42] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-10 01:01:42] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-10 01:01:42] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-10 01:01:42] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-10 01:01:42,843 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
[INFO|trainer.py:1469] 2026-07-10 01:01:42,961 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-10 01:01:42,961 >> Num examples = 3,337
[INFO|trainer.py:1471] 2026-07-10 01:01:42,961 >> Num Epochs = 3
[INFO|trainer.py:1472] 2026-07-10 01:01:42,961 >> Num update steps per epoch = 835
[INFO|trainer.py:1473] 2026-07-10 01:01:42,961 >> Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-10 01:01:42,961 >> Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-10 01:01:42,961 >> Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-10 01:01:42,961 >> Total optimization steps = 2,505
[INFO|trainer.py:1479] 2026-07-10 01:01:42,962 >> Number of trainable parameters = 801,433,600
0%| | 0/2505 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-10 01:01:43,227 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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{'loss': '1.593', 'grad_norm': '2.234', 'learning_rate': '3.681e-07', 'epoch': '2.533'}
{'loss': '1.574', 'grad_norm': '2.328', 'learning_rate': '3.589e-07', 'epoch': '2.539'}
{'loss': '1.562', 'grad_norm': '2.328', 'learning_rate': '3.498e-07', 'epoch': '2.545'}
{'loss': '1.527', 'grad_norm': '2.359', 'learning_rate': '3.409e-07', 'epoch': '2.551'}
{'loss': '1.526', 'grad_norm': '3.266', 'learning_rate': '3.321e-07', 'epoch': '2.557'}
{'loss': '1.602', 'grad_norm': '2.266', 'learning_rate': '3.233e-07', 'epoch': '2.563'} 85%|████████▌ | 2140/2505 [4:56:35<51:13, 8.42s/it] 85%|████████▌ | 2141/2505 [4:56:43<50:47, 8.37s/it] 86%|████████▌ | 2142/2505 [4:56:51<49:59, 8.26s/it] 86%|████████▌ | 2143/2505 [4:56:59<50:30, 8.37s/it] 86%|████████▌ | 2144/2505 [4:57:07<49:44, 8.27s/it] 86%|████████▌ | 2145/2505 [4:57:15<49:08, 8.19s/it] 86%|████████▌ | 2145/2505 [4:57:16<49:08, 8.19s/it] 86%|████████▌ | 2146/2505 [4:57:24<49:20, 8.25s/it] 86%|████████▌ | 2147/2505 [4:57:33<49:57, 8.37s/it] 86%|████████▌ | 2148/2505 [4:57:40<47:28, 7.98s/it] 86%|████████▌ | 2149/2505 [4:57:48<47:17, 7.97s/it] 86%|████████▌ | 2150/2505 [4:57:56<48:41, 8.23s/it] 86%|████████▌ | 2150/2505 [4:57:56<48:41, 8.23s/it] 86%|████████▌ | 2151/2505 [4:58:05<48:50, 8.28s/it] 86%|████████▌ | 2152/2505 [4:58:12<47:27, 8.07s/it] 86%|████████▌ | 2153/2505 [4:58:21<47:34, 8.11s/it] 86%|████████▌ | 2154/2505 [4:58:29<48:07, 8.23s/it] 86%|████████▌ | 2155/2505 [4:58:37<48:17, 8.28s/it] 86%|████████▌ | 2155/2505 [4:58:37<48:17, 8.28s/it] 86%|████████▌ | 2156/2505 [4:58:46<48:08, 8.28s/it] 86%|████████▌ | 2157/2505 [4:58:54<48:37, 8.38s/it] 86%|████████▌ | 2158/2505 [4:59:03<48:13, 8.34s/it] 86%|████████▌ | 2159/2505 [4:59:11<47:56, 8.31s/it] 86%|████████▌ | 2160/2505 [4:59:19<47:09, 8.20s/it] 86%|████████▌ | 2160/2505 [4:59:19<47:09, 8.20s/it] 86%|████████▋ | 2161/2505 [4:59:27<47:20, 8.26s/it] 86%|████████▋ | 2162/2505 [4:59:35<47:02, 8.23s/it] 86%|████████▋ | 2163/2505 [4:59:43<45:52, 8.05s/it] 86%|████████▋ | 2164/2505 [4:59:52<46:42, 8.22s/it] 86%|████████▋ | 2165/2505 [5:00:00<47:44, 8.43s/it] 86%|████████▋ | 2165/2505 [5:00:01<47:44, 8.43s/it] 86%|████████▋ | 2166/2505 [5:00:09<47:56, 8.49s/it] 87%|████████▋ | 2167/2505 [5:00:17<47:17, 8.40s/it] 87%|████████▋ | 2168/2505 [5:00:26<48:11, 8.58s/it] 87%|████████▋ | 2169/2505 [5:00:35<47:46, 8.53s/it] 87%|████████▋ | 2170/2505 [5:00:43<46:58, 8.41s/it] 87%|████████▋ | 2170/2505 [5:00:43<46:58, 8.41s/it] 87%|████████▋ | 2171/2505 [5:00:51<46:24, 8.34s/it] 87%|████████▋ | 2172/2505 [5:01:00<47:02, 8.48s/it] 87%|████████▋ | 2173/2505 [5:01:08<47:01, 8.50s/it] 87%|████████▋ | 2174/2505 [5:01:16<45:50, 8.31s/it] 87%|████████▋ | 2175/2505 [5:01:24<44:10, 8.03s/it] 87%|████████▋ | 2175/2505 [5:01:24<44:10, 8.03s/it] 87%|████████▋ | 2176/2505 [5:01:32<44:11, 8.06s/it] 87%|████████▋ | 2177/2505 [5:01:41<46:03, 8.43s/it] 87%|████████▋ | 2178/2505 [5:01:49<45:44, 8.39s/it] 87%|████████▋ | 2179/2505 [5:01:57<44:21, 8.16s/it] 87%|████████▋ | 2180/2505 [5:02:04<42:47, 7.90s/it] 87%|████████▋ | 2180/2505 [5:02:04<42:47, 7.90s/it] 87%|████████▋ | 2181
Training completed. Do not forget to share your model on huggingface.co/models =)
100%|██████████| 2505/2505 [5:46:56<00:00, 6.39s/it] 100%|██████████| 2505/2505 [5:46:56<00:00, 8.31s/it]
[INFO|trainer.py:3815] 2026-07-10 06:48:39,475 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3
[INFO|configuration_utils.py:533] 2026-07-10 06:48:39,476 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/config.json
[INFO|configuration_utils.py:816] 2026-07-10 06:48:39,476 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/generation_config.json
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{'loss': '1.57', 'grad_norm': '2.469', 'learning_rate': '2.978e-07', 'epoch': '2.581'}
{'loss': '1.575', 'grad_norm': '3.438', 'learning_rate': '2.895e-07', 'epoch': '2.587'}
{'loss': '1.589', 'grad_norm': '3.188', 'learning_rate': '2.813e-07', 'epoch': '2.593'}
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{'loss': '1.566', 'grad_norm': '2.203', 'learning_rate': '2.033e-08', 'epoch': '2.893'}
{'loss': '1.611', 'grad_norm': '3.344', 'learning_rate': '1.816e-08', 'epoch': '2.899'}
{'loss': '1.559', 'grad_norm': '2.125', 'learning_rate': '1.611e-08', 'epoch': '2.905'}
{'loss': '1.595', 'grad_norm': '2.359', 'learning_rate': '1.419e-08', 'epoch': '2.911'}
{'loss': '1.573', 'grad_norm': '3.328', 'learning_rate': '1.238e-08', 'epoch': '2.917'}
{'loss': '1.565', 'grad_norm': '2.312', 'learning_rate': '1.07e-08', 'epoch': '2.923'}
{'loss': '1.575', 'grad_norm': '2.844', 'learning_rate': '9.143e-09', 'epoch': '2.929'}
{'loss': '1.599', 'grad_norm': '2.812', 'learning_rate': '7.706e-09', 'epoch': '2.935'}
{'loss': '1.575', 'grad_norm': '2.812', 'learning_rate': '6.392e-09', 'epoch': '2.941'}
{'loss': '1.58', 'grad_norm': '2.703', 'learning_rate': '5.2e-09', 'epoch': '2.947'}
{'loss': '1.592', 'grad_norm': '3.688', 'learning_rate': '4.132e-09', 'epoch': '2.953'}
{'loss': '1.579', 'grad_norm': '2.75', 'learning_rate': '3.185e-09', 'epoch': '2.959'}
{'loss': '1.58', 'grad_norm': '2.609', 'learning_rate': '2.362e-09', 'epoch': '2.965'}
{'loss': '1.562', 'grad_norm': '2.609', 'learning_rate': '1.662e-09', 'epoch': '2.971'}
{'loss': '1.576', 'grad_norm': '2.391', 'learning_rate': '1.084e-09', 'epoch': '2.977'}
{'loss': '1.537', 'grad_norm': '2.109', 'learning_rate': '6.293e-10', 'epoch': '2.983'}
{'loss': '1.61', 'grad_norm': '3.234', 'learning_rate': '2.975e-10', 'epoch': '2.989'}
{'loss': '1.609', 'grad_norm': '2.328', 'learning_rate': '8.85e-11', 'epoch': '2.995'}
{'loss': '1.498', 'grad_norm': '13.56', 'learning_rate': '2.458e-12', 'epoch': '3'}
{'train_runtime': '2.082e+04', 'train_samples_per_second': '0.481', 'train_steps_per_second': '0.12', 'train_loss': '1.637', 'epoch': '3'}
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 06:48:40,330 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-10 06:48:40,441 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-10 06:48:40,462 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/tokenizer_config.json
***** train metrics *****
epoch = 3.0
total_flos = 1125824970GF
train_loss = 1.6375
train_runtime = 5:46:56.51
train_samples_per_second = 0.481
train_steps_per_second = 0.12
Figure saved at: /home/ll/llm4rec/experiments/outputs/v22_scratch_clean_cot_lr6e6_ep3/training_loss.png
[WARNING|2026-07-10 06:48:40] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-10 06:48:40] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-10 06:48:40,564 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
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