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v11_item_cot_focus_lr2e5/train.log

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初始化项目，由ModelHub XC社区提供模型 Model: lldois/v11_item_cot_focus_lr2e5 Source: Original Platform
2026-08-09 22:07:18 +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|2026-07-07 02:47:22] 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] 2026-07-07 02:47:23,057 >> 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] 2026-07-07 02:47:23,062 >> Model config Qwen3Config {
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"Qwen3ForCausalLM"
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"attention_bias": false,
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[INFO|configuration_utils.py:771] 2026-07-07 02:47:26,939 >> 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] 2026-07-07 02:47:26,942 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
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[INFO|configuration_utils.py:771] 2026-07-07 02:47:27,334 >> 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] 2026-07-07 02:47:27,338 >> Model config Qwen3Config {
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"Qwen3ForCausalLM"
],
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"attention_dropout": 0.0,
"bos_token_id": 151643,
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[INFO|2026-07-07 02:47:29] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/item_cot_focus.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: 16653 examples [00:00, 160004.18 examples/s] Generating train split: 43230 examples [00:00, 199805.46 examples/s] Generating train split: 66594 examples [00:00, 209654.32 examples/s] Generating train split: 74016 examples [00:00, 206986.92 examples/s]
Converting format of dataset (num_proc=16): 0%| | 0/74016 [00:00<?, ? examples/s] Converting format of dataset (num_proc=16): 1%|▏ | 1003/74016 [00:00<00:23, 3153.77 examples/s] Converting format of dataset (num_proc=16): 41%|████ | 30339/74016 [00:00<00:00, 92519.65 examples/s] Converting format of dataset (num_proc=16): 75%|███████▌ | 55811/74016 [00:00<00:00, 141702.49 examples/s] Converting format of dataset (num_proc=16): 100%|██████████| 74016/74016 [00:00<00:00, 90193.88 examples/s]
Running tokenizer on dataset (num_proc=16): 0%| | 0/74016 [00:00<?, ? examples/s] Running tokenizer on dataset (num_proc=16): 1%|▏ | 1000/74016 [00:02<02:54, 419.11 examples/s] Running tokenizer on dataset (num_proc=16): 3%|▎ | 2000/74016 [00:03<01:53, 636.34 examples/s] Running tokenizer on dataset (num_proc=16): 4%|▍ | 3000/74016 [00:03<01:07, 1056.92 examples/s] Running tokenizer on dataset (num_proc=16): 5%|▌ | 4000/74016 [00:04<01:03, 1106.60 examples/s] Running tokenizer on dataset (num_proc=16): 7%|▋ | 5000/74016 [00:04<00:44, 1548.97 examples/s] Running tokenizer on dataset (num_proc=16): 9%|▉ | 7000/74016 [00:05<00:37, 1800.21 examples/s] Running tokenizer on dataset (num_proc=16): 11%|█ | 8000/74016 [00:05<00:30, 2152.86 examples/s] Running tokenizer on dataset (num_proc=16): 14%|█▎ | 10000/74016 [00:05<00:18, 3408.20 examples/s] Running tokenizer on dataset (num_proc=16): 16%|█▌ | 11626/74016 [00:06<00:26, 2399.20 examples/s] Running tokenizer on dataset (num_proc=16): 18%|█▊ | 13626/74016 [00:07<00:17, 3400.10 examples/s] Running tokenizer on dataset (num_proc=16): 21%|██ | 15252/74016 [00:07<00:19, 2955.79 examples/s] Running tokenizer on dataset (num_proc=16): 22%|██▏ | 16252/74016 [00:08<00:18, 3098.04 examples/s] Running tokenizer on dataset (num_proc=16): 23%|██▎ | 17252/74016 [00:08<00:17, 3295.01 examples/s] Running tokenizer on dataset (num_proc=16): 24%|██▍ | 17878/74016 [00:08<00:21, 2552.87 examples/s] Running tokenizer on dataset (num_proc=16): 26%|██▌ | 18878/74016 [00:09<00:18, 2954.81 examples/s] Running tokenizer on dataset (num_proc=16): 27%|██▋ | 19878/74016 [00:09<00:20, 2670.35 examples/s] Running tokenizer on dataset (num_proc=16): 29%|██▉ | 21504/74016 [00:10<00:21, 2444.93 examples/s] Running tokenizer on dataset (num_proc=16): 30%|███ | 22504/74016 [00:10<00:17, 3024.36 examples/s] Running tokenizer on dataset (num_proc=16): 32%|███▏ | 23504/74016 [00:11<00:22, 2241.70 examples/s] Running tokenizer on dataset (num_proc=16): 33%|███▎ | 24504/74016 [00:11<00:21, 2300.59 examples/s] Running tokenizer on dataset (num_proc=16): 34%|███▍ | 25504/74016 [00:11<00:17, 2722.00 examples/s] Running tokenizer on dataset (num_proc=16): 36%|███▌ | 26504/74016 [00:12<00:19, 2456.58 examples/s] Running tokenizer on dataset (num_proc=16): 37%|███▋ | 27504/74016 [00:12<00:20, 2305.46 examples/s] Running tokenizer on dataset (num_proc=16): 38%|███▊ | 28130/74016 [00:12<00:18, 2420.27 examples/s] Running tokenizer on dataset (num_proc=16): 39%|███▉ | 29130/74016 [00:13<00:15, 2814.05 examples/s] Running tokenizer on dataset (num_proc=16): 41%|████ | 30130/74016 [00:13<00:16, 2685.59 examples/s] Running tokenizer on dataset (num_proc=16): 42%|████▏ | 31130/74016 [00:14<00:20, 2042.29 examples/s] Running tokenizer on dataset (num_proc=16): 45%|████▍ | 33130/74016 [00:14<00:12, 3260.38 examples/s] Running tokenizer on dataset (num_proc=16): 46%|████▌ | 33756/74016 [00:14<00:11, 3435.50 examples/s] Running tokenizer on dataset (num_proc=16): 47%|████▋ | 34756/74016 [00:15<00:20, 1957.39 examples/s] Running tokenizer on dataset (num_proc=16): 48%|████▊ | 35756/74016 [00:15<00:15, 2480.07 examples/s] Running tokenizer on dataset (num_proc=16): 50%|████▉ | 36756/74016 [00:16<00:12, 3058.42 examples/s] Running tokenizer on dataset (num_proc=16): 51%|█████ | 37756/74016 [00:16<00:15, 2268.72 examples/s] Running tokenizer on dataset (num_proc=16): 53%|█████▎ | 39382/74016 [00:17<00:13, 2535.76 examples/s] Running tokenizer on dataset (num_proc=16): 56%|█████▌ | 41382/74016 [00:17<00:10, 3180.68 examples/s] Running tokenizer on dataset (num_p
training example:
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inputs:
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【2025-07-21】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_1576>
【2025-07-23】
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_697><s_c_1180>
【2025-07-24】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_808>
【2025-08-04】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4208>
【2025-08-07】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_713><s_c_1649>
【2025-08-10】
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_7894><s_c_875>
【2025-08-30】
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_2649><s_c_2834>
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_446><s_c_8001>
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
【2025-08-31】
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
【2025-09-01】
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
【2025-09-02】
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
【2025-09-04】
--:-- [商品-点击] <|prod_begin|><s_a_196><s_b_2412><s_c_6504>
【2025-09-06】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_4571><s_c_875>
【2025-09-08】
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_2649><s_c_1259>
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
【2025-09-11】
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
【2025-09-14】
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_3198><s_c_2538>
【2025-09-15】
--:-- [商品-点击] <|prod_begin|><s_a_4923><s_b_5124><s_c_3114>
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
【2025-09-24】
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6334><s_c_4067>
【2025-09-29】
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_5693><s_c_5956>
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_2649><s_c_1259>
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
【2025-10-03】
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
【2025-10-04】
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5925><s_c_2538>
【2025-10-06】
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
【2025-10-07】
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
【2025-10-09】
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
【2025-10-10】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_4208>
【2025-10-12】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2513>
【2025-10-13】
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
【2025-10-16】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3355>
【2025-10-19】
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_724>
【2025-10-20】
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6058><s_c_7794>
【2025-11-06】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_2298>
【2025-11-15】
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_209><s_c_3676>
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_1941>
【2025-11-18】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7900>
【2025-11-30】
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_4205><s_c_1613>
【2025-12-02】
--:-- [商品-点击] <|prod_begin|><s_a_6409><s_b_6237><s_c_4114>
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
【2025-12-04】
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
【2025-12-05】
--:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_6454><s_c_8062>
【2025-12-08】
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_4617>
【2025-12-14】
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_7894><s_c_3676>
--:-- [商品-点击] <|prod_begin|><s_a_7033><s_b_6020><s_c_4244>
【2025-12-15】
01:46 [广告-点击] <|ad_begin|><s_a_7545><s_b_5810><s_c_7806>
【2025-12-16】
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_799><s_c_3026>
【2025-12-18】
03:48 [广告-点击] <|ad_begin|><s_a_4595><s_b_6726><s_c_5004>
【2025-12-19】
12:19 [广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>
【2025-12-22】
23:20 [广告-点击] <|ad_begin|><s_a_4078><s_b_70><s_c_77>
【2025-12-25】
--:-- [直播-关注] <|living_begin|><s_a_363><s_b_4494><s_c_1901>
【2025-12-26】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_602>
【2025-12-27】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_3355>
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_4782><s_c_6409>
【2025-12-28】
10:40 [广告-点击] <|ad_begin|><s_a_2257><s_b_6162><s_c_1178>
【2025-12-30】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2026-01-03】
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
【2026-01-06】
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_697><s_c_4887>
【2026-01-07】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7737><s_c_7754>
【2026-01-08】
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_222><s_c_2084>
【2026-01-11】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7552>
【2026-01-12】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3608>
【2026-01-14】
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6358><s_c_2135>
【2026-01-15】
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_6423><s_c_2880>
【2026-01-18】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8167><s_c_4288>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6334><s_c_4067>
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
【2026-01-19】
10:11 [广告-点击] <|ad_begin|><s_a_16><s_b_315><s_c_2814>
【2026-01-20】
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_2649><s_c_334>
【2026-01-21】
21:52 [视频-收藏/点赞/长播] <|video_begin|><s_a_6018><s_b_2302><s_c_1396>
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
【2026-01-22】
01:19 [视频-评论/长播] <|video_begin|><s_a_2654><s_b_4179><s_c_6463>
01:19 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_3614><s_c_6915>
01:19 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3447><s_c_2568>
01:21 [视频-评论/长播] <|video_begin|><s_a_6510><s_b_6170><s_c_3025>
01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3614><s_c_2530>
02:31 [视频-评论/长播] <|video_begin|><s_a_2526><s_b_6234><s_c_7420>
03:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_1108><s_b_7180><s_c_6659>
03:27 [视频-收藏/长播] <|video_begin|><s_a_6666><s_b_4075><s_c_1840>
03:30 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1149><s_b_1529><s_c_2722>
04:36 [视频-评论/长播] <|video_begin|><s_a_4667><s_b_1119><s_c_7466>
06:35 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_6051><s_c_2335>
11:47 [视频-收藏/长播] <|video_begin|><s_a_7374><s_b_1596><s_c_2374>
12:26 [视频-浏览] <|video_begin|><s_a_1427><s_b_6761><s_c_6771>
12:38 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_4958><s_c_2370>
21:02 [视频-评论/长播] <|video_begin|><s_a_2051><s_b_5200><s_c_5187>
21:06 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_5200><s_c_2212>
21:12 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_5349>
21:13 [视频-收藏/长播] <|video_begin|><s_a_5903><s_b_5106><s_c_4810>
21:16 [视频-评论/长播] <|video_begin|><s_a_5904><s_b_5200><s_c_4636>
21:33 [视频-浏览] <|video_begin|><s_a_3689><s_b_1431><s_c_7638>
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_4782><s_c_6409>
【2026-01-23】
00:45 [视频-评论/长播] <|video_begin|><s_a_6775><s_b_6234><s_c_6648>
00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_1642><s_c_5362>
00:54 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
00:54 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_5061><s_c_5936>
00:54 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_3636><s_c_2781>
03:37 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3656><s_c_503>
12:17 [视频-评论/长播] <|video_begin|><s_a_4312><s_b_5841><s_c_7925>
【2026-01-24】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_6278>
00:40 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_1806><s_c_2370>
00:48 [视频-评论/长播] <|video_begin|><s_a_599><s_b_1013><s_c_7921>
00:50 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_7549><s_c_7970>
00:55 [视频-收藏/长播] <|video_begin|><s_a_1207><s_b_6442><s_c_7106>
01:07 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_558><s_c_4631>
16:37 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_3614><s_c_6298>
18:13 [视频-关注/长播] <|video_begin|><s_a_4816><s_b_725><s_c_1707>
18:13 [视频-关注/长播] <|video_begin|><s_a_5907><s_b_5961><s_c_3970>
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_21><s_c_1690>
【2026-01-25】
12:22 [广告-点击] <|ad_begin|><s_a_1106><s_b_315><s_c_2781>
20:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>
22:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_7562><s_b_2815><s_c_6565>
【2026-01-26】
05:29 [视频-收藏/长播] <|video_begin|><s_a_3396><s_b_2575><s_c_2203>
【2026-01-27】
22:43 [广告-点击] <|ad_begin|><s_a_1106><s_b_315><s_c_2781>
22:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>
22:46 [视频-评论/长播] <|video_begin|><s_a_2408><s_b_581><s_c_59>
【2026-01-28】
04:16 [视频-浏览] <|video_begin|><s_a_5416><s_b_2485><s_c_5622>
【2026-01-29】
11:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_4946><s_b_7410><s_c_1449>
20:53 [视频-评论/长播] <|video_begin|><s_a_7411><s_b_6477><s_c_1275>
20:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_2080><s_b_4746><s_c_7790>
23:18 [视频-评论/点赞/长播] <|video_begin|><s_a_1207><s_b_1804><s_c_22>
【2026-01-30】
20:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_5166><s_b_6973><s_c_6699>
--:-- [商品-点击] <|prod_begin|><s_a_7325><s_b_691><s_c_2654>
23:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_410><s_b_4939><s_c_7368>
【2026-01-31】
00:13 [视频-评论/长播] <|video_begin|><s_a_5125><s_b_7246><s_c_6240>
00:17 [视频-评论/长播] <|video_begin|><s_a_532><s_b_876><s_c_8140>
00:22 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_7671>
00:24 [视频-评论/长播] <|video_begin|><s_a_7390><s_b_3952><s_c_7466>
00:26 [视频-评论/长播] <|video_begin|><s_a_7771><s_b_7472><s_c_2070>
03:08 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_6426><s_c_8042>
03:48 [视频-评论/点赞/长播] <|video_begin|><s_a_410><s_b_4939><s_c_1966>
05:25 [视频-评论/点赞/长播] <|video_begin|><s_a_5568><s_b_4958><s_c_5000>
05:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_735><s_b_3051><s_c_7233>
05:36 [视频-评论/长播] <|video_begin|><s_a_1853><s_b_2357><s_c_3549>
05:51 [视频-收藏/长播] <|video_begin|><s_a_4598><s_b_57><s_c_1559>
06:19 [视频-浏览] <|video_begin|><s_a_876><s_b_5241><s_c_6072>
06:23 [视频-收藏/长播] <|video_begin|><s_a_5105><s_b_7894><s_c_2654>
06:30 [视频-浏览] <|video_begin|><s_a_5023><s_b_3832><s_c_3261>
06:42 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6436><s_c_439>
07:38 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_2461>
07:46 [视频-评论/长播] <|video_begin|><s_a_7251><s_b_33><s_c_1428>
07:49 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_417><s_b_7455><s_c_4188>
08:11 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_4743><s_c_4479>
08:13 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_3297><s_c_7899>
08:15 [视频-评论/长播] <|video_begin|><s_a_399><s_b_1216><s_c_1948>
08:18 [视频-评论/长播] <|video_begin|><s_a_4999><s_b_763><s_c_2530>
08:35 [视频-评论/长播] <|video_begin|><s_a_1614><s_b_4275><s_c_7899>
08:36 [视频-评论/长播] <|video_begin|><s_a_6169><s_b_4009><s_c_1148>
09:29 [视频-评论/长播] <|video_begin|><s_a_3001><s_b_1002><s_c_6767>
09:29 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_581><s_c_3877>
09:35 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_7246><s_c_447>
09:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_3001><s_b_1792><s_c_7622>
09:43 [视频-收藏/长播] <|video_begin|><s_a_4487><s_b_5841><s_c_1395>
10:00 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_1411><s_c_2568>
10:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_7246><s_c_401>
11:54 [视频-收藏/长播] <|video_begin|><s_a_3001><s_b_1822><s_c_4636>
12:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_2762><s_b_4541><s_c_7495>
18:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_4401><s_b_4059><s_c_1097>
18:18 [视频-收藏/长播] <|video_begin|><s_a_3801><s_b_5106><s_c_4647>
18:23 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7246><s_c_6379>
18:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_5841><s_c_1461>
18:48 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_1282><s_c_1321>
18:51 [视频-收藏/长播] <|video_begin|><s_a_542><s_b_6442><s_c_4910>
18:54 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_4344><s_c_1858>
18:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_807><s_b_6442><s_c_1591>
19:12 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7457><s_c_1858>
22:57 [视频-评论/长播] <|video_begin|><s_a_562><s_b_6100><s_c_4224>
23:33 [视频-关注/点赞/长播] <|video_begin|><s_a_1957><s_b_3916><s_c_6108>
23:40 [视频-关注/长播] <|video_begin|><s_a_3367><s_b_3885><s_c_4208>
23:50 [视频-关注/长播] <|video_begin|><s_a_4372><s_b_1806><s_c_6779>
【2026-02-01】
01:21 [视频-评论/长播] <|video_begin|><s_a_6705><s_b_7887><s_c_6047>
02:29 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7790>
03:07 [视频-评论/点赞/长播] <|video_begin|><s_a_6258><s_b_2029><s_c_2070>
04:23 [视频-关注/长播] <|video_begin|><s_a_5023><s_b_3552><s_c_5878>
04:25 [视频-评论/长播] <|video_begin|><s_a_3935><s_b_6436><s_c_4360>
05:34 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_6426><s_c_4247>
21:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_1207><s_b_2575><s_c_2788>
21:47 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6234><s_c_7899>
21:47 [视频-关注/点赞/长播] <|video_begin|><s_a_4401><s_b_6158><s_c_3380>
21:54 [视频-收藏/长播] <|video_begin|><s_a_5904><s_b_4246><s_c_6185>
22:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5591><s_b_915><s_c_706>
【2026-02-02】
00:03 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_4252><s_c_6873>
11:24 [视频-收藏/长播] <|video_begin|><s_a_3001><s_b_1282><s_c_875>
【2026-02-03】
01:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_6867><s_b_1013><s_c_516>
03:00 [视频-浏览] <|video_begin|><s_a_2948><s_b_7776><s_c_2063>
14:55 [视频-收藏/点赞/长播] <|video_begin|><s_a_4401><s_b_3380><s_c_2543>
【2026-02-04】
05:09 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_4915><s_c_47>
08:01 [视频-关注/点赞/长播] <|video_begin|><s_a_2067><s_b_7175><s_c_3775>
08:21 [视频-浏览] <|video_begin|><s_a_3801><s_b_3999><s_c_495>
08:31 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_7342><s_c_7790>
09:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_6347><s_b_4915><s_c_5677>
09:16 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_3614><s_c_871>
09:27 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_4033><s_c_6771>
09:28 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_853>
09:34 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_3198><s_c_6275>
09:34 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3417><s_c_2522>
09:36 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_7665><s_c_1939>
09:40 [视频-点赞/长播] <|video_begin|><s_a_735><s_b_4711><s_c_3670>
09:42 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_7333><s_c_7289>
09:46 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_1142><s_c_4548>
09:46 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_1595><s_c_856>
09:48 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_6519><s_c_7738>
09:53 [视频-点赞/长播] <|video_begin|><s_a_189><s_b_6387><s_c_1399>
09:53 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6334><s_c_5467>
09:53 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_7455><s_c_3062>
10:01 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_621><s_c_3347>
10:02 [视频-点赞/长播] <|video_begin|><s_a_7647><s_b_4246><s_c_3261>
10:38 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_7381><s_c_7899>
10:38 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_6761><s_c_8085>
11:28 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3587><s_c_8042>
11:55 [广告-点击] <|ad_begin|><s_a_4088><s_b_6874><s_c_6077>
12:19 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_6642><s_c_7076>
19:16 [视频-点赞/长播] <|video_begin|><s_a_4834><s_b_7288><s_c_7945>
19:20 [视频-收藏/长播] <|video_begin|><s_a_6583><s_b_3472><s_c_77>
19:22 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7246><s_c_8140>
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_2834>
23:59 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_7756><s_c_1082>
【2026-02-05】
00:00 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_4733><s_c_6771>
00:10 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_2854><s_c_6767>
00:13 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_7069><s_c_5839>
01:18 [视频-点赞/长播] <|video_begin|><s_a_3935><s_b_6261><s_c_7096>
01:18 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_3714><s_c_5553>
01:22 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_4688><s_c_1>
01:30 [广告-点击] <|ad_begin|><s_a_1106><s_b_7875><s_c_6583>
01:34 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_6234><s_c_509>
03:52 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_3714><s_c_8037>
05:09 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6913><s_c_6812>
05:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
05:11 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_3417><s_c_607>
05:25 [视频-点赞/长播] <|video_begin|><s_a_877><s_b_6397><s_c_1613>
05:30 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_8002><s_c_4859>
05:36 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_2549><s_c_2401>
05:41 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_4949><s_c_1178>
05:46 [视频-点赞/长播] <|video_begin|><s_a_1233><s_b_2549><s_c_3454>
05:49 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_6495><s_c_5353>
05:49 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_3235><s_c_3793>
05:51 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_3832><s_c_1363>
05:51 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6234><s_c_6952>
05:52 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3147><s_c_5673>
05:53 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_5102><s_c_6456>
05:53 [视频-点赞/长播] <|video_begin|><s_a_638><s_b_575><s_c_6686>
05:53 [视频-点赞/长播] <|video_begin|><s_a_7796><s_b_6170><s_c_3494>
05:55 [视频-点赞/长播] <|video_begin|><s_a_4419><s_b_4939><s_c_5881>
10:00 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_1596><s_c_6815>
10:03 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_7756><s_c_1939>
10:20 [视频-长播] <|video_begin|><s_a_2051><s_b_6209><s_c_2693>
10:23 [视频-长播] <|video_begin|><s_a_8164><s_b_7180><s_c_607>
10:23 [视频-长播] <|video_begin|><s_a_8164><s_b_820><s_c_5965>
10:23 [视频-长播] <|video_begin|><s_a_5254><s_b_6234><s_c_1774>
10:23 [视频-长播] <|video_begin|><s_a_3632><s_b_3845><s_c_4631>
10:24 [视频-长播] <|video_begin|><s_a_1336><s_b_6775><s_c_345>
10:24 [视频-长播] <|video_begin|><s_a_335><s_b_3961><s_c_7601>
10:24 [视频-长播] <|video_begin|><s_a_8164><s_b_575><s_c_5749>
10:26 [视频-长播] <|video_begin|><s_a_1336><s_b_1930><s_c_7106>
10:28 [视频-长播] <|video_begin|><s_a_6388><s_b_6351><s_c_7689>
10:28 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_4932><s_c_141>
10:30 [视频-长播] <|video_begin|><s_a_1883><s_b_3691><s_c_2530>
10:30 [视频-长播] <|video_begin|><s_a_5166><s_b_2817><s_c_367>
10:32 [视频-长播] <|video_begin|><s_a_6123><s_b_1230><s_c_7616>
10:32 [视频-长播] <|video_begin|><s_a_2051><s_b_713><s_c_3477>
10:32 [视频-长播] <|video_begin|><s_a_6140><s_b_4252><s_c_4705>
10:32 [视频-长播] <|video_begin|><s_a_7879><s_b_2799><s_c_3770>
10:32 [视频-长播] <|video_begin|><s_a_5991><s_b_1590><s_c_2988>
10:36 [视频-长播] <|video_begin|><s_a_7879><s_b_1596><s_c_5193>
10:36 [视频-长播] <|video_begin|><s_a_3766><s_b_1188><s_c_6771>
10:36 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_853>
10:37 [视频-长播] <|video_begin|><s_a_6558><s_b_3932><s_c_6815>
10:39 [视频-长播] <|video_begin|><s_a_8159><s_b_5511><s_c_4032>
10:39 [视频-长播] <|video_begin|><s_a_6329><s_b_7348><s_c_6022>
10:39 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_7598>
10:39 [视频-长播] <|video_begin|><s_a_5125><s_b_6874><s_c_2482>
10:41 [视频-长播] <|video_begin|><s_a_6594><s_b_4917><s_c_8096>
10:41 [视频-长播] <|video_begin|><s_a_3579><s_b_33><s_c_3843>
10:41 [视频-长播] <|video_begin|><s_a_16><s_b_3857><s_c_1719>
10:41 [视频-长播] <|video_begin|><s_a_3766><s_b_4252><s_c_377>
10:41 [视频-长播] <|video_begin|><s_a_2654><s_b_872><s_c_499>
10:41 [视频-长播] <|video_begin|><s_a_8159><s_b_5706><s_c_7547>
10:46 [视频-长播] <|video_begin|><s_a_2015><s_b_6400><s_c_5452>
10:46 [视频-长播] <|video_begin|><s_a_8159><s_b_8058><s_c_7671>
10:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6532><s_c_3322>
10:47 [视频-长播] <|video_begin|><s_a_4312><s_b_727><s_c_7598>
10:47 [视频-长播] <|video_begin|><s_a_3115><s_b_4771><s_c_4636>
10:47 [视频-长播] <|video_begin|><s_a_3115><s_b_3803><s_c_7790>
10:47 [视频-长播] <|video_begin|><s_a_5991><s_b_8049><s_c_5416>
10:47 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_3447><s_c_7807>
10:52 [视频-长播] <|video_begin|><s_a_7984><s_b_876><s_c_6156>
10:52 [视频-长播] <|video_begin|><s_a_876><s_b_3278><s_c_1588>
10:55 [视频-长播] <|video_begin|><s_a_1576><s_b_6234><s_c_3948>
10:55 [视频-长播] <|video_begin|><s_a_2768><s_b_6234><s_c_6442>
10:55 [视频-长播] <|video_begin|><s_a_7879><s_b_5646><s_c_853>
10:55 [视频-长播] <|video_begin|><s_a_7879><s_b_4915><s_c_4636>
13:03 [视频-长播] <|video_begin|><s_a_2408><s_b_6436><s_c_25>
13:04 [视频-长播] <|video_begin|><s_a_5858><s_b_6436><s_c_6755>
13:04 [视频-长播] <|video_begin|><s_a_6843><s_b_2815><s_c_719>
13:08 [视频-长播] <|video_begin|><s_a_8164><s_b_1532><s_c_7840>
13:10 [视频-长播] <|video_begin|><s_a_5023><s_b_6400><s_c_6176>
13:10 [视频-长播] <|video_begin|><s_a_1985><s_b_5419><s_c_853>
13:10 [视频-长播] <|video_begin|><s_a_6904><s_b_6848><s_c_2276>
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）： 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
核心抽取逻辑（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 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
请针对以下主题提取行为逻辑链：
主题：从被动接收信息到主动学习专业技能的认知升级
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从被动接收信息到主动学习专业技能的认知升级",
"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": "从被动接收信息到主动学习专业技能的认知升级", "events": [{"date": "2025-12-19", "action": "[广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>", "logic": "初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"}, {"date": "2026-01-25", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>", "logic": "认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>", "logic": "技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|>
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【2026-01-09】
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【2026-01-10】
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【2026-01-11】
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【2026-01-12】
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【2026-01-13】
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【2026-01-14】
00:22 [广告-点击] <|ad_begin|><s_a_5998><s_b_581><s_c_6072>
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【2026-01-15】
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【2026-01-16】
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17:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4519>
【2026-01-17】
03:51 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7674>
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【2026-01-18】
07:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_6072>
【2026-01-19】
08:05 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_286>
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【2026-01-20】
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14:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6782><s_c_4631>
14:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_6782><s_c_4631>
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【2026-01-21】
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03:22 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_3014>
08:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6691>
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【2026-01-22】
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05:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_6705><s_b_1822><s_c_2116>
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08:23 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_4923>
10:05 [视频-关注/长播] <|video_begin|><s_a_2713><s_b_697><s_c_2852>
14:08 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_6435><s_c_1368>
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14:09 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_3280><s_c_5485>
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【2026-01-23】
05:42 [视频-关注/长播] <|video_begin|><s_a_7532><s_b_6234><s_c_4384>
06:19 [视频-关注/长播] <|video_begin|><s_a_1922><s_b_6047><s_c_77>
10:57 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4949><s_c_77>
10:57 [广告-点击] <|ad_begin|><s_a_7468><s_b_4949><s_c_77>
21:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5815>
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_1465><s_c_7068>
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_5398><s_c_378>
【2026-01-24】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3731><s_c_4631>
05:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_3543><s_b_3280><s_c_6468>
07:34 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_4631>
08:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
08:00 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
15:03 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1858>
15:03 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1858>
23:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1397>
23:11 [视频-浏览] <|video_begin|><s_a_116><s_b_7877><s_c_607>
【2026-01-25】
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_3676>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7180><s_c_5843>
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_5956>
04:24 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_800><s_c_6278>
04:24 [视频-关注/长播] <|video_begin|><s_a_791><s_b_5101><s_c_7935>
14:11 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
14:11 [广告-点击] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
22:40 [广告-点击] <|ad_begin|><s_a_3578><s_b_5952><s_c_5563>
23:05 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
23:18 [视频-浏览] <|video_begin|><s_a_7893><s_b_7342><s_c_7315>
23:47 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_3280><s_c_5186>
23:57 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_4305><s_c_1428>
【2026-01-26】
03:44 [广告-点击] <|ad_begin|><s_a_6958><s_b_6006><s_c_6583>
07:29 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_77>
07:29 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_77>
22:18 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_7077><s_c_2082>
23:18 [视频-收藏/长播] <|video_begin|><s_a_7308><s_b_6033><s_c_5654>
23:36 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_6519><s_c_6278>
【2026-01-27】
15:21 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_997>
15:21 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_997>
23:13 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_4386><s_c_607>
【2026-01-28】
05:19 [视频-点赞/长播] <|video_begin|><s_a_6378><s_b_6426><s_c_3973>
05:48 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_978><s_c_853>
09:02 [广告-深度转化] <|ad_begin|><s_a_3115><s_b_872><s_c_3054>
09:02 [广告-点击] <|ad_begin|><s_a_3115><s_b_872><s_c_3054>
11:30 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
11:30 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
19:31 [视频-收藏/长播] <|video_begin|><s_a_6154><s_b_3731><s_c_4539>
19:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
19:51 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
20:30 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_7315>
20:39 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
20:39 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
20:39 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_927>
20:39 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_927>
20:40 [广告-点击] <|ad_begin|><s_a_2366><s_b_7342><s_c_2477>
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3617><s_c_7668>
【2026-01-29】
05:45 [广告-点击] <|ad_begin|><s_a_2624><s_b_1822><s_c_7261>
11:59 [视频-浏览] <|video_begin|><s_a_1640><s_b_6436><s_c_47>
13:02 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3656><s_c_2693>
13:02 [广告-点击] <|ad_begin|><s_a_4815><s_b_3656><s_c_2693>
14:43 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_1866><s_c_4631>
19:05 [视频-点赞/长播] <|video_begin|><s_a_6154><s_b_7549><s_c_2276>
19:50 [视频-转发/长播] <|video_begin|><s_a_2335><s_b_3472><s_c_6222>
【2026-01-30】
06:13 [视频-收藏/长播] <|video_begin|><s_a_661><s_b_8022><s_c_4610>
12:37 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
12:37 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
20:56 [视频-收藏/长播] <|video_begin|><s_a_5146><s_b_6913><s_c_5413>
【2026-01-31】
08:36 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2118>
08:36 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2118>
11:30 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4033><s_c_77>
11:30 [广告-点击] <|ad_begin|><s_a_4403><s_b_4033><s_c_77>
15:06 [视频-收藏/长播] <|video_begin|><s_a_6258><s_b_3143><s_c_6327>
23:18 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_1740><s_c_6831>
【2026-02-01】
06:32 [视频-转发/长播] <|video_begin|><s_a_661><s_b_59><s_c_7713>
07:42 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4508>
07:47 [视频-关注/收藏/长播] <|video_begin|><s_a_5144><s_b_6519><s_c_1591>
11:41 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7605>
11:41 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7605>
11:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_575><s_b_4142><s_c_5890>
14:57 [视频-点赞/长播] <|video_begin|><s_a_5476><s_b_5200><s_c_7550>
22:03 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_978><s_c_7586>
22:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_2555><s_c_907>
23:02 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_4460><s_c_2460>
【2026-02-02】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2419><s_c_3026>
08:33 [广告-点击] <|ad_begin|><s_a_491><s_b_946><s_c_3363>
08:59 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1614>
08:59 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1614>
11:23 [视频-转发/长播] <|video_begin|><s_a_2500><s_b_1858><s_c_6805>
13:28 [视频-转发/长播] <|video_begin|><s_a_5907><s_b_6234><s_c_7018>
14:06 [视频-转发/长播] <|video_begin|><s_a_3632><s_b_6234><s_c_1009>
23:04 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_1656><s_c_1148>
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1858><s_c_3483>
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_3048><s_c_3712>
【2026-02-03】
08:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
08:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
11:16 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2828><s_c_7879>
11:16 [广告-点击] <|ad_begin|><s_a_3091><s_b_2828><s_c_7879>
11:36 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4147>
11:36 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4147>
12:16 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7411><s_b_7180><s_c_1004>
--:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_3217><s_c_3773>
--:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_2007><s_c_7173>
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_6521><s_c_6423>
--:-- [商品-点击] <|prod_begin|><s_a_3205><s_b_7068><s_c_4783>
--:-- [商品-点击] <|prod_begin|><s_a_4717><s_b_6683><s_c_6683>
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_4516><s_c_638>
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_3802><s_c_6784>
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_964><s_c_7066>
【2026-02-04】
05:08 [视频-关注/长播] <|video_begin|><s_a_6140><s_b_5951><s_c_5563>
07:49 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2568>
07:49 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2568>
12:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_7893><s_b_8008><s_c_1642>
12:13 [视频-浏览] <|video_begin|><s_a_464><s_b_8191><s_c_8183>
14:30 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_8007><s_c_6007>
21:20 [视频-长播] <|video_begin|><s_a_6140><s_b_5487><s_c_7106>
21:22 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_6561>
21:22 [视频-长播] <|video_begin|><s_a_4646><s_b_6436><s_c_7921>
21:22 [视频-长播] <|video_begin|><s_a_5144><s_b_6379><s_c_853>
21:23 [视频-长播] <|video_begin|><s_a_4445><s_b_6436><s_c_3780>
21:23 [视频-长播] <|video_begin|><s_a_3001><s_b_7391><s_c_4140>
21:27 [视频-长播] <|video_begin|><s_a_532><s_b_6436><s_c_7106>
21:27 [视频-长播] <|video_begin|><s_a_5146><s_b_1575><s_c_6919>
21:29 [视频-长播] <|video_begin|><s_a_6140><s_b_311><s_c_6547>
21:30 [视频-长播] <|video_begin|><s_a_6329><s_b_6436><s_c_6185>
21:38 [视频-长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
21:44 [视频-长播] <|video_begin|><s_a_4808><s_b_2333><s_c_5416>
21:44 [视频-长播] <|video_begin|><s_a_532><s_b_2555><s_c_77>
21:58 [视频-长播] <|video_begin|><s_a_148><s_b_3618><s_c_110>
21:58 [视频-长播] <|video_begin|><s_a_5146><s_b_8108><s_c_7616>
22:01 [视频-长播] <|video_begin|><s_a_3689><s_b_4932><s_c_47>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_2118>
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_5711><s_c_4519>
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5876><s_c_358>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5699><s_c_642>
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6197><s_c_7716>
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_7007><s_c_2006>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_4114>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_6822>
--:-- [商品-点击] <|prod_begin|><s_a_6434><s_b_1966><s_c_8077>
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3209><s_c_6500>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3087><s_c_7557>
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5711><s_c_3849>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1695><s_c_2306>
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6426><s_c_2273>
--:-- [商品-点击] <|prod_begin|><s_a_7274><s_b_5066><s_c_6598>
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_964><s_c_7804>
--:-- [商品-点击] <|prod_begin|><s_a_3795><s_b_2843><s_c_436>
--:-- [商品-点击] <|prod_begin|><s_a_7478><s_b_7404><s_c_844>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_3419>
--:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_1932><s_c_1685>
--:-- [商品-点击] <|prod_begin|><s_a_7727><s_b_4538><s_c_5018>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5101><s_c_5413>
--:-- [商品-点击] <|prod_begin|><s_a_6326><s_b_6584><s_c_4649>
【2026-02-05】
02:57 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_2335>
02:57 [视频-长播] <|video_begin|><s_a_3822><s_b_2485><s_c_5004>
03:07 [视频-长播] <|video_begin|><s_a_2015><s_b_5727><s_c_7319>
03:07 [视频-长播] <|video_begin|><s_a_7385><s_b_6635><s_c_5941>
03:20 [视频-长播] <|video_begin|><s_a_3683><s_b_765><s_c_5162>
03:20 [视频-长播] <|video_begin|><s_a_6475><s_b_6234><s_c_787>
05:50 [视频-长播] <|video_begin|><s_a_5439><s_b_800><s_c_3116>
05:50 [视频-长播] <|video_begin|><s_a_7458><s_b_5030><s_c_1569>
05:53 [视频-长播] <|video_begin|><s_a_2236><s_b_4879><s_c_2248>
06:05 [视频-长播] <|video_begin|><s_a_5146><s_b_3044><s_c_7616>
06:05 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_59><s_c_2925>
06:16 [视频-长播] <|video_begin|><s_a_661><s_b_4711><s_c_292>
06:16 [视频-长播] <|video_begin|><s_a_4922><s_b_3932><s_c_7751>
07:28 [视频-长播] <|video_begin|><s_a_116><s_b_2555><s_c_607>
08:12 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_2439><s_c_2568>
08:12 [广告-点击] <|ad_begin|><s_a_7892><s_b_2439><s_c_2568>
08:24 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_3036>
08:24 [广告-点击] <|ad_begin|><s_a_2111><s_b_2246><s_c_3036>
08:54 [视频-长播] <|video_begin|><s_a_116><s_b_4879><s_c_4611>
10:27 [视频-长播] <|video_begin|><s_a_532><s_b_7554><s_c_46>
10:27 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_3261>
11:03 [视频-长播] <|video_begin|><s_a_791><s_b_6160><s_c_3116>
11:03 [视频-长播] <|video_begin|><s_a_5146><s_b_6973><s_c_25>
11:03 [视频-长播] <|video_begin|><s_a_3346><s_b_1822><s_c_2530>
11:03 [视频-长播] <|video_begin|><s_a_2666><s_b_1596><s_c_2480>
11:03 [视频-长播] <|video_begin|><s_a_2562><s_b_4578><s_c_4087>
11:42 [视频-长播] <|video_begin|><s_a_3935><s_b_2029><s_c_2984>
11:44 [视频-长播] <|video_begin|><s_a_7830><s_b_765><s_c_2757>
12:07 [视频-长播] <|video_begin|><s_a_2428><s_b_3451><s_c_843>
12:07 [视频-长播] <|video_begin|><s_a_532><s_b_5106><s_c_3767>
12:07 [视频-长播] <|video_begin|><s_a_532><s_b_7342><s_c_5224>
12:17 [视频-长播] <|video_begin|><s_a_3683><s_b_1259><s_c_4318>
12:17 [视频-长播] <|video_begin|><s_a_5254><s_b_281><s_c_7935>
12:17 [视频-长播] <|video_begin|><s_a_4667><s_b_6595><s_c_728>
12:17 [视频-长播] <|video_begin|><s_a_3683><s_b_70><s_c_5563>
12:17 [视频-长播] <|video_begin|><s_a_7771><s_b_7180><s_c_360>
14:12 [视频-长播] <|video_begin|><s_a_2367><s_b_6889><s_c_5673>
14:14 [广告-点击] <|ad_begin|><s_a_2257><s_b_6234><s_c_4207>
14:15 [视频-长播] <|video_begin|><s_a_4815><s_b_7762><s_c_1161>
14:15 [视频-长播] <|video_begin|><s_a_532><s_b_6519><s_c_3970>
14:47 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_5749>
--:-- [商品-点击] <|prod_begin|><s_a_7072><s_b_288><s_c_1672>
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3451><s_c_6808>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_3419>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6213><s_c_7716>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_4393>
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）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
核心提取逻辑（递进性准则）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
2.兴趣因果递进：交互 B 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 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
请针对以下主题提取行为逻辑链：
主题：从泛化健康焦虑到具体健康方案的探索与决策
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从泛化健康焦虑到具体健康方案的探索与决策",
"events": [
{
"date": "YYYY-MM-DD",
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
"logic": "逻辑说明"
}
]
}
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-07-23】
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5044><s_c_5543>
【2024-08-10】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5636><s_c_1672>
【2024-08-29】
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5044><s_c_5543>
【2024-09-10】
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5442><s_c_6981>
【2024-09-16】
--:-- [商品-购买] <|prod_begin|><s_a_7485><s_b_664><s_c_1363>
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2491><s_c_2639>
【2024-09-25】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5492><s_c_4839>
【2024-10-14】
--:-- [商品-购买] <|prod_begin|><s_a_1680><s_b_1801><s_c_3895>
【2024-11-03】
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_7369><s_c_2860>
【2024-11-04】
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_3827><s_c_6176>
【2024-11-16】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_8117><s_c_1125>
【2024-11-21】
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2491><s_c_7556>
【2024-11-25】
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_5492><s_c_1303>
【2024-12-04】
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_1801><s_c_3662>
【2025-01-01】
--:-- [商品-购买] <|prod_begin|><s_a_6055><s_b_576><s_c_5004>
【2025-01-11】
--:-- [商品-购买] <|prod_begin|><s_a_5749><s_b_3923><s_c_1509>
【2025-02-06】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8151><s_c_1105>
【2025-03-06】
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_6409>
【2025-03-21】
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4692><s_c_2224>
【2025-04-10】
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6318><s_c_646>
【2025-04-14】
--:-- [商品-购买] <|prod_begin|><s_a_1519><s_b_1801><s_c_4980>
【2025-04-22】
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_4516><s_c_7791>
【2025-05-09】
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_729><s_c_7658>
【2025-05-27】
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_4075><s_c_7935>
【2025-06-01】
--:-- [商品-购买] <|prod_begin|><s_a_4014><s_b_566><s_c_6011>
【2025-06-14】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7677><s_c_4839>
【2025-06-20】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1856><s_c_4822>
【2025-07-05】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7304><s_c_5022>
【2025-07-12】
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1801><s_c_6718>
【2025-07-14】
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_3676>
【2025-07-15】
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3044><s_c_493>
【2025-07-27】
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1801><s_c_6718>
【2025-08-07】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4578><s_c_6301>
【2025-08-14】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_2793>
【2025-08-18】
--:-- [直播-关注] <|living_begin|><s_a_680><s_b_3898><s_c_6609>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
【2025-08-20】
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1801><s_c_6718>
【2025-08-26】
--:-- [直播-关注] <|living_begin|><s_a_1962><s_b_357><s_c_3373>
【2025-09-02】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1259><s_c_8075>
【2025-09-07】
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_1717><s_c_16>
【2025-09-23】
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_5302><s_c_5665>
【2025-09-25】
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_5302><s_c_1416>
【2025-09-28】
--:-- [商品-购买] <|prod_begin|><s_a_7056><s_b_4692><s_c_5347>
【2025-10-16】
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
【2025-10-21】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1899><s_c_4414>
【2025-10-24】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6048><s_c_4147>
【2025-10-27】
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1278>
【2025-10-29】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_3319><s_c_3026>
【2025-11-01】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
【2025-11-05】
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6058><s_c_3973>
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_665><s_c_602>
【2025-11-11】
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3845><s_c_2403>
【2025-11-13】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_3501>
【2025-11-19】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_602>
【2025-11-20】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_2221><s_c_5563>
【2025-11-26】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_3026>
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
【2025-12-02】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7390><s_c_2403>
【2025-12-08】
05:56 [广告-深度转化] <|ad_begin|><s_a_6996><s_b_2744><s_c_7609>
【2025-12-09】
07:21 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_59><s_c_2460>
【2025-12-10】
08:17 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_59><s_c_2460>
【2025-12-11】
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7390><s_c_3589>
--:-- [直播-关注] <|living_begin|><s_a_5548><s_b_7342><s_c_391>
08:51 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_3999><s_c_7719>
【2025-12-12】
09:47 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4041><s_c_2460>
【2025-12-13】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_4546><s_c_5839>
11:50 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_59><s_c_2460>
【2025-12-14】
13:04 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
【2025-12-15】
03:52 [广告-深度转化] <|ad_begin|><s_a_6162><s_b_2671><s_c_2671>
14:03 [广告-深度转化] <|ad_begin|><s_a_7374><s_b_59><s_c_6962>
【2025-12-16】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-12-17】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_535>
--:-- [直播-关注] <|living_begin|><s_a_5548><s_b_5727><s_c_7951>
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_6039><s_c_875>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_7683>
--:-- [直播-首次打赏] <|living_begin|><s_a_1629><s_b_1230><s_c_5890>
23:58 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7950><s_c_4207>
【2025-12-18】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_875>
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_4053>
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_6477><s_c_2261>
00:07 [广告-深度转化] <|ad_begin|><s_a_217><s_b_2826><s_c_6269>
【2025-12-19】
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_6058><s_c_7951>
01:13 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_804><s_c_7719>
【2025-12-20】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_606>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_7657>
【2025-12-21】
11:12 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_804><s_c_7719>
【2025-12-22】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6218>
【2025-12-23】
--:-- [直播-关注] <|living_begin|><s_a_7776><s_b_1586><s_c_7819>
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_3898><s_c_688>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_6718>
00:34 [广告-深度转化] <|ad_begin|><s_a_257><s_b_7270><s_c_4631>
【2025-12-24】
02:09 [广告-深度转化] <|ad_begin|><s_a_99><s_b_6244><s_c_5831>
【2025-12-25】
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_4467>
02:45 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4041><s_c_2460>
【2025-12-26】
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5243>
03:47 [广告-深度转化] <|ad_begin|><s_a_99><s_b_3736><s_c_7268>
【2025-12-27】
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_3501>
04:09 [广告-深度转化] <|ad_begin|><s_a_99><s_b_1717><s_c_7268>
【2025-12-28】
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7217><s_c_875>
06:02 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_6162><s_c_443>
【2025-12-29】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7888><s_b_7342><s_c_3338>
06:35 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_3736><s_c_1085>
【2025-12-30】
--:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_3973>
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_2865><s_c_7616>
【2025-12-31】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_535>
--:-- [直播-首次打赏] <|living_begin|><s_a_231><s_b_6913><s_c_3026>
15:34 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
【2026-01-01】
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_3790><s_c_677>
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_5815>
23:57 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
【2026-01-02】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7756><s_c_5597>
【2026-01-03】
--:-- [直播-首次打赏] <|living_begin|><s_a_4644><s_b_7001><s_c_3038>
01:00 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5231><s_c_3225>
【2026-01-04】
02:11 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
【2026-01-05】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6758>
02:49 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
【2026-01-06】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5511><s_c_6278>
07:41 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
【2026-01-07】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7191>
12:53 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
【2026-01-08】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7218><s_c_7754>
【2026-01-09】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_1246>
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_8008><s_c_6278>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
01:01 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_5831>
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
【2026-01-10】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_1269>
09:38 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
【2026-01-11】
10:50 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
【2026-01-12】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_6609>
--:-- [直播-关注/打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_6704>
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_3898><s_c_2695>
11:55 [广告-深度转化] <|ad_begin|><s_a_99><s_b_59><s_c_5673>
【2026-01-13】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6305>
【2026-01-14】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_677>
【2026-01-15】
--:-- [直播-关注] <|living_begin|><s_a_6234><s_b_765><s_c_526>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1906><s_c_548>
--:-- [直播-关注/打赏] <|living_begin|><s_a_7888><s_b_7894><s_c_6805>
--:-- [直播-关注/打赏] <|living_begin|><s_a_2616><s_b_526><s_c_3026>
【2026-01-16】
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_4208>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_7264>
【2026-01-17】
--:-- [直播-关注] <|living_begin|><s_a_3134><s_b_988><s_c_7884>
--:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_1148>
【2026-01-18】
--:-- [直播-首次打赏] <|living_begin|><s_a_323><s_b_1089><s_c_3494>
【2026-01-19】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_3898><s_c_2407>
【2026-01-20】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_535>
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3916><s_c_3524>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2189><s_b_765><s_c_6278>
【2026-01-21】
--:-- [直播-关注/打赏] <|living_begin|><s_a_6640><s_b_6477><s_c_2146>
【2026-01-22】
--:-- [直播-打赏] <|living_begin|><s_a_7403><s_b_2246><s_c_5964>
00:50 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_7554><s_c_4636>
06:40 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_6234><s_c_3309>
06:47 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_1906><s_c_4726>
06:47 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_3036>
06:53 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_4746><s_c_5776>
07:36 [视频-评论/点赞/长播] <|video_begin|><s_a_6258><s_b_6234><s_c_7289>
08:33 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_3225>
09:34 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1952><s_c_6409>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4899><s_c_2233>
【2026-01-23】
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1583>
07:11 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_6234><s_c_607>
07:11 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_2221><s_c_3010>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4899><s_c_2233>
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_1277><s_c_3022>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
【2026-01-24】
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2656>
07:10 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_7608><s_c_1690>
07:10 [视频-点赞/长播] <|video_begin|><s_a_7796><s_b_3147><s_c_1148>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1220><s_c_646>
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3335><s_c_7562>
【2026-01-25】
07:51 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
09:57 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6751><s_c_2513>
10:14 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_1527><s_c_7448>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_4150><s_c_7800>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_4009><s_c_4570>
--:-- [商品-点击] <|prod_begin|><s_a_7553><s_b_6434><s_c_531>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6426><s_c_3214>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_3146><s_c_1941>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
【2026-01-26】
03:29 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_3614><s_c_779>
11:05 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_4150><s_c_5087>
--:-- [商品-点击] <|prod_begin|><s_a_7553><s_b_6434><s_c_531>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6434><s_c_5650>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6434><s_c_314>
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6434><s_c_314>
13:45 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3587><s_c_5187>
【2026-01-27】
06:20 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_6234><s_c_2123>
06:20 [视频-浏览] <|video_begin|><s_a_3717><s_b_1822><s_c_7448>
06:29 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_7246><s_c_6616>
08:19 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_4636>
14:07 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
【2026-01-28】
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_5513>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_875>
03:37 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5841><s_c_5267>
07:06 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_1779><s_c_7374>
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_1277><s_c_3022>
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
23:58 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
【2026-01-29】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_1519><s_c_4252>
--:-- [直播-首次打赏] <|living_begin|><s_a_6099><s_b_7337><s_c_5452>
00:10 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_2485><s_c_4610>
03:30 [视频-点赞/长播] <|video_begin|><s_a_3001><s_b_2744><s_c_141>
【2026-01-30】
03:37 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_804><s_c_7719>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_5449><s_c_4840>
【2026-01-31】
06:34 [广告-深度转化] <|ad_begin|><s_a_99><s_b_588><s_c_5673>
10:22 [视频-长播] <|video_begin|><s_a_3606><s_b_7261><s_c_6278>
10:22 [视频-长播] <|video_begin|><s_a_6140><s_b_6234><s_c_47>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
23:55 [视频-长播] <|video_begin|><s_a_532><s_b_3878><s_c_8090>
【2026-02-01】
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_8179><s_c_5452>
02:16 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
02:42 [广告-点击] <|ad_begin|><s_a_790><s_b_664><s_c_6523>
06:47 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_6021><s_c_6047>
07:06 [广告-点击] <|ad_begin|><s_a_7088><s_b_2485><s_c_359>
08:05 [视频-长播] <|video_begin|><s_a_1981><s_b_5102><s_c_3984>
08:05 [视频-长播] <|video_begin|><s_a_2015><s_b_6045><s_c_2643>
08:05 [视频-长播] <|video_begin|><s_a_5146><s_b_7246><s_c_6583>
08:14 [视频-长播] <|video_begin|><s_a_1106><s_b_1413><s_c_4932>
08:25 [广告-点击] <|ad_begin|><s_a_1351><s_b_6776><s_c_3766>
11:35 [广告-点击] <|ad_begin|><s_a_2799><s_b_3182><s_c_1345>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1687><s_c_3498>
13:40 [广告-点击] <|ad_begin|><s_a_1921><s_b_5672><s_c_1832>
13:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_4932><s_c_5734>
23:49 [广告-点击] <|ad_begin|><s_a_7847><s_b_4733><s_c_2460>
23:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
【2026-02-02】
00:04 [广告-点击] <|ad_begin|><s_a_2624><s_b_2767><s_c_372>
00:36 [广告-点击] <|ad_begin|><s_a_5229><s_b_4246><s_c_2460>
01:01 [广告-点击] <|ad_begin|><s_a_99><s_b_588><s_c_5673>
01:03 [广告-点击] <|ad_begin|><s_a_2734><s_b_4527><s_c_1708>
01:04 [视频-长播] <|video_begin|><s_a_2713><s_b_5165><s_c_3330>
01:04 [视频-长播] <|video_begin|><s_a_532><s_b_581><s_c_5843>
01:16 [广告-点击] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
01:23 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
02:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
05:53 [视频-长播] <|video_begin|><s_a_1883><s_b_7261><s_c_7900>
07:18 [视频-长播] <|video_begin|><s_a_6846><s_b_6234><s_c_559>
07:18 [视频-长播] <|video_begin|><s_a_3012><s_b_170><s_c_5553>
07:18 [视频-长播] <|video_begin|><s_a_4615><s_b_1282><s_c_3346>
07:26 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_3019>
07:26 [视频-长播] <|video_begin|><s_a_5058><s_b_1596><s_c_5600>
07:26 [视频-长播] <|video_begin|><s_a_4751><s_b_3795><s_c_3036>
07:48 [广告-点击] <|ad_begin|><s_a_7331><s_b_3594><s_c_6162>
07:56 [广告-点击] <|ad_begin|><s_a_7847><s_b_4753><s_c_4757>
09:06 [广告-点击] <|ad_begin|><s_a_2799><s_b_1119><s_c_3747>
11:45 [广告-点击] <|ad_begin|><s_a_1041><s_b_3736><s_c_6815>
12:34 [广告-点击] <|ad_begin|><s_a_2470><s_b_3292><s_c_128>
12:36 [广告-点击] <|ad_begin|><s_a_2470><s_b_3292><s_c_128>
12:50 [广告-点击] <|ad_begin|><s_a_2799><s_b_3727><s_c_59>
13:51 [广告-点击] <|ad_begin|><s_a_2799><s_b_4733><s_c_6513>
14:50 [广告-点击] <|ad_begin|><s_a_7374><s_b_5102><s_c_2704>
23:53 [视频-长播] <|video_begin|><s_a_5295><s_b_2221><s_c_907>
23:55 [广告-点击] <|ad_begin|><s_a_7251><s_b_4949><s_c_2395>
【2026-02-03】
00:00 [广告-点击] <|ad_begin|><s_a_1512><s_b_3845><s_c_410>
00:16 [广告-点击] <|ad_begin|><s_a_250><s_b_588><s_c_6523>
00:44 [视频-长播] <|video_begin|><s_a_5314><s_b_1259><s_c_6578>
01:20 [广告-点击] <|ad_begin|><s_a_7374><s_b_7959><s_c_110>
05:06 [视频-长播] <|video_begin|><s_a_2367><s_b_6033><s_c_7719>
06:04 [广告-点击] <|ad_begin|><s_a_932><s_b_1704><s_c_3984>
06:26 [视频-长播] <|video_begin|><s_a_5314><s_b_7525><s_c_2704>
06:26 [视频-长播] <|video_begin|><s_a_660><s_b_7580><s_c_7566>
06:26 [视频-长播] <|video_begin|><s_a_2165><s_b_2485><s_c_5673>
06:36 [视频-长播] <|video_begin|><s_a_4751><s_b_5454><s_c_5187>
06:36 [视频-长播] <|video_begin|><s_a_5314><s_b_7580><s_c_3268>
06:36 [视频-长播] <|video_begin|><s_a_4751><s_b_1471><s_c_6940>
06:36 [视频-长播] <|video_begin|><s_a_6490><s_b_4062><s_c_5563>
06:36 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_728>
07:43 [广告-点击] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
07:49 [广告-点击] <|ad_begin|><s_a_2799><s_b_3727><s_c_5563>
07:51 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
07:51 [广告-点击] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
07:57 [广告-点击] <|ad_begin|><s_a_5229><s_b_59><s_c_6962>
08:11 [视频-长播] <|video_begin|><s_a_532><s_b_7571><s_c_1935>
08:47 [广告-点击] <|ad_begin|><s_a_2799><s_b_6379><s_c_8096>
23:55 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
【2026-02-04】
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_4887>
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_6234><s_c_7951>
00:08 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
00:18 [视频-长播] <|video_begin|><s_a_532><s_b_4949><s_c_7106>
02:06 [广告-点击] <|ad_begin|><s_a_2799><s_b_1740><s_c_141>
02:39 [视频-长播] <|video_begin|><s_a_1427><s_b_4056><s_c_853>
03:35 [广告-点击] <|ad_begin|><s_a_2799><s_b_57><s_c_5061>
06:25 [视频-长播] <|video_begin|><s_a_3012><s_b_7525><s_c_2082>
06:25 [视频-长播] <|video_begin|><s_a_3935><s_b_8049><s_c_4930>
06:29 [广告-点击] <|ad_begin|><s_a_2918><s_b_7894><s_c_7806>
06:38 [视频-长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7106>
06:38 [视频-长播] <|video_begin|><s_a_532><s_b_612><s_c_4859>
07:19 [广告-点击] <|ad_begin|><s_a_2918><s_b_7894><s_c_7806>
09:08 [视频-长播] <|video_begin|><s_a_3295><s_b_665><s_c_7636>
09:08 [视频-长播] <|video_begin|><s_a_7479><s_b_4148><s_c_3676>
09:08 [视频-长播] <|video_begin|><s_a_7830><s_b_5647><s_c_7925>
09:08 [视频-长播] <|video_begin|><s_a_2450><s_b_7388><s_c_4631>
09:19 [广告-点击] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
10:15 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5093><s_c_2678>
10:15 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6635><s_c_737>
10:15 [视频-长播] <|video_begin|><s_a_5295><s_b_1119><s_c_5187>
10:28 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
10:28 [广告-点击] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
11:25 [广告-点击] <|ad_begin|><s_a_250><s_b_5641><s_c_3768>
11:37 [视频-点赞/长播] <|video_begin|><s_a_3858><s_b_6234><s_c_4318>
11:37 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_7498><s_c_2282>
11:37 [视频-长播] <|video_begin|><s_a_2015><s_b_5102><s_c_5823>
11:37 [视频-长播] <|video_begin|><s_a_4862><s_b_5727><s_c_1451>
11:46 [视频-长播] <|video_begin|><s_a_16><s_b_4262><s_c_2530>
11:46 [视频-长播] <|video_begin|><s_a_532><s_b_6234><s_c_728>
11:46 [视频-长播] <|video_begin|><s_a_7711><s_b_5270><s_c_2699>
12:50 [广告-点击] <|ad_begin|><s_a_250><s_b_5641><s_c_3768>
13:02 [广告-点击] <|ad_begin|><s_a_2799><s_b_7024><s_c_1542>
13:53 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5106><s_c_8003>
14:03 [广告-点击] <|ad_begin|><s_a_250><s_b_2918><s_c_2759>
15:32 [广告-点击] <|ad_begin|><s_a_250><s_b_1749><s_c_8127>
23:46 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1123><s_c_4014>
23:46 [视频-长播] <|video_begin|><s_a_5314><s_b_6318><s_c_6601>
【2026-02-05】
01:30 [广告-点击] <|ad_begin|><s_a_2799><s_b_5084><s_c_7003>
01:44 [广告-点击] <|ad_begin|><s_a_805><s_b_3736><s_c_5807>
01:47 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
01:57 [广告-点击] <|ad_begin|><s_a_2799><s_b_6913><s_c_5622>
02:28 [广告-点击] <|ad_begin|><s_a_7374><s_b_7959><s_c_110>
05:50 [广告-点击] <|ad_begin|><s_a_805><s_b_2221><s_c_7716>
06:36 [广告-点击] <|ad_begin|><s_a_805><s_b_2221><s_c_7716>
06:42 [广告-点击] <|ad_begin|><s_a_1351><s_b_3930><s_c_2370>
07:01 [广告-点击] <|ad_begin|><s_a_2799><s_b_5102><s_c_447>
07:22 [视频-长播] <|video_begin|><s_a_532><s_b_7246><s_c_7350>
07:26 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_7261><s_c_6857>
07:26 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_4932><s_c_3070>
07:26 [视频-长播] <|video_begin|><s_a_4684><s_b_6379><s_c_2530>
07:33 [广告-点击] <|ad_begin|><s_a_2799><s_b_1411><s_c_5563>
08:11 [广告-点击] <|ad_begin|><s_a_2799><s_b_7214><s_c_1769>
08:30 [广告-点击] <|ad_begin|><s_a_2799><s_b_7214><s_c_1769>
09:26 [广告-点击] <|ad_begin|><s_a_6171><s_b_315><s_c_5076>
09:44 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_7106>
09:44 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_1690>
09:49 [广告-点击] <|ad_begin|><s_a_2799><s_b_3589><s_c_5675>
09:59 [视频-长播] <|video_begin|><s_a_16><s_b_1595><s_c_1148>
09:59 [视频-长播] <|video_begin|><s_a_4615><s_b_2826><s_c_7106>
10:14 [视频-长播] <|video_begin|><s_a_1164><s_b_3280><s_c_4878>
10:19 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_4976>
10:28 [广告-点击] <|ad_begin|><s_a_250><s_b_4087><s_c_5100>
10:45 [视频-长播] <|video_begin|><s_a_279><s_b_7200><s_c_2658>
10:59 [广告-点击] <|ad_begin|><s_a_7847><s_b_59><s_c_4757>
11:14 [广告-点击] <|ad_begin|><s_a_1041><s_b_6234><s_c_195>
11:54 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6051><s_c_4783>
11:56 [广告-点击] <|ad_begin|><s_a_250><s_b_1471><s_c_1389>
13:23 [广告-点击] <|ad_begin|><s_a_7381><s_b_7762><s_c_5673>
13:29 [广告-点击] <|ad_begin|><s_a_2799><s_b_4491><s_c_5209>
14:13 [广告-点击] <|ad_begin|><s_a_7381><s_b_7762><s_c_5673>
15:45 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。
主题：从泛化养生到聚焦特定成分的消费升级
输出格式要求：请务必仅返回一个包含 SID 的 JSON 数组，不要附带任何额外的文字解释或冗余内容。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|prod_begin|><s_a_7798><s_b_5044><s_c_5543>", "<|prod_begin|><s_a_2950><s_b_5636><s_c_1672>", "<|prod_begin|><s_a_7485><s_b_664><s_c_1363>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_2639>", "<|prod_begin|><s_a_2950><s_b_5492><s_c_4839>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_7556>", "<|prod_begin|><s_a_5051><s_b_5492><s_c_1303>", "<|prod_begin|><s_a_2950><s_b_8151><s_c_1105>", "<|prod_begin|><s_a_2950><s_b_7677><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_7874><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_1259><s_c_8075>", "<|prod_begin|><s_a_2950><s_b_6048><s_c_4147>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_7800>", "<|prod_begin|><s_a_6728><s_b_4009><s_c_4570>", "<|prod_begin|><s_a_7553><s_b_6434><s_c_531>", "<|prod_begin|><s_a_6728><s_b_6426><s_c_3214>", "<|prod_begin|><s_a_6728><s_b_3146><s_c_1941>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_5087>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_5650>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_314>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-07-24】
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_6973><s_c_6509>
--:-- [直播-关注] <|living_begin|><s_a_6456><s_b_4010><s_c_5628>
--:-- [直播-关注] <|living_begin|><s_a_283><s_b_7952><s_c_4043>
--:-- [直播-关注] <|living_begin|><s_a_6158><s_b_2302><s_c_3373>
【2025-07-26】
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_5131><s_c_6945>
【2025-07-28】
--:-- [直播-关注] <|living_begin|><s_a_6051><s_b_5760><s_c_2513>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4949><s_c_5244>
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_1528><s_c_219>
【2025-07-30】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
【2025-08-14】
--:-- [商品-点击] <|prod_begin|><s_a_525><s_b_1407><s_c_1407>
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1679><s_c_5845>
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1297><s_c_4742>
【2025-08-21】
--:-- [直播-关注] <|living_begin|><s_a_231><s_b_7342><s_c_7264>
【2025-09-08】
--:-- [直播-关注] <|living_begin|><s_a_7074><s_b_2792><s_c_6704>
【2025-09-21】
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5727><s_c_5563>
【2025-09-22】
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_6234><s_c_7951>
【2025-09-25】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3225>
【2025-10-08】
--:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_513><s_c_7978>
【2025-10-17】
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_2221><s_c_2513>
【2025-10-19】
--:-- [直播-关注] <|living_begin|><s_a_7113><s_b_1410><s_c_1258>
【2025-10-31】
--:-- [直播-关注/打赏] <|living_begin|><s_a_6158><s_b_3790><s_c_3373>
【2025-11-01】
--:-- [直播-关注] <|living_begin|><s_a_6859><s_b_477><s_c_5054>
--:-- [直播-关注] <|living_begin|><s_a_6158><s_b_1434><s_c_5915>
【2025-11-03】
--:-- [直播-首次打赏] <|living_begin|><s_a_3409><s_b_697><s_c_5921>
--:-- [直播-打赏] <|living_begin|><s_a_2071><s_b_755><s_c_1541>
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_7342><s_c_5668>
【2025-11-05】
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_6234><s_c_1255>
【2025-11-07】
--:-- [直播-打赏] <|living_begin|><s_a_231><s_b_7952><s_c_7754>
【2025-11-15】
--:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_3734><s_c_642>
【2025-11-17】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7765><s_c_5563>
【2025-11-18】
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_5727><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_2221><s_c_6278>
【2025-11-20】
--:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_6521><s_c_7711>
【2025-11-24】
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_651><s_c_3022>
【2025-11-25】
--:-- [直播-打赏] <|living_begin|><s_a_6263><s_b_4223><s_c_2513>
【2025-11-26】
--:-- [直播-打赏] <|living_begin|><s_a_3388><s_b_1258><s_c_535>
--:-- [直播-打赏] <|living_begin|><s_a_231><s_b_8049><s_c_909>
【2025-11-28】
--:-- [直播-首次打赏] <|living_begin|><s_a_3713><s_b_2918><s_c_5563>
【2025-12-03】
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_6058><s_c_6704>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_616>
--:-- [直播-打赏] <|living_begin|><s_a_7818><s_b_2556><s_c_5054>
--:-- [直播-首次打赏] <|living_begin|><s_a_2004><s_b_3898><s_c_3239>
【2025-12-05】
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_451><s_c_2513>
【2025-12-07】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7518>
21:07 [广告-点击] <|ad_begin|><s_a_2734><s_b_8151><s_c_1786>
【2025-12-08】
05:56 [广告-点击] <|ad_begin|><s_a_8113><s_b_7342><s_c_354>
21:01 [广告-点击] <|ad_begin|><s_a_99><s_b_7214><s_c_814>
【2025-12-10】
11:17 [广告-点击] <|ad_begin|><s_a_99><s_b_7214><s_c_814>
【2025-12-12】
08:06 [广告-点击] <|ad_begin|><s_a_6000><s_b_7551><s_c_3846>
12:28 [广告-点击] <|ad_begin|><s_a_7240><s_b_1277><s_c_3505>
【2025-12-15】
--:-- [直播-打赏] <|living_begin|><s_a_3409><s_b_7342><s_c_4859>
【2025-12-16】
22:13 [广告-点击] <|ad_begin|><s_a_99><s_b_7214><s_c_814>
【2025-12-17】
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_451><s_c_6557>
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_7342><s_c_4722>
【2025-12-19】
--:-- [直播-首次打赏] <|living_begin|><s_a_6263><s_b_2200><s_c_4572>
【2025-12-22】
--:-- [直播-打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_6278>
--:-- [直播-首次打赏] <|living_begin|><s_a_6263><s_b_5727><s_c_1583>
【2025-12-23】
--:-- [直播-首次打赏] <|living_begin|><s_a_3713><s_b_7342><s_c_2146>
【2025-12-24】
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_7941><s_c_6278>
【2025-12-25】
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_7342><s_c_4043>
【2025-12-26】
--:-- [直播-打赏] <|living_begin|><s_a_4457><s_b_765><s_c_6218>
--:-- [直播-首次打赏] <|living_begin|><s_a_440><s_b_451><s_c_991>
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_1227><s_c_4961>
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6973><s_c_7754>
【2025-12-27】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2863><s_c_3026>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6456><s_b_5727><s_c_2513>
【2025-12-28】
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_3026>
【2025-12-29】
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_8126><s_c_6278>
【2025-12-30】
--:-- [直播-首次打赏] <|living_begin|><s_a_6456><s_b_5727><s_c_1583>
【2025-12-31】
19:58 [广告-点击] <|ad_begin|><s_a_2899><s_b_7180><s_c_28>
【2026-01-01】
11:12 [广告-点击] <|ad_begin|><s_a_287><s_b_3636><s_c_3742>
【2026-01-02】
--:-- [直播-打赏] <|living_begin|><s_a_6158><s_b_4205><s_c_3373>
【2026-01-03】
--:-- [商品-点击] <|prod_begin|><s_a_58><s_b_6730><s_c_3419>
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_1801><s_c_8051>
【2026-01-04】
11:42 [广告-点击] <|ad_begin|><s_a_8113><s_b_3932><s_c_5563>
【2026-01-05】
--:-- [直播-关注] <|living_begin|><s_a_3526><s_b_659><s_c_6404>
【2026-01-06】
--:-- [直播-关注] <|living_begin|><s_a_6341><s_b_3032><s_c_3676>
【2026-01-09】
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_451><s_c_2513>
【2026-01-12】
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_3496><s_c_677>
--:-- [直播-首次打赏] <|living_begin|><s_a_2961><s_b_620><s_c_6278>
【2026-01-13】
--:-- [直播-打赏] <|living_begin|><s_a_1442><s_b_7342><s_c_4512>
【2026-01-16】
07:40 [广告-点击] <|ad_begin|><s_a_6289><s_b_37><s_c_1335>
12:50 [广告-点击] <|ad_begin|><s_a_5115><s_b_1369><s_c_5502>
【2026-01-22】
00:39 [视频-收藏/长播] <|video_begin|><s_a_7751><s_b_5926><s_c_535>
00:44 [视频-关注/长播] <|video_begin|><s_a_2578><s_b_6771><s_c_4745>
10:00 [视频-转发/点赞/长播] <|video_begin|><s_a_3766><s_b_6033><s_c_2370>
10:23 [视频-转发/评论/长播] <|video_begin|><s_a_1881><s_b_1738><s_c_991>
【2026-01-23】
05:58 [视频-评论/收藏/长播] <|video_begin|><s_a_3062><s_b_5334><s_c_7738>
06:03 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_582><s_c_6621>
07:21 [广告-点击] <|ad_begin|><s_a_4340><s_b_4733><s_c_4159>
23:32 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_3122><s_b_1286><s_c_5175>
【2026-01-24】
04:45 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_5511><s_c_5733>
05:13 [视频-转发/长播] <|video_begin|><s_a_468><s_b_124><s_c_2407>
10:58 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_4033><s_c_141>
13:12 [视频-转发/评论/收藏/点赞/长播] <|video_begin|><s_a_8016><s_b_697><s_c_6410>
【2026-01-25】
10:14 [视频-转发/长播] <|video_begin|><s_a_6597><s_b_7608><s_c_1129>
11:26 [视频-转发/评论/长播] <|video_begin|><s_a_4531><s_b_1656><s_c_3148>
11:57 [视频-转发/评论/长播] <|video_begin|><s_a_790><s_b_8167><s_c_179>
12:03 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_2251><s_c_6616>
12:21 [视频-收藏/长播] <|video_begin|><s_a_6166><s_b_575><s_c_6583>
13:55 [视频-关注/长播] <|video_begin|><s_a_6594><s_b_4996><s_c_2678>
14:26 [视频-转发/评论/长播] <|video_begin|><s_a_6018><s_b_1434><s_c_6413>
14:31 [视频-收藏/长播] <|video_begin|><s_a_2908><s_b_3832><s_c_2567>
【2026-01-26】
01:19 [视频-转发/评论/长播] <|video_begin|><s_a_1881><s_b_2539><s_c_5413>
04:18 [视频-收藏/长播] <|video_begin|><s_a_6510><s_b_3826><s_c_7548>
04:53 [视频-评论/收藏/长播] <|video_begin|><s_a_829><s_b_3044><s_c_6185>
06:38 [视频-转发/评论/长播] <|video_begin|><s_a_5697><s_b_7205><s_c_7099>
06:44 [视频-浏览] <|video_begin|><s_a_6846><s_b_4369><s_c_5100>
08:05 [视频-收藏/长播] <|video_begin|><s_a_3766><s_b_1399><s_c_25>
08:18 [视频-转发/长播] <|video_begin|><s_a_4437><s_b_5670><s_c_7675>
08:59 [视频-收藏/长播] <|video_begin|><s_a_5720><s_b_6033><s_c_2957>
14:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_7272><s_c_7951>
15:27 [视频-评论/点赞/长播] <|video_begin|><s_a_3300><s_b_7858><s_c_141>
【2026-01-27】
--:-- [直播-打赏] <|living_begin|><s_a_2961><s_b_6234><s_c_7754>
--:-- [直播-首次打赏] <|living_begin|><s_a_4112><s_b_1300><s_c_7147>
04:52 [视频-转发/评论/长播] <|video_begin|><s_a_5831><s_b_1839><s_c_3367>
10:06 [视频-转发/评论/长播] <|video_begin|><s_a_2052><s_b_7458><s_c_1583>
10:21 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_1410><s_c_2921>
10:36 [视频-评论/点赞/长播] <|video_begin|><s_a_4760><s_b_697><s_c_6552>
10:43 [视频-转发/评论/长播] <|video_begin|><s_a_1943><s_b_7455><s_c_5531>
10:43 [视频-评论/点赞/长播] <|video_begin|><s_a_2207><s_b_7342><s_c_3352>
14:48 [视频-转发/评论/长播] <|video_begin|><s_a_4060><s_b_3420><s_c_7950>
23:42 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_7878><s_c_3777>
23:49 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_2402><s_b_5989><s_c_7241>
【2026-01-28】
00:07 [视频-转发/评论/长播] <|video_begin|><s_a_2899><s_b_1258><s_c_1099>
03:26 [视频-转发/评论/收藏/长播] <|video_begin|><s_a_4760><s_b_6726><s_c_822>
08:22 [视频-转发/评论/长播] <|video_begin|><s_a_8016><s_b_697><s_c_6410>
21:06 [视频-评论/点赞/长播] <|video_begin|><s_a_6757><s_b_5489><s_c_597>
21:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_3062>
22:42 [视频-评论/收藏/长播] <|video_begin|><s_a_5525><s_b_1828><s_c_5541>
23:46 [视频-关注/长播] <|video_begin|><s_a_6859><s_b_5815><s_c_3973>
【2026-01-29】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_713><s_c_7343>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_6278>
--:-- [直播-首次打赏] <|living_begin|><s_a_2594><s_b_4344><s_c_539>
00:06 [视频-关注/长播] <|video_begin|><s_a_2146><s_b_7272><s_c_6798>
02:16 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_1347><s_c_4994>
02:22 [视频-关注/转发/评论/长播] <|video_begin|><s_a_3130><s_b_6295><s_c_6705>
02:29 [视频-转发/长播] <|video_begin|><s_a_6597><s_b_5384><s_c_535>
02:35 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_3182><s_c_677>
02:48 [视频-转发/评论/长播] <|video_begin|><s_a_4760><s_b_697><s_c_6122>
02:48 [视频-关注/长播] <|video_begin|><s_a_5928><s_b_5102><s_c_1422>
02:48 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5252>
02:52 [视频-关注/长播] <|video_begin|><s_a_5979><s_b_3043><s_c_7096>
02:53 [视频-转发/评论/长播] <|video_begin|><s_a_7324><s_b_7342><s_c_3062>
03:39 [视频-转发/评论/长播] <|video_begin|><s_a_3862><s_b_1089><s_c_3781>
03:58 [视频-评论/点赞/长播] <|video_begin|><s_a_7308><s_b_6519><s_c_5115>
04:02 [视频-关注/长播] <|video_begin|><s_a_5988><s_b_3714><s_c_99>
04:10 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_5641><s_c_3716>
14:00 [视频-评论/点赞/长播] <|video_begin|><s_a_2360><s_b_5040><s_c_6300>
14:10 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_434><s_c_7243>
14:19 [视频-关注/评论/长播] <|video_begin|><s_a_8016><s_b_4000><s_c_5092>
14:23 [广告-点击] <|ad_begin|><s_a_7112><s_b_123><s_c_5654>
18:27 [视频-转发/长播] <|video_begin|><s_a_1285><s_b_1656><s_c_6218>
【2026-01-30】
07:11 [视频-评论/长播] <|video_begin|><s_a_6456><s_b_7727><s_c_2460>
07:22 [视频-评论/收藏/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5732>
12:27 [视频-评论/长播] <|video_begin|><s_a_4531><s_b_8167><s_c_7990>
16:25 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5815>
16:28 [视频-转发/点赞/长播] <|video_begin|><s_a_359><s_b_6234><s_c_4872>
16:28 [视频-评论/点赞/长播] <|video_begin|><s_a_7435><s_b_1410><s_c_3352>
16:46 [视频-评论/长播] <|video_begin|><s_a_6597><s_b_713><s_c_7315>
16:49 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_7616>
【2026-01-31】
00:26 [视频-转发/评论/长播] <|video_begin|><s_a_3675><s_b_612><s_c_2395>
00:29 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_4878><s_c_967>
07:47 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_6919>
08:00 [视频-转发/评论/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_6385>
08:21 [视频-评论/点赞/长播] <|video_begin|><s_a_2408><s_b_5876><s_c_3016>
08:31 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_697><s_c_655>
08:31 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_4010><s_c_7096>
08:47 [视频-关注/长播] <|video_begin|><s_a_3115><s_b_1555><s_c_2070>
09:00 [视频-评论/长播] <|video_begin|><s_a_116><s_b_6924><s_c_405>
09:06 [视频-关注/长播] <|video_begin|><s_a_3115><s_b_3246><s_c_732>
09:34 [视频-转发/评论/长播] <|video_begin|><s_a_2317><s_b_7888><s_c_6264>
09:39 [视频-评论/长播] <|video_begin|><s_a_5166><s_b_839><s_c_991>
13:14 [视频-转发/评论/长播] <|video_begin|><s_a_1881><s_b_1350><s_c_2440>
13:14 [视频-评论/长播] <|video_begin|><s_a_2404><s_b_6295><s_c_7754>
13:14 [视频-转发/长播] <|video_begin|><s_a_5417><s_b_697><s_c_4405>
18:51 [视频-评论/长播] <|video_begin|><s_a_2146><s_b_7410><s_c_7657>
18:51 [视频-评论/长播] <|video_begin|><s_a_8156><s_b_6809><s_c_7675>
19:25 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_7381><s_c_2988>
19:35 [视频-转发/评论/长播] <|video_begin|><s_a_559><s_b_6039><s_c_7657>
19:38 [视频-评论/长播] <|video_begin|><s_a_6597><s_b_4692><s_c_535>
20:02 [视频-评论/点赞/长播] <|video_begin|><s_a_6597><s_b_7472><s_c_722>
20:07 [视频-收藏/长播] <|video_begin|><s_a_1255><s_b_2062><s_c_1284>
20:07 [视频-评论/长播] <|video_begin|><s_a_4632><s_b_6295><s_c_8109>
21:29 [视频-评论/长播] <|video_begin|><s_a_8069><s_b_6170><s_c_2030>
21:33 [视频-转发/评论/长播] <|video_begin|><s_a_2402><s_b_184><s_c_5668>
21:40 [视频-评论/长播] <|video_begin|><s_a_2578><s_b_6006><s_c_141>
22:25 [视频-转发/评论/长播] <|video_begin|><s_a_829><s_b_1523><s_c_5141>
22:25 [视频-评论/长播] <|video_begin|><s_a_8156><s_b_6295><s_c_5994>
22:33 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_8148><s_c_1614>
22:33 [视频-转发/点赞/长播] <|video_begin|><s_a_6936><s_b_5668><s_c_948>
【2026-02-01】
--:-- [直播-关注] <|living_begin|><s_a_3722><s_b_56><s_c_536>
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_56><s_c_6737>
01:21 [视频-点赞/长播] <|video_begin|><s_a_143><s_b_6234><s_c_2370>
01:37 [视频-评论/长播] <|video_begin|><s_a_1509><s_b_7608><s_c_3338>
15:02 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_184><s_c_2256>
15:02 [视频-点赞/长播] <|video_begin|><s_a_1427><s_b_5489><s_c_932>
15:02 [视频-评论/长播] <|video_begin|><s_a_3762><s_b_3790><s_c_991>
15:06 [视频-评论/长播] <|video_begin|><s_a_1881><s_b_2539><s_c_4944>
15:12 [视频-评论/长播] <|video_begin|><s_a_5470><s_b_4865><s_c_6218>
--:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_2539><s_c_3798>
【2026-02-02】
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_451><s_c_1423>
--:-- [直播-首次打赏] <|living_begin|><s_a_2194><s_b_6234><s_c_4983>
--:-- [直播-首次打赏] <|living_begin|><s_a_4816><s_b_8179><s_c_4043>
05:33 [视频-收藏/长播] <|video_begin|><s_a_5417><s_b_6186><s_c_4952>
05:43 [视频-点赞/长播] <|video_begin|><s_a_3122><s_b_6295><s_c_2803>
05:51 [视频-评论/长播] <|video_begin|><s_a_5988><s_b_2539><s_c_237>
13:14 [视频-长播] <|video_begin|><s_a_2384><s_b_4050><s_c_535>
13:14 [视频-长播] <|video_begin|><s_a_7909><s_b_697><s_c_616>
13:21 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_3062>
13:22 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_2370>
13:23 [视频-长播] <|video_begin|><s_a_381><s_b_530><s_c_2025>
13:23 [视频-长播] <|video_begin|><s_a_2408><s_b_7261><s_c_5563>
13:26 [视频-长播] <|video_begin|><s_a_4060><s_b_7554><s_c_337>
13:28 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_44><s_c_4405>
13:29 [视频-长播] <|video_begin|><s_a_4284><s_b_434><s_c_257>
13:29 [视频-长播] <|video_begin|><s_a_4540><s_b_978><s_c_4451>
13:31 [视频-长播] <|video_begin|><s_a_7435><s_b_6798><s_c_535>
13:31 [视频-长播] <|video_begin|><s_a_5555><s_b_7966><s_c_2225>
13:34 [视频-长播] <|video_begin|><s_a_7435><s_b_353><s_c_4454>
15:20 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_7505><s_c_5874>
15:30 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_4753><s_c_4781>
15:33 [视频-评论/长播] <|video_begin|><s_a_2384><s_b_8049><s_c_927>
15:45 [视频-评论/长播] <|video_begin|><s_a_5979><s_b_6484><s_c_525>
15:46 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_4491><s_c_7410>
15:48 [视频-收藏/长播] <|video_begin|><s_a_4060><s_b_3358><s_c_510>
15:56 [视频-评论/长播] <|video_begin|><s_a_4401><s_b_7811><s_c_448>
15:56 [视频-评论/长播] <|video_begin|><s_a_4531><s_b_3916><s_c_6812>
15:56 [视频-评论/长播] <|video_begin|><s_a_1673><s_b_4352><s_c_5085>
16:02 [视频-点赞/长播] <|video_begin|><s_a_3270><s_b_581><s_c_4543>
16:02 [视频-点赞/长播] <|video_begin|><s_a_1123><s_b_697><s_c_2722>
16:19 [视频-长播] <|video_begin|><s_a_7435><s_b_697><s_c_6314>
16:19 [视频-评论/长播] <|video_begin|><s_a_829><s_b_7952><s_c_6275>
16:26 [视频-长播] <|video_begin|><s_a_2526><s_b_558><s_c_141>
16:26 [视频-长播] <|video_begin|><s_a_5831><s_b_6532><s_c_2995>
16:26 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5489><s_c_4712>
17:45 [视频-长播] <|video_begin|><s_a_998><s_b_4050><s_c_1399>
17:45 [视频-评论/点赞/长播] <|video_begin|><s_a_829><s_b_2552><s_c_2921>
17:45 [视频-长播] <|video_begin|><s_a_2027><s_b_5691><s_c_6041>
17:45 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3417><s_c_1953>
17:45 [视频-评论/长播] <|video_begin|><s_a_2052><s_b_8167><s_c_4487>
17:50 [视频-点赞/长播] <|video_begin|><s_a_4320><s_b_2789><s_c_308>
18:12 [视频-长播] <|video_begin|><s_a_4632><s_b_1258><s_c_1004>
18:14 [视频-长播] <|video_begin|><s_a_2988><s_b_697><s_c_1389>
18:17 [视频-点赞/长播] <|video_begin|><s_a_3356><s_b_6170><s_c_3184>
18:17 [视频-评论/长播] <|video_begin|><s_a_6132><s_b_3832><s_c_2030>
18:17 [视频-点赞/长播] <|video_begin|><s_a_829><s_b_1258><s_c_4541>
18:18 [视频-长播] <|video_begin|><s_a_4060><s_b_5869><s_c_5320>
18:18 [视频-长播] <|video_begin|><s_a_998><s_b_6334><s_c_78>
18:23 [视频-长播] <|video_begin|><s_a_2207><s_b_1382><s_c_4454>
18:23 [视频-点赞/长播] <|video_begin|><s_a_3356><s_b_5241><s_c_4410>
18:24 [视频-长播] <|video_begin|><s_a_998><s_b_3831><s_c_998>
18:27 [视频-长播] <|video_begin|><s_a_3017><s_b_7272><s_c_5667>
18:29 [视频-点赞/长播] <|video_begin|><s_a_4060><s_b_1224><s_c_6561>
18:48 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_4996><s_c_3659>
18:49 [视频-长播] <|video_begin|><s_a_6134><s_b_1811><s_c_51>
19:29 [视频-点赞/长播] <|video_begin|><s_a_7927><s_b_6442><s_c_7534>
19:30 [视频-长播] <|video_begin|><s_a_1132><s_b_2422><s_c_130>
19:38 [视频-长播] <|video_begin|><s_a_1255><s_b_5546><s_c_1363>
20:02 [视频-长播] <|video_begin|><s_a_3356><s_b_7410><s_c_6798>
20:02 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_6006><s_c_4599>
20:12 [视频-长播] <|video_begin|><s_a_829><s_b_6532><s_c_927>
20:15 [视频-点赞/长播] <|video_begin|><s_a_3356><s_b_1702><s_c_7970>
20:15 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_339>
20:16 [视频-长播] <|video_begin|><s_a_7324><s_b_7878><s_c_3753>
20:16 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_513><s_c_7244>
20:16 [视频-点赞/长播] <|video_begin|><s_a_1988><s_b_7082><s_c_535>
20:20 [视频-长播] <|video_begin|><s_a_7385><s_b_6006><s_c_5563>
20:20 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_697><s_c_4311>
20:31 [视频-长播] <|video_begin|><s_a_4016><s_b_2221><s_c_2309>
20:32 [视频-点赞/长播] <|video_begin|><s_a_7064><s_b_1146><s_c_118>
20:38 [视频-长播] <|video_begin|><s_a_1291><s_b_7458><s_c_2530>
20:40 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_697><s_c_2793>
20:40 [视频-点赞/长播] <|video_begin|><s_a_4185><s_b_5169><s_c_2874>
20:41 [视频-点赞/长播] <|video_begin|><s_a_2384><s_b_3413><s_c_2995>
21:06 [视频-转发/长播] <|video_begin|><s_a_1911><s_b_6495><s_c_5259>
21:23 [视频-长播] <|video_begin|><s_a_829><s_b_1380><s_c_283>
【2026-02-03】
03:07 [视频-长播] <|video_begin|><s_a_7435><s_b_1471><s_c_1302>
03:10 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_353><s_c_535>
03:32 [视频-长播] <|video_begin|><s_a_7435><s_b_697><s_c_2759>
03:33 [视频-评论/长播] <|video_begin|><s_a_6158><s_b_7272><s_c_1613>
03:38 [视频-长播] <|video_begin|><s_a_829><s_b_5175><s_c_2803>
03:43 [视频-点赞/长播] <|video_begin|><s_a_2384><s_b_6170><s_c_4518>
03:45 [视频-长播] <|video_begin|><s_a_2384><s_b_1527><s_c_1225>
03:58 [视频-评论/长播] <|video_begin|><s_a_1440><s_b_4252><s_c_1583>
03:58 [视频-评论/点赞/长播] <|video_begin|><s_a_3879><s_b_3266><s_c_2030>
04:00 [视频-长播] <|video_begin|><s_a_873><s_b_7505><s_c_2407>
04:00 [视频-长播] <|video_begin|><s_a_1688><s_b_4059><s_c_7675>
04:02 [视频-评论/长播] <|video_begin|><s_a_2146><s_b_5241><s_c_1100>
04:14 [视频-长播] <|video_begin|><s_a_8069><s_b_6170><s_c_2030>
04:23 [视频-长播] <|video_begin|><s_a_5417><s_b_3636><s_c_146>
04:31 [视频-点赞/长播] <|video_begin|><s_a_1988><s_b_2396><s_c_6565>
--:-- [商品-点击] <|prod_begin|><s_a_5353><s_b_5489><s_c_2531>
15:56 [视频-长播] <|video_begin|><s_a_1881><s_b_1350><s_c_4468>
16:15 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_353><s_c_4135>
16:15 [视频-评论/长播] <|video_begin|><s_a_5831><s_b_3916><s_c_4487>
16:15 [视频-评论/长播] <|video_begin|><s_a_829><s_b_3132><s_c_3603>
16:17 [视频-长播] <|video_begin|><s_a_7774><s_b_6234><s_c_237>
16:17 [视频-评论/长播] <|video_begin|><s_a_3172><s_b_353><s_c_1399>
16:40 [视频-长播] <|video_begin|><s_a_359><s_b_1529><s_c_6686>
16:41 [视频-点赞/长播] <|video_begin|><s_a_7511><s_b_6261><s_c_2309>
16:56 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_5489><s_c_1295>
17:08 [视频-长播] <|video_begin|><s_a_5928><s_b_4010><s_c_4355>
【2026-02-04】
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_8129>
17:40 [视频-评论/长播] <|video_begin|><s_a_1911><s_b_1286><s_c_6447>
17:42 [视频-点赞/长播] <|video_begin|><s_a_7584><s_b_5511><s_c_5245>
17:42 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_814>
17:43 [视频-评论/长播] <|video_begin|><s_a_829><s_b_5175><s_c_3742>
17:54 [视频-评论/点赞/长播] <|video_begin|><s_a_6168><s_b_59><s_c_1030>
18:30 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_2069><s_c_6419>
18:31 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_5668><s_c_3352>
18:31 [视频-评论/长播] <|video_begin|><s_a_5988><s_b_8008><s_c_4067>
18:45 [视频-长播] <|video_begin|><s_a_4320><s_b_8025><s_c_6057>
18:45 [视频-点赞/长播] <|video_begin|><s_a_1255><s_b_5489><s_c_616>
18:45 [视频-评论/长播] <|video_begin|><s_a_829><s_b_5511><s_c_283>
20:45 [视频-评论/长播] <|video_begin|><s_a_4536><s_b_697><s_c_4357>
20:50 [视频-长播] <|video_begin|><s_a_4060><s_b_588><s_c_4092>
21:04 [视频-评论/长播] <|video_begin|><s_a_6125><s_b_1069><s_c_7125>
21:07 [视频-点赞/长播] <|video_begin|><s_a_4060><s_b_8148><s_c_3352>
21:08 [视频-点赞/长播] <|video_begin|><s_a_5448><s_b_4541><s_c_4017>
21:08 [视频-点赞/长播] <|video_begin|><s_a_6936><s_b_1434><s_c_1776>
21:35 [视频-长播] <|video_begin|><s_a_829><s_b_1638><s_c_5668>
21:35 [视频-点赞/长播] <|video_begin|><s_a_829><s_b_3413><s_c_5175>
21:35 [视频-点赞/长播] <|video_begin|><s_a_1988><s_b_3319><s_c_303>
21:42 [视频-长播] <|video_begin|><s_a_942><s_b_6170><s_c_535>
21:42 [视频-点赞/长播] <|video_begin|><s_a_2207><s_b_5467><s_c_1510>
21:53 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_4705><s_c_7096>
22:04 [视频-长播] <|video_begin|><s_a_4780><s_b_4181><s_c_5737>
22:07 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_697><s_c_2820>
22:15 [视频-点赞/长播] <|video_begin|><s_a_4340><s_b_1642><s_c_1741>
22:16 [视频-评论/长播] <|video_begin|><s_a_2146><s_b_7129><s_c_1070>
22:18 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_353><s_c_5256>
22:20 [视频-长播] <|video_begin|><s_a_5122><s_b_5489><s_c_5186>
22:21 [视频-点赞/长播] <|video_begin|><s_a_381><s_b_3614><s_c_5252>
22:21 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5252>
角色任务：你是极端严苛的用户行为数据挖掘与数据格式化专家，请结合上述用户交互历史，面向给定主题，全面提取出所有具备关联性的历史交互数据。
主题：从抽象宇宙概念到具象化科学知识的探寻
输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|video_begin|><s_a_3115><s_b_1555><s_c_2070>", "<|video_begin|><s_a_3632><s_b_5489><s_c_2370>", "<|prod_begin|><s_a_5353><s_b_5489><s_c_2531>"]<|im_end|>
<|im_start|>user
你是一名多场景推荐数据构造助手，请结合用户行为线索，生成对应的目标内容文本。
下面给出用户历史行为线索：
用户购物行为: 浏览了商品 <|prod_begin|><s_a_8034><s_b_6634><s_c_556>, <|prod_begin|><s_a_345><s_b_1688><s_c_1131>, <|prod_begin|><s_a_3937><s_b_7537><s_c_1832>, <|prod_begin|><s_a_2095><s_b_884><s_c_7978>, <|prod_begin|><s_a_4633><s_b_222><s_c_3773>, <|prod_begin|><s_a_1906><s_b_4743><s_c_4641>, <|prod_begin|><s_a_5271><s_b_3295><s_c_5571>, <|prod_begin|><s_a_2985><s_b_4023><s_c_6597>, <|prod_begin|><s_a_4626><s_b_6091><s_c_1622>, <|prod_begin|><s_a_2201><s_b_3353><s_c_590>, <|prod_begin|><s_a_2572><s_b_7270><s_c_3114>, <|prod_begin|><s_a_5033><s_b_7936><s_c_7420>, <|prod_begin|><s_a_7622><s_b_746><s_c_511>, <|prod_begin|><s_a_2095><s_b_884><s_c_7978>, <|prod_begin|><s_a_1919><s_b_6091><s_c_5232>, <|prod_begin|><s_a_6091><s_b_4417><s_c_6619>, <|prod_begin|><s_a_6879><s_b_1142><s_c_2768>, <|prod_begin|><s_a_5785><s_b_850><s_c_685>, <|prod_begin|><s_a_1899><s_b_6100><s_c_7157>, <|prod_begin|><s_a_6879><s_b_1142><s_c_2768>, <|prod_begin|><s_a_370><s_b_4782><s_c_288>, <|prod_begin|><s_a_1938><s_b_2491><s_c_4895>, <|prod_begin|><s_a_1829><s_b_1465><s_c_5809>, <|prod_begin|><s_a_1829><s_b_746><s_c_5809>, <|prod_begin|><s_a_6462><s_b_3138><s_c_1272>, <|prod_begin|><s_a_1693><s_b_3005><s_c_4452>, <|prod_begin|><s_a_3850><s_b_4240><s_c_5925>, <|prod_begin|><s_a_5494><s_b_1334><s_c_3254>, <|prod_begin|><s_a_370><s_b_1473><s_c_803>, <|prod_begin|><s_a_7306><s_b_7152><s_c_5809>, <|prod_begin|><s_a_1925><s_b_2671><s_c_5347>, <|prod_begin|><s_a_7794><s_b_989><s_c_628>, <|prod_begin|><s_a_7794><s_b_7077><s_c_7334>, <|prod_begin|><s_a_7433><s_b_5176><s_c_4635>, <|prod_begin|><s_a_3889><s_b_5449><s_c_5345>, <|prod_begin|><s_a_6824><s_b_6080><s_c_4594>, <|prod_begin|><s_a_6916><s_b_5050><s_c_7517>, <|prod_begin|><s_a_7330><s_b_222><s_c_2820>, <|prod_begin|><s_a_6824><s_b_6906><s_c_4871>, <|prod_begin|><s_a_7433><s_b_1693><s_c_2006>，购买了 <|prod_begin|><s_a_7060><s_b_4303><s_c_5347>, <|prod_begin|><s_a_2033><s_b_5050><s_c_2932>, <|prod_begin|><s_a_6217><s_b_5515><s_c_396>, <|prod_begin|><s_a_2950><s_b_6878><s_c_1041>, <|prod_begin|><s_a_6111><s_b_6454><s_c_8100>, <|prod_begin|><s_a_2064><s_b_8117><s_c_736>, <|prod_begin|><s_a_1504><s_b_3428><s_c_7780>, <|prod_begin|><s_a_774><s_b_7687><s_c_7978>, <|prod_begin|><s_a_4633><s_b_326><s_c_4886>, <|prod_begin|><s_a_2671><s_b_6091><s_c_7366>, <|prod_begin|><s_a_6111><s_b_2479><s_c_2652>, <|prod_begin|><s_a_4633><s_b_3702><s_c_4757>, <|prod_begin|><s_a_4053><s_b_5436><s_c_1076>, <|prod_begin|><s_a_1919><s_b_6091><s_c_5232>, <|prod_begin|><s_a_6879><s_b_1142><s_c_2768>, <|prod_begin|><s_a_8138><s_b_1290><s_c_5193>, <|prod_begin|><s_a_1925><s_b_2671><s_c_5347>, <|prod_begin|><s_a_7433><s_b_5176><s_c_4635>, <|prod_begin|><s_a_6824><s_b_6906><s_c_4871>。
广告行为: 点击过广告 <|ad_begin|><s_a_2201><s_b_5419><s_c_4384>, <|ad_begin|><s_a_4157><s_b_5429><s_c_7899>, <|ad_begin|><s_a_4746><s_b_7174><s_c_1933>, <|ad_begin|><s_a_1636><s_b_57><s_c_5563>, <|ad_begin|><s_a_7294><s_b_946><s_c_3913>, <|ad_begin|><s_a_3001><s_b_3280><s_c_401>。
请基于这些线索总结该用户在各场景中的目标内容。/think<|im_end|>
<|im_start|>assistant
<think>好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并严格遵守脱敏规范。
### 分析报告
#### 【兴趣归纳】
该用户的核心兴趣高度集中且明确，主要围绕动手实践与生活实用两大主题，具体可归纳为以下四类：
1. **五金工具与DIY维修**：此为用户最核心、交互深度最深的兴趣。用户有大量购买行为，覆盖了电焊机 <|prod_begin|><s_a_4633><s_b_326><s_c_4886>、铆钉枪 <|prod_begin|><s_a_2033><s_b_5050><s_c_2932>、钻头、角磨机配件 (</think>
该用户最近点击了商品: <|prod_begin|><s_a_6824><s_b_5168><s_c_4871><|im_end|>
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
label_ids:
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[INFO|configuration_utils.py:847] 2026-07-07 02:48:03,730 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention"
],
"max_position_embeddings": 40960,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"pad_token_id": null,
"rms_norm_eps": 1e-06,
"rope_parameters": {
"rope_theta": 1000000,
"rope_type": "default"
},
"sliding_window": null,
"tie_word_embeddings": false,
"transformers_version": "5.6.0",
"use_cache": true,
"use_sliding_window": false,
"vocab_size": 176253
}
labels:
<think>
</think>
{"logic_chain": {"name": "从被动接收信息到主动学习专业技能的认知升级", "events": [{"date": "2025-12-19", "action": "[广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>", "logic": "初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"}, {"date": "2026-01-25", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>", "logic": "认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>", "logic": "技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|>
<think>
</think>
{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|>
<think>
</think>
["<|prod_begin|><s_a_7798><s_b_5044><s_c_5543>", "<|prod_begin|><s_a_2950><s_b_5636><s_c_1672>", "<|prod_begin|><s_a_7485><s_b_664><s_c_1363>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_2639>", "<|prod_begin|><s_a_2950><s_b_5492><s_c_4839>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_7556>", "<|prod_begin|><s_a_5051><s_b_5492><s_c_1303>", "<|prod_begin|><s_a_2950><s_b_8151><s_c_1105>", "<|prod_begin|><s_a_2950><s_b_7677><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_7874><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_1259><s_c_8075>", "<|prod_begin|><s_a_2950><s_b_6048><s_c_4147>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_7800>", "<|prod_begin|><s_a_6728><s_b_4009><s_c_4570>", "<|prod_begin|><s_a_7553><s_b_6434><s_c_531>", "<|prod_begin|><s_a_6728><s_b_6426><s_c_3214>", "<|prod_begin|><s_a_6728><s_b_3146><s_c_1941>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_5087>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_5650>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_314>"]<|im_end|>
<think>
</think>
["<|video_begin|><s_a_3115><s_b_1555><s_c_2070>", "<|video_begin|><s_a_3632><s_b_5489><s_c_2370>", "<|prod_begin|><s_a_5353><s_b_5489><s_c_2531>"]<|im_end|>
<think>好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并严格遵守脱敏规范。
### 分析报告
#### 【兴趣归纳】
该用户的核心兴趣高度集中且明确，主要围绕动手实践与生活实用两大主题，具体可归纳为以下四类：
1. **五金工具与DIY维修**：此为用户最核心、交互深度最深的兴趣。用户有大量购买行为，覆盖了电焊机 <|prod_begin|><s_a_4633><s_b_326><s_c_4886>、铆钉枪 <|prod_begin|><s_a_2033><s_b_5050><s_c_2932>、钻头、角磨机配件 (</think>
该用户最近点击了商品: <|prod_begin|><s_a_6824><s_b_5168><s_c_4871><|im_end|>
[INFO|2026-07-07 02:48:03] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-07 02:48:04] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-07 02:48:04,582 >> 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] 2026-07-07 02:48:04,582 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-07 02:48:04,724 >> 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: 0%| | 1/311 [00:00<01:09, 4.46it/s] Loading weights: 1%| | 2/311 [00:00<01:10, 4.40it/s] Loading weights: 16%|█▌ | 50/311 [00:00<00:01, 131.69it/s] Loading weights: 23%|██▎ | 72/311 [00:00<00:01, 129.16it/s] Loading weights: 35%|███▍ | 108/311 [00:00<00:01, 185.88it/s] Loading weights: 46%|████▌ | 142/311 [00:00<00:00, 225.22it/s] Loading weights: 55%|█████▍ | 170/311 [00:01<00:00, 235.55it/s] Loading weights: 64%|██████▍ | 200/311 [00:01<00:00, 253.00it/s] Loading weights: 75%|███████▍ | 233/311 [00:01<00:00, 274.16it/s] Loading weights: 85%|████████▌ | 265/311 [00:01<00:00, 284.67it/s] Loading weights: 95%|█████████▌| 296/311 [00:01<00:00, 290.60it/s] Loading weights: 100%|██████████| 311/311 [00:01<00:00, 209.09it/s]
[INFO|configuration_utils.py:980] 2026-07-07 02:48:06,905 >> 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] 2026-07-07 02:48:06,905 >> 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] 2026-07-07 02:48:07,226 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-07 02:48:07] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-07 02:48:07] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-07 02:48:07] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-07 02:48:07] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-07 02:48:07] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-07 02:48:07,280 >> 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] 2026-07-07 02:48:07,395 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-07 02:48:07,395 >> Num examples = 1,830
[INFO|trainer.py:1471] 2026-07-07 02:48:07,395 >> Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-07 02:48:07,395 >> Num update steps per epoch = 458
[INFO|trainer.py:1473] 2026-07-07 02:48:07,395 >> Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-07 02:48:07,395 >> Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-07 02:48:07,395 >> Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-07 02:48:07,395 >> Total optimization steps = 458
[INFO|trainer.py:1479] 2026-07-07 02:48:07,395 >> Number of trainable parameters = 801,433,600
0%| | 0/458 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-07 02:48:07,701 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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Training completed. Do not forget to share your model on huggingface.co/models =)
100%|██████████| 458/458 [1:00:45<00:00, 6.37s/it] 100%|██████████| 458/458 [1:00:45<00:00, 7.96s/it]
[INFO|trainer.py:3815] 2026-07-07 03:48:53,268 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5
[INFO|configuration_utils.py:533] 2026-07-07 03:48:53,269 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/config.json
[INFO|configuration_utils.py:816] 2026-07-07 03:48:53,270 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/generation_config.json
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{'train_runtime': '3646', 'train_samples_per_second': '0.502', 'train_steps_per_second': '0.126', 'train_loss': '1.624', 'epoch': '1'}
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] 2026-07-07 03:48:54,120 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-07 03:48:54,238 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-07 03:48:54,259 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/tokenizer_config.json
***** train metrics *****
epoch = 1.0
total_flos = 203238625GF
train_loss = 1.6237
train_runtime = 1:00:45.87
train_samples_per_second = 0.502
train_steps_per_second = 0.126
Figure saved at: /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/training_loss.png
[WARNING|2026-07-07 03:48:54] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-07 03:48:54] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-07 03:48:54,376 >> 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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