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[2026-07-15 02:02:14] stage 1/1: /home/ll/llm4rec/experiments/configs/v36_v29_general_guard_lr4e7_ep12.yaml
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
import pkg_resources
[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
[INFO|2026-07-15 02:02:16] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:769] 2026-07-15 02:02:16,854 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 02:02:16,857 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": null,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
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],
"max_position_embeddings": 40960,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"pad_token_id": 151643,
"rms_norm_eps": 1e-06,
"rope_parameters": {
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"rope_type": "default"
},
"sliding_window": null,
"tie_word_embeddings": false,
"transformers_version": "5.6.0",
"use_cache": false,
"use_sliding_window": false,
"vocab_size": 176253
}
[INFO|configuration_utils.py:769] 2026-07-15 02:02:17,512 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 02:02:17,512 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": null,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
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"max_position_embeddings": 40960,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"pad_token_id": 151643,
"rms_norm_eps": 1e-06,
"rope_parameters": {
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"rope_type": "default"
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"use_cache": false,
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"vocab_size": 176253
}
[INFO|configuration_utils.py:769] 2026-07-15 02:02:17,512 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 02:02:17,513 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": null,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
"full_attention",
"full_attention",
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[INFO|2026-07-15 02:02:18] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v36_general_guard.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: 26125 examples [00:00, 225198.05 examples/s] Generating train split: 57525 examples [00:00, 254038.76 examples/s] Generating train split: 80000 examples [00:00, 261111.18 examples/s]
Converting format of dataset (num_proc=16): 0%| | 0/80000 [00:00<?, ? examples/s] Converting format of dataset (num_proc=16): 2%|▏ | 1296/80000 [00:00<00:16, 4859.07 examples/s] Converting format of dataset (num_proc=16): 40%|████ | 32083/80000 [00:00<00:00, 110177.64 examples/s] Converting format of dataset (num_proc=16): 77%|███████▋ | 61412/80000 [00:00<00:00, 167966.59 examples/s] Converting format of dataset (num_proc=16): 100%|██████████| 80000/80000 [00:00<00:00, 115879.40 examples/s]
Running tokenizer on dataset (num_proc=16): 0%| | 0/80000 [00:00<?, ? examples/s] Running tokenizer on dataset (num_proc=16): 1%|▏ | 1000/80000 [00:02<03:09, 417.19 examples/s] Running tokenizer on dataset (num_proc=16): 2%|▎ | 2000/80000 [00:03<02:00, 649.47 examples/s] Running tokenizer on dataset (num_proc=16): 5%|▌ | 4000/80000 [00:04<01:06, 1138.36 examples/s] Running tokenizer on dataset (num_proc=16): 8%|▊ | 6000/80000 [00:04<00:37, 1994.88 examples/s] Running tokenizer on dataset (num_proc=16): 9%|▉ | 7000/80000 [00:05<00:42, 1700.74 examples/s] Running tokenizer on dataset (num_proc=16): 11%|█▏ | 9000/80000 [00:05<00:26, 2676.23 examples/s] Running tokenizer on dataset (num_proc=16): 14%|█▍ | 11000/80000 [00:06<00:28, 2419.61 examples/s] Running tokenizer on dataset (num_proc=16): 18%|█▊ | 14000/80000 [00:06<00:16, 3889.71 examples/s] Running tokenizer on dataset (num_proc=16): 19%|█▉ | 15000/80000 [00:06<00:15, 4275.72 examples/s] Running tokenizer on dataset (num_proc=16): 20%|██ | 16000/80000 [00:07<00:20, 3105.01 examples/s] Running tokenizer on dataset (num_proc=16): 21%|██▏ | 17000/80000 [00:07<00:17, 3626.01 examples/s] Running tokenizer on dataset (num_proc=16): 22%|██▎ | 18000/80000 [00:07<00:15, 4068.53 examples/s] Running tokenizer on dataset (num_proc=16): 24%|██▍ | 19000/80000 [00:07<00:12, 4792.43 examples/s] Running tokenizer on dataset (num_proc=16): 25%|██▌ | 20000/80000 [00:07<00:11, 5037.29 examples/s] Running tokenizer on dataset (num_proc=16): 26%|██▋ | 21000/80000 [00:08<00:18, 3214.61 examples/s] Running tokenizer on dataset (num_proc=16): 29%|██▉ | 23000/80000 [00:08<00:11, 4901.20 examples/s] Running tokenizer on dataset (num_proc=16): 30%|███ | 24000/80000 [00:08<00:11, 5082.01 examples/s] Running tokenizer on dataset (num_proc=16): 31%|███▏ | 25000/80000 [00:09<00:10, 5177.62 examples/s] Running tokenizer on dataset (num_proc=16): 32%|███▎ | 26000/80000 [00:09<00:18, 2947.72 examples/s] Running tokenizer on dataset (num_proc=16): 36%|███▋ | 29000/80000 [00:09<00:09, 5621.81 examples/s] Running tokenizer on dataset (num_proc=16): 39%|███▉ | 31000/80000 [00:10<00:14, 3492.99 examples/s] Running tokenizer on dataset (num_proc=16): 41%|████▏ | 33000/80000 [00:11<00:10, 4673.85 examples/s] Running tokenizer on dataset (num_proc=16): 44%|████▍ | 35000/80000 [00:11<00:11, 4085.51 examples/s] Running tokenizer on dataset (num_proc=16): 45%|████▌ | 36000/80000 [00:11<00:11, 3830.59 examples/s] Running tokenizer on dataset (num_proc=16): 46%|████▋ | 37000/80000 [00:12<00:10, 4205.33 examples/s] Running tokenizer on dataset (num_proc=16): 49%|████▉ | 39000/80000 [00:12<00:07, 5526.98 examples/s] Running tokenizer on dataset (num_proc=16): 51%|█████▏ | 41000/80000 [00:13<00:10, 3812.34 examples/s] Running tokenizer on dataset (num_proc=16): 54%|█████▍ | 43000/80000 [00:13<00:07, 4863.32 examples/s] Running tokenizer on dataset (num_proc=16): 55%|█████▌ | 44000/80000 [00:13<00:06, 5198.52 examples/s] Running tokenizer on dataset (num_proc=16): 57%|█████▊ | 46000/80000 [00:14<00:09, 3693.02 examples/s] Running tokenizer on dataset (num_proc=16): 60%|██████ | 48000/80000 [00:14<00:06, 4632.23 examples/s] Running tokenizer on dataset (num_proc=16): 61%|██████▏ | 49000/80000 [00:14<00:06, 5155.24 examples/s] Running tokenizer on dataset (num_proc=16): 62%|██████▎ | 50000/80000 [00:14<00:05, 5740.29 examples/s] Running tokenizer on dataset (num_proc=16): 64%|██████▍ | 51000/80000 [00:15<00:08, 3341.85 examples/s] Running tokenizer on dataset (num_proc=16): 65%|██████▌ | 52000/80000 [00:15<00:07, 3774.09 exampl
training example:
input_ids:
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inputs:
<|im_start|>user
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--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5128><s_c_5235>
【2025-11-21】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_958>
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_4056><s_c_3265>
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-11-24】
--:-- [直播-关注] <|living_begin|><s_a_2422><s_b_1227><s_c_5563>
【2025-11-25】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5727><s_c_1433>
【2025-11-27】
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_4037><s_c_5563>
【2025-11-28】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_3958>
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_6988>
--:-- [直播-关注] <|living_begin|><s_a_2344><s_b_5727><s_c_4573>
【2025-11-29】
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
【2025-12-03】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_2547><s_c_3034>
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5748><s_c_958>
【2025-12-05】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_4917><s_c_958>
--:-- [直播-关注] <|living_begin|><s_a_4669><s_b_451><s_c_2513>
【2025-12-09】
--:-- [直播-关注] <|living_begin|><s_a_2860><s_b_3321><s_c_616>
【2025-12-10】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3958>
--:-- [直播-关注] <|living_begin|><s_a_589><s_b_6234><s_c_1870>
【2025-12-11】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_1738>
【2025-12-12】
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_7292><s_c_1726>
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_3894><s_c_2249>
【2025-12-14】
--:-- [商品-购买] <|prod_begin|><s_a_2070><s_b_321><s_c_4519>
--:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_2103><s_c_1841>
【2025-12-16】
--:-- [直播-关注] <|living_begin|><s_a_4427><s_b_4949><s_c_1957>
【2025-12-19】
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-20】
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_4458><s_c_2226>
【2025-12-21】
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4953><s_c_6327>
--:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_2056><s_c_593>
【2025-12-24】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5101><s_c_4422>
【2025-12-26】
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-31】
--:-- [商品-购买] <|prod_begin|><s_a_5558><s_b_196><s_c_70>
【2026-01-04】
10:18 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
10:18 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_5936>
10:21 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
10:35 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5511><s_c_1232>
【2026-01-05】
03:11 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_2792><s_c_1389>
03:13 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
03:14 [广告-深度转化] <|ad_begin|><s_a_2125><s_b_414><s_c_4515>
03:15 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5200><s_c_4159>
03:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
03:18 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
07:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3973><s_c_2452>
【2026-01-06】
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_5941>
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_5952><s_c_4663>
01:43 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_3447><s_c_360>
06:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_4930>
07:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6234><s_c_3447>
【2026-01-07】
--:-- [商品-购买] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
09:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5273>
12:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4932>
【2026-01-08】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_4543>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
04:50 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
04:52 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
04:52 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4730>
07:30 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_3006><s_c_2808>
07:30 [广告-深度转化] <|ad_begin|><s_a_2025><s_b_1232><s_c_2261>
08:59 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_6341>
【2026-01-09】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1984><s_c_5673>
--:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2069><s_c_7550>
【2026-01-10】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6058><s_c_535>
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3399><s_c_1938>
02:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_7091>
【2026-01-11】
--:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_6426><s_c_887>
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_746><s_c_1541>
【2026-01-12】
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
--:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_1059>
05:01 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
05:34 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1119><s_c_4932>
09:31 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
【2026-01-13】
02:24 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6913><s_c_1720>
07:15 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_7261><s_c_5673>
07:16 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-14】
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1806><s_c_4859>
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2863><s_c_5563>
【2026-01-15】
--:-- [商品-购买] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
09:11 [广告-深度转化] <|ad_begin|><s_a_5570><s_b_6435><s_c_5413>
09:11 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_423><s_c_3016>
09:13 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1413><s_c_4159>
09:31 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_697><s_c_5209>
【2026-01-16】
03:44 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_620><s_c_4595>
06:36 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7571><s_c_6962>
【2026-01-19】
04:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1434><s_c_2337>
04:43 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-20】
01:12 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2026-01-21】
04:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_4487>
07:58 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_4548>
07:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1914>
09:19 [广告-点击] <|ad_begin|><s_a_5529><s_b_1431><s_c_773>
【2026-01-22】
02:35 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_558><s_c_6278>
02:35 [视频-点赞/长播] <|video_begin|><s_a_3241><s_b_8179><s_c_5563>
03:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
03:11 [广告-点击] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
03:12 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
03:12 [广告-点击] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
03:12 [广告-点击] <|ad_begin|><s_a_4540><s_b_5175><s_c_7695>
03:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>
04:02 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_404><s_c_5061>
04:02 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_5711><s_c_7257>
04:02 [视频-关注/长播] <|video_begin|><s_a_7893><s_b_7390><s_c_3830>
04:07 [广告-点击] <|ad_begin|><s_a_4071><s_b_4295><s_c_2189>
04:25 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_2828><s_c_1254>
04:27 [视频-关注/长播] <|video_begin|><s_a_1108><s_b_6972><s_c_1428>
04:32 [视频-点赞/长播] <|video_begin|><s_a_6442><s_b_765><s_c_5563>
04:32 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_5270><s_c_4599>
05:20 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
05:20 [广告-点击] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
05:22 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
05:22 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
05:24 [广告-点击] <|ad_begin|><s_a_5932><s_b_989><s_c_6468>
06:40 [视频-收藏/长播] <|video_begin|><s_a_4815><s_b_6234><s_c_7106>
07:45 [广告-深度转化] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
07:45 [广告-点击] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
08:45 [广告-点击] <|ad_begin|><s_a_5903><s_b_404><s_c_5061>
【2026-01-23】
03:18 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>
05:43 [视频-关注/长播] <|video_begin|><s_a_7268><s_b_5081><s_c_1477>
07:46 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
07:46 [广告-点击] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
07:46 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_3026>
09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7149><s_b_4945><s_c_808>
09:59 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_7959><s_c_7695>
10:13 [视频-点赞/长播] <|video_begin|><s_a_2012><s_b_7390><s_c_237>
【2026-01-24】
00:07 [视频-收藏/长播] <|video_begin|><s_a_7149><s_b_4000><s_c_5673>
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_7149><s_b_573><s_c_1719>
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_6140><s_b_1002><s_c_4641>
04:53 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_2409>
05:38 [广告-点击] <|ad_begin|><s_a_6229><s_b_5349><s_c_5673>
07:42 [视频-关注/长播] <|video_begin|><s_a_3241><s_b_6525><s_c_7807>
07:48 [视频-关注/长播] <|video_begin|><s_a_2405><s_b_4167><s_c_5135>
08:06 [视频-转发/收藏/长播] <|video_begin|><s_a_1883><s_b_6006><s_c_4979>
08:06 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_5727><s_c_3948>
08:45 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7746><s_c_5663>
10:20 [视频-收藏/长播] <|video_begin|><s_a_7411><s_b_7946><s_c_1272>
10:45 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_4305><s_c_3034>
23:01 [视频-转发/长播] <|video_begin|><s_a_458><s_b_57><s_c_7106>
【2026-01-25】
00:02 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_1137><s_c_1428>
06:19 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
06:19 [广告-点击] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
06:32 [广告-点击] <|ad_begin|><s_a_6140><s_b_3932><s_c_3447>
【2026-01-26】
00:44 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_4475><s_c_2781>
02:07 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
02:07 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
02:19 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_6442><s_c_1697>
02:44 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1002><s_c_1428>
07:17 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_4542><s_c_4932>
【2026-01-27】
03:38 [视频-关注/长播] <|video_begin|><s_a_2012><s_b_5369><s_c_3034>
03:44 [视频-转发/长播] <|video_begin|><s_a_5695><s_b_741><s_c_3062>
03:49 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_19><s_c_3676>
03:49 [视频-关注/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_853>
04:04 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_4839><s_c_3026>
04:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
04:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
04:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2447>
04:26 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
04:26 [广告-点击] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
04:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
04:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
04:27 [广告-点击] <|ad_begin|><s_a_7034><s_b_1892><s_c_4180>
04:28 [视频-关注/长播] <|video_begin|><s_a_1883><s_b_558><s_c_4926>
04:33 [视频-关注/长播] <|video_begin|><s_a_2181><s_b_8125><s_c_362>
04:33 [视频-关注/点赞/长播] <|video_begin|><s_a_6776><s_b_588><s_c_46>
04:37 [广告-点击] <|ad_begin|><s_a_7042><s_b_5893><s_c_1>
04:53 [视频-点赞/长播] <|video_begin|><s_a_3990><s_b_4430><s_c_5677>
04:54 [视频-收藏/长播] <|video_begin|><s_a_6490><s_b_1740><s_c_6442>
05:04 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7390><s_c_6442>
09:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5968><s_b_1029><s_c_1659>
09:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>
【2026-01-28】
03:40 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
03:40 [广告-点击] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
03:41 [广告-点击] <|ad_begin|><s_a_3956><s_b_4010><s_c_6930>
04:17 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_3420><s_c_1162>
04:19 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
04:19 [广告-点击] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
04:20 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
04:20 [广告-点击] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
04:21 [广告-点击] <|ad_begin|><s_a_4835><s_b_1798><s_c_7713>
04:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
04:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
05:47 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
05:47 [广告-点击] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
05:47 [广告-点击] <|ad_begin|><s_a_3627><s_b_1510><s_c_4180>
08:48 [视频-关注/转发/长播] <|video_begin|><s_a_5695><s_b_5727><s_c_1428>
09:50 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_1471>
11:03 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
11:03 [广告-点击] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
【2026-01-29】
01:32 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5359>
02:00 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_7888><s_c_6782>
10:38 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_4263>
【2026-01-30】
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6358><s_c_5563>
06:58 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_104><s_c_360>
【2026-01-31】
01:08 [广告-点击] <|ad_begin|><s_a_7042><s_b_4944><s_c_1707>
04:11 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_6072>
04:18 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:18 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:36 [广告-点击] <|ad_begin|><s_a_1210><s_b_104><s_c_7268>
06:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_1795><s_c_7268>
23:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_8058><s_c_3775>
【2026-02-01】
00:35 [广告-点击] <|ad_begin|><s_a_562><s_b_3297><s_c_6707>
00:38 [广告-点击] <|ad_begin|><s_a_7240><s_b_5904><s_c_5563>
00:40 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
02:51 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
02:51 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
02:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6170><s_c_5677>
04:18 [广告-点击] <|ad_begin|><s_a_7710><s_b_5869><s_c_2699>
04:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
04:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_3011>
05:09 [广告-点击] <|ad_begin|><s_a_5368><s_b_6550><s_c_2321>
09:12 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
10:57 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
10:57 [广告-点击] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
23:57 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_1642><s_c_6616>
【2026-02-02】
00:14 [广告-点击] <|ad_begin|><s_a_805><s_b_800><s_c_4192>
01:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4508><s_c_1161>
--:-- [商品-购买] <|prod_begin|><s_a_577><s_b_152><s_c_475>
09:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4305><s_c_2756>
23:58 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2820>
【2026-02-03】
00:05 [视频-长播] <|video_begin|><s_a_3373><s_b_946><s_c_6977>
00:33 [视频-长播] <|video_begin|><s_a_4646><s_b_2963><s_c_6629>
00:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1595><s_c_2156>
00:34 [视频-长播] <|video_begin|><s_a_3767><s_b_7965><s_c_7695>
01:21 [视频-长播] <|video_begin|><s_a_532><s_b_8022><s_c_4341>
01:53 [视频-转发/长播] <|video_begin|><s_a_7149><s_b_588><s_c_1451>
02:00 [视频-长播] <|video_begin|><s_a_3510><s_b_3193><s_c_3026>
02:00 [视频-长播] <|video_begin|><s_a_7409><s_b_4275><s_c_536>
03:19 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_5445><s_c_1317>
03:27 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2225>
03:32 [视频-长播] <|video_begin|><s_a_5907><s_b_5445><s_c_5194>
03:37 [视频-长播] <|video_begin|><s_a_4403><s_b_3589><s_c_6278>
03:42 [视频-长播] <|video_begin|><s_a_3717><s_b_311><s_c_1428>
04:15 [视频-点赞/长播] <|video_begin|><s_a_3600><s_b_1715><s_c_4570>
04:38 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:38 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6819><s_c_853>
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_558><s_c_1119>
04:58 [视频-长播] <|video_begin|><s_a_7879><s_b_2865><s_c_47>
07:22 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
07:22 [广告-点击] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
07:23 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
07:24 [视频-长播] <|video_begin|><s_a_5998><s_b_8179><s_c_904>
07:24 [视频-长播] <|video_begin|><s_a_993><s_b_2854><s_c_5843>
23:38 [视频-长播] <|video_begin|><s_a_4646><s_b_1284><s_c_359>
23:38 [视频-长播] <|video_begin|><s_a_7312><s_b_2419><s_c_607>
23:45 [视频-长播] <|video_begin|><s_a_1883><s_b_3828><s_c_3054>
23:46 [视频-长播] <|video_begin|><s_a_458><s_b_3420><s_c_607>
23:51 [广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_5349>
23:56 [视频-长播] <|video_begin|><s_a_16><s_b_8179><s_c_2370>
23:56 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_677>
【2026-02-04】
00:09 [视频-长播] <|video_begin|><s_a_2252><s_b_414><s_c_4810>
03:26 [视频-长播] <|video_begin|><s_a_7149><s_b_7016><s_c_1957>
03:26 [视频-长播] <|video_begin|><s_a_7879><s_b_6045><s_c_4724>
03:36 [广告-点击] <|ad_begin|><s_a_4928><s_b_800><s_c_5115>
03:37 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
03:37 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
03:44 [视频-长播] <|video_begin|><s_a_457><s_b_4996><s_c_3041>
04:24 [广告-点击] <|ad_begin|><s_a_1383><s_b_6874><s_c_7683>
05:06 [视频-长播] <|video_begin|><s_a_5968><s_b_2826><s_c_6561>
05:09 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
05:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
05:10 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
05:10 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
05:10 [广告-点击] <|ad_begin|><s_a_1210><s_b_727><s_c_2704>
05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5061>
05:46 [视频-长播] <|video_begin|><s_a_3829><s_b_5659><s_c_1935>
05:46 [视频-长播] <|video_begin|><s_a_4646><s_b_1720><s_c_47>
08:59 [广告-点击] <|ad_begin|><s_a_4649><s_b_1740><s_c_7099>
09:00 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
09:07 [视频-关注/点赞/长播] <|video_begin|><s_a_2350><s_b_6442><s_c_4879>
09:15 [视频-长播] <|video_begin|><s_a_2428><s_b_4688><s_c_2530>
09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6436><s_c_7925>
09:16 [视频-关注/点赞/长播] <|video_begin|><s_a_8159><s_b_7749><s_c_5209>
23:32 [视频-长播] <|video_begin|><s_a_5019><s_b_632><s_c_2530>
23:33 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_7718>
【2026-02-05】
00:10 [视频-长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
00:10 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_7437><s_c_853>
00:14 [视频-长播] <|video_begin|><s_a_4646><s_b_3447><s_c_7378>
00:16 [视频-长播] <|video_begin|><s_a_7149><s_b_19><s_c_2123>
01:08 [视频-长播] <|video_begin|><s_a_3510><s_b_1642><s_c_47>
01:08 [视频-长播] <|video_begin|><s_a_1336><s_b_952><s_c_853>
01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_7749><s_c_1161>
01:29 [视频-长播] <|video_begin|><s_a_1883><s_b_6972><s_c_7979>
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3208><s_c_3111>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
--:-- [商品-点击] <|prod_begin|><s_a_1953><s_b_7537><s_c_7706>
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_3165>
--:-- [商品-点击] <|prod_begin|><s_a_605><s_b_6426><s_c_7656>
--:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_2808><s_c_5331>
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_152><s_c_941>
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6675><s_c_7656>
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_3635><s_c_7334>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_6426><s_c_4109>
--:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_3132><s_c_3317>
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1715><s_c_3650>
--:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_3295><s_c_8099>
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
--:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_1165><s_c_5957>
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_203><s_c_4134>
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7604><s_c_2077>
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1290><s_c_3240>
--:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
03:11 [广告-点击] <|ad_begin|><s_a_7034><s_b_1188><s_c_4952>
03:31 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_351><s_c_5673>
03:35 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_4305><s_c_607>
03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7312><s_b_2008><s_c_360>
04:00 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4200>
04:47 [视频-长播] <|video_begin|><s_a_6219><s_b_5329><s_c_6754>
04:53 [视频-长播] <|video_begin|><s_a_4064><s_b_1720><s_c_3026>
04:54 [视频-长播] <|video_begin|><s_a_3510><s_b_451><s_c_6112>
04:54 [视频-长播] <|video_begin|><s_a_3363><s_b_6006><s_c_7899>
04:54 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_1591>
05:02 [视频-长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
06:17 [广告-点击] <|ad_begin|><s_a_1383><s_b_4723><s_c_7616>
06:18 [广告-深度转化] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
06:18 [广告-点击] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
06:19 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
06:19 [广告-点击] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
06:20 [广告-深度转化] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
06:20 [广告-点击] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
06:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1510><s_c_2678>
08:11 [视频-评论/收藏/长播] <|video_begin|><s_a_16><s_b_4262><s_c_3775>
08:22 [视频-长播] <|video_begin|><s_a_3373><s_b_621><s_c_47>
08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_4262><s_c_7979>
08:43 [视频-长播] <|video_begin|><s_a_3935><s_b_6045><s_c_853>
08:51 [视频-长播] <|video_begin|><s_a_3510><s_b_6045><s_c_77>
08:59 [广告-深度转化] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
08:59 [广告-点击] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
11:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_1740><s_c_2242>
【2026-02-06】
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6352><s_c_2770>
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_747><s_b_6224><s_c_1553>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_1906><s_b_7764><s_c_6971>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_1303>
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_2091><s_c_7743>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6352><s_c_3824>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_1157>
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4458><s_c_3909>
--:-- [商品-点击] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
--:-- [商品-点击] <|prod_begin|><s_a_779><s_b_3233><s_c_1644>
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_3340><s_c_3456>
--:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_6209><s_c_4899>
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_1717><s_c_1900>
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
角色任务:你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家,请依托以上用户交互历史,针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
交互行为类型(固定格式严禁更改): 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑(递进性准则):
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 与交互 A 必须处于同一生活场景和主题类目下,并具备极强的需求补完关系。
2.兴趣因果递进:交互 B 是因为 交互 A 产生的副作用或新需求,或者 A 是 B 的诱因。
3.需求深度细化:在同一主题类目下,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:围绕“便秘”问题的多路径食疗方案探索与验证
输出格式:请以 JSON 对象形式返回,结构如下:
{
"logic_chain": {
"name": "围绕“便秘”问题的多路径食疗方案探索与验证",
"events": [
{
"date": "YYYY-MM-DD",
"action": "[交互行为类型] 交互内容"严格对应Timeline中交互条目不允许省略,
"logic": "逻辑说明"
}
]
}
}
强约束:最终答案必须是一个可被 json.loads 解析的 JSON不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain":{"name":"围绕“便秘”问题的多路径食疗方案探索与验证","events":[{"date":"2025-06-26","action":"[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>","logic":"问题识别与初始行动:首次购买针对性产品“便秘果”,标志着用户明确了健康问题并开始寻求解决方案。"},{"date":"2026-01-22","action":"[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>","logic":"信息获取与方案拓展:用户通过高强度互动(转发/收藏/点赞)学习新的食疗偏方(紫皮洋葱),表明初始方案可能未达预期,用户开始主动搜集更多元的非药物解决方案,认知从“购买成品”拓展到“自制偏方”。"},{"date":"2026-01-23","action":"[视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>","logic":"方案深化与对比筛选:在前一天的基础上,继续收藏新的、操作方式完全不同的解决方案(大蒜外敷)。这表明用户正在密集对比和评估不同方法的有效性,从“食疗内服”拓展到“物理外敷”,探索路径进一步深化。"},{"date":"2026-01-27","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>","logic":"认知闭环与决策收敛:用户收藏了一个对“病因”进行分析(气血不通、经络淤堵)并提供“独家秘方”的视频。这标志着用户的认知从简单的“尝试偏方”升级到对“病理机制”的探究,并可能找到了一个自认为更根本的解决方案,形成了初步的认知闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】:
【2025-02-17】
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_3618><s_c_5291>
【2025-02-28】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_96><s_c_7548>
【2025-03-03】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3524>
【2025-03-10】
--:-- [直播-关注] <|living_begin|><s_a_1112><s_b_7603><s_c_3038>
【2025-05-10】
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5511><s_c_3026>
【2025-05-12】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7571><s_c_3026>
【2025-05-17】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_3676>
【2025-06-23】
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_1596><s_c_3501>
【2025-07-01】
--:-- [直播-打赏] <|living_begin|><s_a_6704><s_b_7342><s_c_958>
【2025-07-04】
--:-- [直播-关注] <|living_begin|><s_a_4143><s_b_971><s_c_1613>
【2025-07-05】
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6816><s_c_4459>
【2025-07-06】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3854><s_c_6278>
【2025-07-09】
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1972><s_c_2513>
【2025-07-10】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_575><s_c_6583>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7673>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2360>
【2025-07-19】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_5815>
【2025-07-22】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6519><s_c_4543>
【2025-08-04】
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_4921><s_c_7951>
【2025-08-08】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7186><s_c_1649>
【2025-08-14】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1596><s_c_1108>
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_3193><s_c_5941>
【2025-08-20】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_655>
【2025-08-23】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3147><s_c_1905>
【2025-08-24】
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_7342><s_c_5784>
【2025-08-25】
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5106><s_c_7951>
【2025-08-27】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
【2025-08-28】
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
【2025-08-30】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
【2025-09-01】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_200><s_c_6524>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5699><s_c_6524>
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
【2025-09-02】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
【2025-09-03】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
【2025-09-04】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1519><s_c_5755>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7270><s_c_7421>
【2025-09-05】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7270><s_c_7421>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1519><s_c_5755>
【2025-09-07】
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
【2025-09-08】
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3206><s_c_3643>
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7789><s_c_1467>
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_7756><s_c_4058>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
【2025-09-09】
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_7390><s_c_2403>
【2025-09-10】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_2403>
【2025-09-11】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7525><s_c_1374>
【2025-09-13】
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_3606><s_c_5563>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
【2025-09-14】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
【2025-09-16】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_1363>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_8143>
【2025-09-21】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_644>
【2025-09-22】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4381><s_c_5815>
【2025-10-03】
--:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_2439><s_c_6753>
【2025-10-04】
--:-- [直播-关注] <|living_begin|><s_a_2670><s_b_3618><s_c_7332>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5012><s_c_1303>
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_5012><s_c_3033>
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3209><s_c_1453>
--:-- [商品-点击] <|prod_begin|><s_a_2737><s_b_4706><s_c_2415>
【2025-10-05】
--:-- [直播-关注] <|living_begin|><s_a_4018><s_b_6771><s_c_4018>
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7367><s_c_1363>
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_1596><s_c_5267>
【2025-10-06】
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1715><s_c_1099>
--:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_6818><s_c_6443>
【2025-10-07】
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_2357><s_c_6416>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
--:-- [商品-点击] <|prod_begin|><s_a_3740><s_b_6489><s_c_2860>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6172><s_c_4839>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6172><s_c_4839>
【2025-10-08】
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6172><s_c_2509>
【2025-10-09】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6848><s_c_3026>
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
【2025-10-10】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
【2025-10-11】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_4677><s_b_5528><s_c_2616>
【2025-10-20】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3518><s_c_3026>
【2025-10-26】
--:-- [商品-点击] <|prod_begin|><s_a_311><s_b_5302><s_c_6388>
【2025-11-21】
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_7030><s_c_1616>
【2025-12-11】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_7754>
【2025-12-12】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2025-12-13】
--:-- [商品-点击] <|prod_begin|><s_a_7135><s_b_7801><s_c_2028>
【2025-12-16】
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1966><s_c_7706>
【2025-12-19】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3059><s_c_4913>
【2025-12-23】
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_3408><s_c_5514>
【2025-12-25】
--:-- [直播-关注] <|living_begin|><s_a_3277><s_b_5351><s_c_4388>
【2025-12-26】
--:-- [商品-点击] <|prod_begin|><s_a_2276><s_b_6454><s_c_4365>
【2025-12-27】
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_3930><s_c_3055>
--:-- [商品-点击] <|prod_begin|><s_a_1809><s_b_3037><s_c_3267>
【2026-01-01】
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_697><s_c_5941>
21:58 [广告-深度转化] <|ad_begin|><s_a_790><s_b_5707><s_c_4487>
【2026-01-02】
19:33 [广告-深度转化] <|ad_begin|><s_a_4536><s_b_1288><s_c_5667>
【2026-01-03】
06:46 [广告-深度转化] <|ad_begin|><s_a_876><s_b_7162><s_c_1148>
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
【2026-01-04】
05:03 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6435><s_c_607>
05:30 [广告-深度转化] <|ad_begin|><s_a_6246><s_b_1822><s_c_2313>
07:54 [广告-深度转化] <|ad_begin|><s_a_2830><s_b_5274><s_c_6857>
11:35 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_5952><s_c_3034>
22:57 [广告-深度转化] <|ad_begin|><s_a_5514><s_b_5378><s_c_2063>
【2026-01-05】
01:01 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5727><s_c_7671>
01:03 [广告-深度转化] <|ad_begin|><s_a_2796><s_b_4207><s_c_4207>
01:36 [广告-深度转化] <|ad_begin|><s_a_7324><s_b_827><s_c_1708>
07:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_799><s_c_907>
08:08 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4692><s_c_4626>
08:12 [广告-深度转化] <|ad_begin|><s_a_5485><s_b_7894><s_c_12>
10:01 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_4207>
10:01 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_697><s_c_827>
11:06 [广告-深度转化] <|ad_begin|><s_a_606><s_b_7919><s_c_4944>
【2026-01-06】
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4104><s_c_3367>
--:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_5302><s_c_4937>
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3606><s_c_646>
10:18 [广告-深度转化] <|ad_begin|><s_a_1383><s_b_1119><s_c_3716>
10:23 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_5538><s_c_7534>
18:15 [广告-深度转化] <|ad_begin|><s_a_77><s_b_96><s_c_1901>
21:56 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4475><s_c_2447>
22:26 [广告-深度转化] <|ad_begin|><s_a_4942><s_b_1974><s_c_6310>
【2026-01-07】
06:59 [广告-深度转化] <|ad_begin|><s_a_1242><s_b_6561><s_c_3659>
--:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
09:49 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3314><s_c_8003>
【2026-01-08】
--:-- [商品-点击] <|prod_begin|><s_a_7135><s_b_7801><s_c_2028>
10:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_3659>
21:50 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_989><s_c_1982>
【2026-01-09】
05:40 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4746><s_c_4547>
【2026-01-10】
05:07 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_57><s_c_2165>
22:32 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7498><s_c_5621>
22:32 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_5511><s_c_5563>
22:36 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_7214><s_c_4188>
【2026-01-11】
03:40 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6358><s_c_6705>
08:00 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_414><s_c_5076>
08:03 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_7608><s_c_532>
20:32 [广告-深度转化] <|ad_begin|><s_a_2391><s_b_3851><s_c_523>
20:32 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4939><s_c_1976>
20:33 [广告-深度转化] <|ad_begin|><s_a_4207><s_b_171><s_c_4207>
【2026-01-12】
07:08 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_8179><s_c_5687>
22:53 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_3675>
【2026-01-13】
05:45 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
【2026-01-14】
05:43 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_2194>
05:43 [广告-深度转化] <|ad_begin|><s_a_7149><s_b_6435><s_c_4747>
--:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_6147><s_c_3477>
10:38 [广告-深度转化] <|ad_begin|><s_a_6162><s_b_104><s_c_6390>
10:59 [广告-深度转化] <|ad_begin|><s_a_1599><s_b_3710><s_c_5504>
11:12 [广告-深度转化] <|ad_begin|><s_a_7182><s_b_7381><s_c_3294>
21:11 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2620><s_c_1111>
21:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
21:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7410><s_c_627>
【2026-01-15】
10:35 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_978><s_c_7383>
10:35 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_6248>
10:38 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_8003>
10:38 [广告-深度转化] <|ad_begin|><s_a_6390><s_b_1822><s_c_7387>
10:38 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1382><s_c_1389>
10:40 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_57><s_c_5823>
10:40 [广告-深度转化] <|ad_begin|><s_a_3554><s_b_3447><s_c_2674>
10:40 [广告-深度转化] <|ad_begin|><s_a_4351><s_b_1813><s_c_5839>
10:54 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_4733><s_c_3070>
【2026-01-19】
--:-- [商品-点击] <|prod_begin|><s_a_1809><s_b_6804><s_c_6748>
【2026-01-20】
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_5487><s_c_1937>
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_1498><s_c_2447>
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_1937><s_c_4267>
--:-- [商品-点击] <|prod_begin|><s_a_1712><s_b_7591><s_c_2262>
20:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6973><s_c_774>
【2026-01-21】
--:-- [商品-点击] <|prod_begin|><s_a_2901><s_b_5487><s_c_1937>
【2026-01-22】
10:32 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_1779><s_c_4479>
【2026-01-23】
00:32 [视频-浏览] <|video_begin|><s_a_1164><s_b_1937><s_c_6919>
00:46 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4843><s_b_4885><s_c_4631>
04:21 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_7308><s_b_6694><s_c_5673>
08:36 [视频-评论/长播] <|video_begin|><s_a_7411><s_b_6234><s_c_4427>
22:44 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_84><s_c_4636>
【2026-01-24】
03:31 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6604><s_b_7952><s_c_2665>
12:21 [视频-关注/长播] <|video_begin|><s_a_6140><s_b_1937><s_c_4631>
【2026-01-25】
00:05 [视频-关注/长播] <|video_begin|><s_a_264><s_b_6561><s_c_2309>
00:35 [视频-关注/点赞/长播] <|video_begin|><s_a_116><s_b_6051><s_c_607>
02:18 [广告-深度转化] <|ad_begin|><s_a_3047><s_b_3447><s_c_6101>
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_1937><s_c_4267>
【2026-01-31】
16:35 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_581><s_c_264>
20:52 [广告-深度转化] <|ad_begin|><s_a_2918><s_b_5101><s_c_4207>
【2026-02-01】
12:19 [视频-点赞/长播] <|video_begin|><s_a_2746><s_b_1596><s_c_616>
21:16 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1310><s_c_5677>
21:21 [广告-深度转化] <|ad_begin|><s_a_2431><s_b_4515><s_c_2396>
【2026-02-02】
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_3530>
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6973><s_c_2820>
01:38 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3858><s_b_4951><s_c_4636>
01:42 [视频-关注/点赞/长播] <|video_begin|><s_a_2135><s_b_4324><s_c_495>
01:42 [视频-关注/点赞/长播] <|video_begin|><s_a_4667><s_b_4033><s_c_2294>
01:50 [视频-关注/长播] <|video_begin|><s_a_2450><s_b_576><s_c_4688>
02:08 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5146><s_b_3447><s_c_7622>
02:08 [视频-关注/点赞/长播] <|video_begin|><s_a_2135><s_b_5727><s_c_5061>
02:42 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7390><s_c_99>
02:42 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_5841><s_c_4636>
02:49 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3858><s_b_5106><s_c_6771>
--:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_3206><s_c_1451>
11:22 [广告-点击] <|ad_begin|><s_a_77><s_b_8179><s_c_7616>
11:23 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6604><s_b_4680><s_c_7683>
11:23 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_2051><s_b_1590><s_c_4636>
11:23 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_7411><s_b_3714><s_c_237>
11:31 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7963><s_c_8085>
11:31 [视频-关注/点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_5554>
12:05 [视频-长播] <|video_begin|><s_a_116><s_b_6635><s_c_4212>
12:14 [广告-点击] <|ad_begin|><s_a_562><s_b_6776><s_c_5673>
12:22 [广告-点击] <|ad_begin|><s_a_4746><s_b_839><s_c_3913>
12:22 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_607>
12:22 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6234><s_c_1461>
12:22 [视频-关注/转发/评论/点赞/长播] <|video_begin|><s_a_6140><s_b_4305><s_c_237>
21:12 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_1529><s_c_444>
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_7138><s_c_1726>
21:16 [广告-点击] <|ad_begin|><s_a_5687><s_b_7966><s_c_5673>
21:16 [广告-深度转化] <|ad_begin|><s_a_606><s_b_2031><s_c_656>
21:16 [广告-点击] <|ad_begin|><s_a_606><s_b_2031><s_c_656>
21:16 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
21:16 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
21:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_1910><s_c_5162>
21:18 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_7888><s_c_4636>
21:18 [广告-点击] <|ad_begin|><s_a_3510><s_b_7888><s_c_4636>
21:23 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
21:25 [广告-点击] <|ad_begin|><s_a_5433><s_b_1188><s_c_3644>
【2026-02-03】
01:25 [视频-长播] <|video_begin|><s_a_2135><s_b_6477><s_c_7439>
01:25 [视频-关注/点赞/长播] <|video_begin|><s_a_2364><s_b_429><s_c_7053>
01:35 [视频-长播] <|video_begin|><s_a_7308><s_b_575><s_c_7616>
03:06 [视频-长播] <|video_begin|><s_a_629><s_b_1795><s_c_1026>
03:06 [视频-长播] <|video_begin|><s_a_7661><s_b_3952><s_c_4468>
03:06 [视频-长播] <|video_begin|><s_a_532><s_b_6358><s_c_2554>
03:15 [视频-长播] <|video_begin|><s_a_1853><s_b_2357><s_c_7598>
03:15 [视频-长播] <|video_begin|><s_a_6154><s_b_3422><s_c_47>
--:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_170><s_c_2212>
10:16 [视频-长播] <|video_begin|><s_a_1164><s_b_2889><s_c_7548>
10:35 [视频-长播] <|video_begin|><s_a_8159><s_b_6436><s_c_7566>
10:35 [视频-长播] <|video_begin|><s_a_6704><s_b_6051><s_c_6784>
11:19 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_1321>
11:19 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_1975>
11:19 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_3877>
21:46 [广告-点击] <|ad_begin|><s_a_5485><s_b_7854><s_c_7945>
21:48 [广告-点击] <|ad_begin|><s_a_2747><s_b_7603><s_c_2856>
21:49 [广告-点击] <|ad_begin|><s_a_2470><s_b_7288><s_c_369>
21:50 [广告-点击] <|ad_begin|><s_a_3641><s_b_4173><s_c_7333>
21:51 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
21:52 [广告-点击] <|ad_begin|><s_a_77><s_b_96><s_c_1901>
21:53 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
21:55 [广告-点击] <|ad_begin|><s_a_606><s_b_7919><s_c_523>
21:55 [广告-点击] <|ad_begin|><s_a_1923><s_b_672><s_c_51>
21:59 [广告-点击] <|ad_begin|><s_a_4004><s_b_665><s_c_1433>
22:00 [广告-点击] <|ad_begin|><s_a_5687><s_b_2419><s_c_1219>
22:29 [广告-点击] <|ad_begin|><s_a_6073><s_b_6913><s_c_6313>
【2026-02-04】
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
03:37 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_360>
03:37 [视频-长播] <|video_begin|><s_a_3430><s_b_1366><s_c_5259>
03:37 [视频-长播] <|video_begin|><s_a_4646><s_b_7261><s_c_6676>
03:48 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5146><s_b_5841><s_c_2194>
03:48 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>
06:21 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_2531>
06:21 [视频-长播] <|video_begin|><s_a_4178><s_b_2357><s_c_5941>
06:21 [视频-长播] <|video_begin|><s_a_3632><s_b_3417><s_c_1009>
06:21 [视频-长播] <|video_begin|><s_a_264><s_b_4723><s_c_6919>
06:56 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6154><s_b_5727><s_c_2357>
06:56 [视频-关注/点赞/长播] <|video_begin|><s_a_629><s_b_4932><s_c_7367>
08:55 [广告-点击] <|ad_begin|><s_a_1028><s_b_3845><s_c_2530>
09:36 [广告-点击] <|ad_begin|><s_a_1041><s_b_1119><s_c_7381>
09:36 [广告-点击] <|ad_begin|><s_a_4609><s_b_1998><s_c_8053>
09:39 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_588><s_c_2781>
09:39 [广告-点击] <|ad_begin|><s_a_6904><s_b_588><s_c_2781>
09:40 [广告-点击] <|ad_begin|><s_a_2918><s_b_100><s_c_4288>
09:41 [广告-点击] <|ad_begin|><s_a_250><s_b_2396><s_c_2781>
09:41 [广告-点击] <|ad_begin|><s_a_4928><s_b_8179><s_c_5563>
09:41 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_5413>
09:43 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_5413>
09:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_3044><s_c_6900>
09:44 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
09:46 [广告-点击] <|ad_begin|><s_a_2618><s_b_1822><s_c_5563>
09:47 [广告-点击] <|ad_begin|><s_a_1383><s_b_6379><s_c_5851>
09:49 [广告-点击] <|ad_begin|><s_a_2165><s_b_4733><s_c_6712>
09:53 [广告-点击] <|ad_begin|><s_a_6474><s_b_7608><s_c_3709>
09:54 [广告-点击] <|ad_begin|><s_a_606><s_b_2396><s_c_1389>
09:56 [广告-点击] <|ad_begin|><s_a_4928><s_b_7381><s_c_2568>
09:56 [广告-点击] <|ad_begin|><s_a_4928><s_b_7381><s_c_2568>
09:56 [广告-点击] <|ad_begin|><s_a_5115><s_b_3636><s_c_3517>
09:56 [广告-点击] <|ad_begin|><s_a_5115><s_b_3636><s_c_3517>
09:57 [视频-长播] <|video_begin|><s_a_3689><s_b_3302><s_c_7719>
09:57 [视频-长播] <|video_begin|><s_a_129><s_b_5384><s_c_5563>
09:57 [视频-长播] <|video_begin|><s_a_264><s_b_2865><s_c_7751>
10:01 [视频-点赞/长播] <|video_begin|><s_a_4308><s_b_2312><s_c_8010>
10:01 [视频-关注/长播] <|video_begin|><s_a_4343><s_b_6379><s_c_3261>
11:56 [广告-点击] <|ad_begin|><s_a_1584><s_b_2485><s_c_1000>
11:58 [视频-长播] <|video_begin|><s_a_264><s_b_59><s_c_3261>
22:13 [视频-长播] <|video_begin|><s_a_4946><s_b_1590><s_c_2051>
22:13 [视频-长播] <|video_begin|><s_a_7830><s_b_5200><s_c_7257>
22:13 [视频-长播] <|video_begin|><s_a_4667><s_b_5581><s_c_814>
22:26 [视频-长播] <|video_begin|><s_a_3632><s_b_4252><s_c_4373>
22:26 [视频-关注/评论/长播] <|video_begin|><s_a_1240><s_b_3148><s_c_1>
23:03 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_8108><s_c_6046>
【2026-02-05】
00:51 [视频-长播] <|video_begin|><s_a_2364><s_b_6889><s_c_2123>
00:54 [视频-长播] <|video_begin|><s_a_3689><s_b_1201><s_c_2551>
02:14 [视频-长播] <|video_begin|><s_a_3689><s_b_5551><s_c_6919>
03:02 [广告-点击] <|ad_begin|><s_a_4942><s_b_1974><s_c_6310>
03:03 [广告-点击] <|ad_begin|><s_a_7847><s_b_4207><s_c_1542>
03:32 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_2671>
03:35 [广告-点击] <|ad_begin|><s_a_6302><s_b_2812><s_c_339>
04:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_4265><s_c_3555>
04:09 [广告-深度转化] <|ad_begin|><s_a_2918><s_b_5538><s_c_6873>
04:09 [广告-点击] <|ad_begin|><s_a_2918><s_b_5538><s_c_6873>
04:11 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
04:12 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
04:14 [广告-点击] <|ad_begin|><s_a_456><s_b_7214><s_c_3254>
04:15 [广告-点击] <|ad_begin|><s_a_456><s_b_7214><s_c_3254>
04:15 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
04:17 [广告-点击] <|ad_begin|><s_a_2747><s_b_1268><s_c_1908>
04:30 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_88>
04:30 [广告-点击] <|ad_begin|><s_a_456><s_b_7214><s_c_3254>
04:33 [广告-点击] <|ad_begin|><s_a_4928><s_b_3589><s_c_3775>
04:34 [广告-点击] <|ad_begin|><s_a_698><s_b_5916><s_c_7456>
04:36 [视频-长播] <|video_begin|><s_a_7385><s_b_800><s_c_2077>
04:36 [视频-长播] <|video_begin|><s_a_3632><s_b_2485><s_c_1363>
04:36 [视频-长播] <|video_begin|><s_a_3632><s_b_978><s_c_3766>
04:45 [视频-长播] <|video_begin|><s_a_4808><s_b_3447><s_c_5156>
04:54 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_4212>
04:54 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_7719>
04:54 [视频-长播] <|video_begin|><s_a_6704><s_b_1596><s_c_4200>
05:02 [视频-长播] <|video_begin|><s_a_3632><s_b_4753><s_c_7308>
05:02 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_3742>
05:59 [视频-长播] <|video_begin|><s_a_189><s_b_3059><s_c_7006>
05:59 [视频-长播] <|video_begin|><s_a_6704><s_b_4408><s_c_240>
05:59 [视频-长播] <|video_begin|><s_a_6154><s_b_5511><s_c_2357>
05:59 [视频-长播] <|video_begin|><s_a_8001><s_b_6463><s_c_3546>
07:22 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
07:23 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
08:06 [视频-长播] <|video_begin|><s_a_1240><s_b_6234><s_c_1428>
08:06 [视频-长播] <|video_begin|><s_a_629><s_b_3065><s_c_1344>
09:52 [视频-长播] <|video_begin|><s_a_3683><s_b_6860><s_c_532>
09:52 [视频-关注/长播] <|video_begin|><s_a_7971><s_b_5952><s_c_4631>
14:21 [视频-长播] <|video_begin|><s_a_6329><s_b_2854><s_c_838>
14:34 [广告-点击] <|ad_begin|><s_a_99><s_b_4812><s_c_2370>
14:35 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4548>
14:35 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4548>
14:35 [广告-深度转化] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
14:35 [广告-点击] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
角色任务:你是极端严苛的用户行为数据挖掘专家,同时也是数据格式化专家,请结合以上用户交互历史,面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
交互行为类型(固定格式严禁更改): 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 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
2.兴趣因果递进:交互 B 应是交互 A 带来的副作用需求或新增需求的结果,或者 A 对 B 具有明确诱发作用。
3.需求深度细化:在同一主题类目中,交互 B 相比交互 A 应体现出更具体、更详细的需求层次,但不得包含多次重复的购买、点击、搜索等行为,以避免重复节点内容。
请针对以下主题提取行为逻辑链:
主题:从关注宏大叙事到聚焦个体民生的视角下沉
输出格式:请以 JSON 对象形式返回,结构如下:
{
"logic_chain": {
"name": "从关注宏大叙事到聚焦个体民生的视角下沉",
"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": "从关注宏大叙事到聚焦个体民生的视角下沉", "events": [{"date": "2026-01-23", "action": "[视频-浏览] <|video_begin|><s_a_1164><s_b_1937><s_c_6919>", "logic": "初始兴趣点:关注国家级文化事件(春晚)及其争议,属于对公共议题和宏大叙事的典型关注。"}, {"date": "2026-02-02", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7390><s_c_99>", "logic": "视角下沉:用户的关注点从宏观的文化事件,转向了具体的社会群体(农民)和民生议题(养老金)。这标志着其社会观察的视角开始下沉,从“旁观者”向“共情者”转变。"}, {"date": "2026-02-04", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>", "logic": "认知闭环与批判性思考:用户将初始的宏大叙事(春晚)与后期的民生关怀(基层生活)联系起来,形成批判性视角。这不再是简单的信息接收,而是将两个不同层面的议题进行关联思考,完成了从“关注事件”到“反思事件背后社会价值”的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】:
【2025-01-27】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2025-01-31】
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_3948>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7185><s_b_7342><s_c_7289>
【2025-02-02】
--:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_6278>
【2025-02-03】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5946><s_b_6761><s_c_3676>
【2025-02-13】
--:-- [直播-关注] <|living_begin|><s_a_7142><s_b_7994><s_c_3501>
【2025-02-15】
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7878><s_c_3026>
【2025-03-02】
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_2231><s_c_1864>
【2025-03-22】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5100><s_b_5727><s_c_6278>
【2025-04-03】
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_6210><s_c_2616>
【2025-05-10】
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3235><s_c_3189>
【2025-05-11】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7548>
【2025-05-31】
--:-- [直播-关注] <|living_begin|><s_a_7728><s_b_7808><s_c_3948>
【2025-06-07】
--:-- [商品-购买] <|prod_begin|><s_a_324><s_b_5270><s_c_6301>
--:-- [商品-购买] <|prod_begin|><s_a_670><s_b_3297><s_c_7750>
【2025-06-08】
--:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_5377><s_c_7547>
【2025-06-13】
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_4009><s_c_1786>
【2025-06-22】
--:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_5717><s_c_7814>
--:-- [商品-购买] <|prod_begin|><s_a_2000><s_b_4545><s_c_3662>
【2025-06-23】
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_7279><s_c_1353>
【2025-06-26】
--:-- [直播-关注] <|living_begin|><s_a_1250><s_b_697><s_c_5216>
【2025-07-01】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_3916><s_c_3676>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3280><s_c_3676>
【2025-07-03】
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7232><s_c_6278>
【2025-07-05】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7552>
【2025-07-06】
--:-- [直播-关注] <|living_begin|><s_a_5782><s_b_3569><s_c_236>
【2025-07-17】
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_426>
【2025-07-25】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_6278>
【2025-07-26】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_2793>
【2025-07-27】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6275>
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_958>
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_6462><s_c_5720>
【2025-08-10】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-08-12】
--:-- [直播-首次打赏] <|living_begin|><s_a_7714><s_b_4723><s_c_5563>
【2025-08-27】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_1342>
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7257>
【2025-08-29】
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_4410><s_c_4467>
【2025-09-07】
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6973><s_c_6278>
【2025-09-12】
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_5555>
【2025-09-13】
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_765><s_c_1111>
【2025-09-27】
--:-- [商品-购买] <|prod_begin|><s_a_2079><s_b_5756><s_c_2277>
--:-- [商品-购买] <|prod_begin|><s_a_1830><s_b_5660><s_c_7373>
--:-- [商品-购买] <|prod_begin|><s_a_1830><s_b_755><s_c_6802>
【2025-10-01】
--:-- [商品-购买] <|prod_begin|><s_a_929><s_b_7043><s_c_7864>
--:-- [商品-购买] <|prod_begin|><s_a_3252><s_b_4839><s_c_846>
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_2649><s_c_4508>
【2025-10-18】
--:-- [商品-购买] <|prod_begin|><s_a_6088><s_b_988><s_c_7180>
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1184><s_c_5246>
【2025-10-24】
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1184><s_c_5246>
【2025-10-25】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1282><s_c_3334>
【2025-11-01】
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_1574><s_c_2907>
【2025-11-02】
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_913><s_c_4341>
--:-- [商品-购买] <|prod_begin|><s_a_4576><s_b_3981><s_c_1335>
--:-- [商品-购买] <|prod_begin|><s_a_7987><s_b_2443><s_c_1427>
【2025-11-16】
--:-- [直播-关注] <|living_begin|><s_a_7305><s_b_6525><s_c_1036>
--:-- [商品-购买] <|prod_begin|><s_a_6055><s_b_4150><s_c_7269>
--:-- [商品-购买] <|prod_begin|><s_a_4899><s_b_5799><s_c_3692>
【2025-11-22】
--:-- [商品-购买] <|prod_begin|><s_a_2928><s_b_2660><s_c_2907>
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_1267><s_c_4929>
【2025-11-29】
--:-- [商品-购买] <|prod_begin|><s_a_2928><s_b_663><s_c_5926>
【2025-12-06】
--:-- [商品-购买] <|prod_begin|><s_a_929><s_b_2044><s_c_5146>
【2025-12-13】
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-12-17】
--:-- [商品-加购] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
【2025-12-18】
--:-- [商品-加购] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
【2025-12-19】
--:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_5421><s_c_6664>
--:-- [商品-购买] <|prod_begin|><s_a_929><s_b_3318><s_c_6428>
--:-- [商品-购买] <|prod_begin|><s_a_2986><s_b_7523><s_c_6717>
【2025-12-21】
--:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_1330><s_c_5191>
【2025-12-26】
--:-- [商品-加购] <|prod_begin|><s_a_2928><s_b_4555><s_c_4115>
--:-- [商品-加购] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
--:-- [商品-加购] <|prod_begin|><s_a_7125><s_b_5557><s_c_5926>
--:-- [商品-加购] <|prod_begin|><s_a_2928><s_b_663><s_c_5926>
--:-- [商品-加购] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
【2025-12-27】
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_2629>
09:52 [广告-点击] <|ad_begin|><s_a_2045><s_b_2767><s_c_3165>
--:-- [商品-加购] <|prod_begin|><s_a_8191><s_b_1055><s_c_4908>
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1801><s_c_208>
【2025-12-28】
--:-- [商品-加购] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
【2025-12-30】
--:-- [商品-加购] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
【2026-01-01】
04:54 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_3845><s_c_851>
04:54 [广告-点击] <|ad_begin|><s_a_1790><s_b_3845><s_c_851>
【2026-01-02】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7754>
--:-- [商品-加购] <|prod_begin|><s_a_8191><s_b_1055><s_c_4908>
--:-- [商品-加购] <|prod_begin|><s_a_2928><s_b_5660><s_c_1900>
【2026-01-03】
--:-- [商品-购买] <|prod_begin|><s_a_2628><s_b_2347><s_c_2639>
--:-- [商品-购买] <|prod_begin|><s_a_5947><s_b_4545><s_c_6354>
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_3679><s_c_6784>
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1801><s_c_2063>
--:-- [商品-购买] <|prod_begin|><s_a_1689><s_b_7170><s_c_1786>
--:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_1801><s_c_5062>
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_7581><s_c_4742>
【2026-01-09】
10:08 [广告-点击] <|ad_begin|><s_a_7240><s_b_1411><s_c_3016>
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_2808><s_c_2807>
--:-- [商品-购买] <|prod_begin|><s_a_6764><s_b_5206><s_c_4453>
14:31 [广告-点击] <|ad_begin|><s_a_7240><s_b_1411><s_c_3016>
【2026-01-10】
--:-- [直播-关注] <|living_begin|><s_a_7305><s_b_3587><s_c_330>
--:-- [商品-加购] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
--:-- [商品-购买] <|prod_begin|><s_a_301><s_b_546><s_c_6353>
【2026-01-11】
--:-- [直播-关注] <|living_begin|><s_a_4468><s_b_3313><s_c_6760>
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_4917><s_c_3026>
【2026-01-16】
--:-- [直播-关注] <|living_begin|><s_a_7142><s_b_3313><s_c_3547>
--:-- [直播-关注] <|living_begin|><s_a_567><s_b_988><s_c_499>
--:-- [直播-关注] <|living_begin|><s_a_2115><s_b_3313><s_c_4519>
【2026-01-18】
22:53 [广告-点击] <|ad_begin|><s_a_3655><s_b_4033><s_c_561>
【2026-01-23】
08:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_7158><s_b_5660><s_c_2543>
08:36 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_6709><s_c_4196>
08:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_6791><s_b_6726><s_c_3549>
08:48 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7158><s_b_147><s_c_1352>
09:18 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2988><s_b_7291><s_c_516>
09:18 [视频-关注/点赞/长播] <|video_begin|><s_a_2519><s_b_3589><s_c_6047>
09:23 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7615><s_b_1055><s_c_4159>
09:55 [视频-关注/点赞/长播] <|video_begin|><s_a_5793><s_b_3228><s_c_2101>
09:55 [视频-关注/点赞/长播] <|video_begin|><s_a_4025><s_b_5634><s_c_428>
10:35 [视频-关注/点赞/长播] <|video_begin|><s_a_4569><s_b_6295><s_c_7272>
11:14 [视频-关注/点赞/长播] <|video_begin|><s_a_1160><s_b_3338><s_c_4499>
11:35 [视频-关注/点赞/长播] <|video_begin|><s_a_6086><s_b_7047><s_c_4842>
11:41 [视频-关注/点赞/长播] <|video_begin|><s_a_3844><s_b_1410><s_c_7688>
13:06 [视频-关注/长播] <|video_begin|><s_a_790><s_b_5511><s_c_5506>
--:-- [商品-点击] <|prod_begin|><s_a_6225><s_b_1808><s_c_343>
--:-- [商品-点击] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_6652><s_c_2273>
13:38 [视频-关注/长播] <|video_begin|><s_a_5988><s_b_5634><s_c_5236>
【2026-01-24】
04:32 [视频-关注/点赞/长播] <|video_begin|><s_a_5928><s_b_6592><s_c_7490>
06:03 [视频-关注/点赞/长播] <|video_begin|><s_a_4569><s_b_6423><s_c_7675>
06:05 [视频-关注/点赞/长播] <|video_begin|><s_a_1880><s_b_3417><s_c_3303>
06:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_7490><s_b_697><s_c_5415>
07:18 [视频-关注/点赞/长播] <|video_begin|><s_a_2162><s_b_697><s_c_4208>
09:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7490><s_b_4041><s_c_499>
09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_4181><s_c_7754>
09:08 [视频-转发/长播] <|video_begin|><s_a_5720><s_b_6519><s_c_1935>
09:21 [视频-关注/点赞/长播] <|video_begin|><s_a_4569><s_b_1410><s_c_428>
09:52 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_471>
10:41 [视频-关注/点赞/长播] <|video_begin|><s_a_283><s_b_3714><s_c_3349>
--:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_7043><s_c_1716>
--:-- [商品-点击] <|prod_begin|><s_a_6630><s_b_1870><s_c_1324>
--:-- [商品-点击] <|prod_begin|><s_a_6284><s_b_7941><s_c_2440>
--:-- [商品-点击] <|prod_begin|><s_a_301><s_b_546><s_c_6353>
--:-- [商品-点击] <|prod_begin|><s_a_1830><s_b_1564><s_c_4290>
--:-- [商品-点击] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
--:-- [商品-点击] <|prod_begin|><s_a_484><s_b_843><s_c_4368>
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_6652><s_c_5926>
--:-- [商品-点击] <|prod_begin|><s_a_6254><s_b_1146><s_c_6639>
14:09 [视频-关注/点赞/长播] <|video_begin|><s_a_3657><s_b_7894><s_c_7683>
14:20 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_2697>
14:48 [视频-关注/长播] <|video_begin|><s_a_1659><s_b_6000><s_c_1935>
14:48 [视频-收藏/长播] <|video_begin|><s_a_4149><s_b_3209><s_c_1935>
【2026-01-25】
00:51 [视频-关注/点赞/长播] <|video_begin|><s_a_2162><s_b_1936><s_c_3835>
00:51 [视频-关注/点赞/长播] <|video_begin|><s_a_5166><s_b_7175><s_c_4631>
00:51 [视频-关注/点赞/长播] <|video_begin|><s_a_1880><s_b_4736><s_c_3429>
03:42 [视频-关注/点赞/长播] <|video_begin|><s_a_7038><s_b_5238><s_c_6585>
06:15 [视频-转发/长播] <|video_begin|><s_a_3510><s_b_1974><s_c_6275>
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_2980><s_c_6250>
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3209><s_c_1828>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_2865><s_c_6925>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_2980><s_c_5926>
--:-- [商品-点击] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
--:-- [商品-点击] <|prod_begin|><s_a_8191><s_b_5756><s_c_4107>
【2026-01-30】
10:07 [视频-关注/点赞/长播] <|video_begin|><s_a_1880><s_b_1055><s_c_2800>
11:47 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_4746><s_c_1935>
12:07 [视频-关注/点赞/长播] <|video_begin|><s_a_116><s_b_6771><s_c_2309>
12:40 [视频-评论/点赞/长播] <|video_begin|><s_a_4193><s_b_2575><s_c_2568>
--:-- [商品-点击] <|prod_begin|><s_a_1193><s_b_5757><s_c_2236>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_5660><s_c_3000>
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_7600><s_c_2887>
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
--:-- [商品-点击] <|prod_begin|><s_a_2196><s_b_6534><s_c_3849>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_4555><s_c_4115>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_663><s_c_5926>
--:-- [商品-点击] <|prod_begin|><s_a_7125><s_b_5557><s_c_5926>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_2980><s_c_4453>
20:21 [视频-关注/点赞/长播] <|video_begin|><s_a_8016><s_b_6495><s_c_6300>
20:51 [视频-关注/点赞/长播] <|video_begin|><s_a_1092><s_b_4541><s_c_7734>
20:51 [视频-关注/点赞/长播] <|video_begin|><s_a_7268><s_b_1069><s_c_4636>
22:51 [广告-点击] <|ad_begin|><s_a_7847><s_b_3736><s_c_1284>
23:18 [视频-关注/点赞/长播] <|video_begin|><s_a_4531><s_b_6300><s_c_6531>
【2026-01-31】
01:25 [视频-关注/点赞/长播] <|video_begin|><s_a_7920><s_b_4010><s_c_3843>
03:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_2754><s_b_147><s_c_1352>
03:27 [视频-关注/点赞/长播] <|video_begin|><s_a_5831><s_b_839><s_c_1583>
03:27 [视频-关注/点赞/长播] <|video_begin|><s_a_4355><s_b_4329><s_c_6137>
03:27 [视频-关注/长播] <|video_begin|><s_a_3836><s_b_3097><s_c_3648>
06:23 [广告-点击] <|ad_begin|><s_a_3104><s_b_3150><s_c_5690>
06:37 [视频-关注/长播] <|video_begin|><s_a_16><s_b_2539><s_c_1462>
11:09 [视频-关注/长播] <|video_begin|><s_a_790><s_b_3077><s_c_5737>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3048><s_c_8079>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7218><s_c_8079>
--:-- [商品-点击] <|prod_begin|><s_a_1830><s_b_5660><s_c_5331>
--:-- [商品-点击] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_2980><s_c_6250>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_6652><s_c_2273>
--:-- [商品-点击] <|prod_begin|><s_a_7809><s_b_4764><s_c_2491>
--:-- [商品-点击] <|prod_begin|><s_a_1830><s_b_5660><s_c_4453>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_3702><s_c_5926>
--:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_7043><s_c_1716>
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_7043><s_c_3860>
14:45 [广告-点击] <|ad_begin|><s_a_7240><s_b_1411><s_c_3016>
【2026-02-01】
05:12 [视频-关注/点赞/长播] <|video_begin|><s_a_4540><s_b_7342><s_c_283>
07:16 [视频-关注/点赞/长播] <|video_begin|><s_a_4012><s_b_3043><s_c_6463>
10:34 [视频-关注/点赞/长播] <|video_begin|><s_a_979><s_b_1469><s_c_4467>
10:34 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_7381><s_c_1414>
12:53 [视频-关注/长播] <|video_begin|><s_a_1843><s_b_517><s_c_1118>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_147><s_c_1541>
--:-- [商品-点击] <|prod_begin|><s_a_6046><s_b_7068><s_c_3849>
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
15:33 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_1099><s_c_7106>
16:23 [广告-点击] <|ad_begin|><s_a_1351><s_b_7016><s_c_1572>
18:23 [视频-关注/点赞/长播] <|video_begin|><s_a_1893><s_b_7894><s_c_516>
18:30 [视频-收藏/长播] <|video_begin|><s_a_6073><s_b_3138><s_c_6057>
20:45 [视频-关注/点赞/长播] <|video_begin|><s_a_5687><s_b_7261><s_c_1935>
【2026-02-02】
06:36 [视频-关注/长播] <|video_begin|><s_a_1985><s_b_6234><s_c_47>
07:18 [视频-转发/点赞/长播] <|video_begin|><s_a_3836><s_b_4491><s_c_6137>
07:22 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_6442><s_c_1414>
07:22 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_6435><s_c_3998>
10:01 [视频-收藏/长播] <|video_begin|><s_a_16><s_b_1527><s_c_6357>
10:06 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_2789><s_c_6629>
13:33 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_6278>
--:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_5270><s_c_7775>
14:56 [视频-评论/长播] <|video_begin|><s_a_3510><s_b_581><s_c_2070>
15:16 [视频-转发/长播] <|video_begin|><s_a_16><s_b_3246><s_c_2031>
15:30 [视频-关注/点赞/长播] <|video_begin|><s_a_5100><s_b_3043><s_c_2403>
【2026-02-03】
00:51 [视频-长播] <|video_begin|><s_a_1985><s_b_3678><s_c_7566>
00:55 [视频-长播] <|video_begin|><s_a_5023><s_b_1230><s_c_5467>
00:55 [视频-长播] <|video_begin|><s_a_4625><s_b_5511><s_c_4635>
00:55 [视频-长播] <|video_begin|><s_a_2402><s_b_8179><s_c_5402>
04:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7297><s_b_56><s_c_4454>
04:08 [视频-长播] <|video_begin|><s_a_4540><s_b_529><s_c_641>
04:23 [视频-长播] <|video_begin|><s_a_2988><s_b_6949><s_c_428>
04:31 [视频-长播] <|video_begin|><s_a_16><s_b_7756><s_c_25>
04:31 [视频-长播] <|video_begin|><s_a_5100><s_b_697><s_c_4467>
04:31 [视频-长播] <|video_begin|><s_a_1880><s_b_4996><s_c_4994>
04:31 [视频-长播] <|video_begin|><s_a_3249><s_b_765><s_c_2309>
04:31 [视频-长播] <|video_begin|><s_a_1659><s_b_6261><s_c_6676>
05:05 [视频-长播] <|video_begin|><s_a_1527><s_b_7608><s_c_7609>
05:05 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_3346>
05:08 [视频-长播] <|video_begin|><s_a_4625><s_b_3569><s_c_4994>
05:08 [视频-长播] <|video_begin|><s_a_5548><s_b_3059><s_c_4487>
06:47 [视频-点赞/长播] <|video_begin|><s_a_6548><s_b_7175><s_c_6292>
06:50 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_4324><s_c_2972>
06:50 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_7598>
06:52 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_5511><s_c_5737>
07:37 [视频-长播] <|video_begin|><s_a_2253><s_b_4491><s_c_3895>
07:48 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5119><s_c_2370>
07:48 [视频-长播] <|video_begin|><s_a_3655><s_b_6234><s_c_25>
07:48 [视频-长播] <|video_begin|><s_a_3406><s_b_6048><s_c_929>
07:48 [视频-长播] <|video_begin|><s_a_1985><s_b_4733><s_c_7244>
10:00 [视频-长播] <|video_begin|><s_a_5384><s_b_1465><s_c_7518>
10:02 [视频-转发/点赞/长播] <|video_begin|><s_a_1985><s_b_7525><s_c_6442>
10:03 [视频-长播] <|video_begin|><s_a_562><s_b_2789><s_c_1614>
10:04 [视频-点赞/长播] <|video_begin|><s_a_4760><s_b_4213><s_c_535>
10:04 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4733><s_c_4451>
10:07 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_612><s_c_1935>
10:07 [视频-点赞/长播] <|video_begin|><s_a_6988><s_b_2918><s_c_428>
10:07 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_529><s_c_1166>
10:07 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_5089><s_c_3016>
10:37 [视频-长播] <|video_begin|><s_a_5295><s_b_1284><s_c_532>
10:37 [视频-长播] <|video_begin|><s_a_3766><s_b_3952><s_c_4783>
10:37 [视频-评论/长播] <|video_begin|><s_a_4035><s_b_5511><s_c_1019>
10:39 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5727><s_c_6977>
10:39 [视频-长播] <|video_begin|><s_a_16><s_b_4571><s_c_141>
10:49 [视频-点赞/长播] <|video_begin|><s_a_4569><s_b_5152><s_c_1462>
10:49 [视频-点赞/长播] <|video_begin|><s_a_4760><s_b_6550><s_c_4454>
10:49 [视频-长播] <|video_begin|><s_a_2419><s_b_763><s_c_986>
10:55 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5647><s_c_6676>
10:55 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3878><s_c_1957>
10:55 [视频-长播] <|video_begin|><s_a_6219><s_b_7043><s_c_1118>
10:55 [视频-长播] <|video_begin|><s_a_7501><s_b_3059><s_c_5187>
12:01 [视频-点赞/长播] <|video_begin|><s_a_1659><s_b_6234><s_c_3755>
12:08 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_57><s_c_1935>
12:08 [视频-长播] <|video_begin|><s_a_1659><s_b_5727><s_c_1649>
12:16 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4932><s_c_7899>
12:19 [视频-长播] <|video_begin|><s_a_3766><s_b_609><s_c_5673>
12:23 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_438><s_c_4487>
12:23 [视频-长播] <|video_begin|><s_a_4032><s_b_5841><s_c_7076>
12:36 [视频-评论/长播] <|video_begin|><s_a_2505><s_b_8025><s_c_5162>
12:56 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6234><s_c_3602>
12:56 [视频-关注/长播] <|video_begin|><s_a_1881><s_b_5961><s_c_5932>
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_1424><s_c_398>
15:07 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_6234><s_c_853>
【2026-02-04】
00:20 [视频-长播] <|video_begin|><s_a_4088><s_b_7381><s_c_4468>
02:19 [视频-点赞/长播] <|video_begin|><s_a_2505><s_b_6234><s_c_6275>
02:19 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_7342><s_c_6137>
02:19 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_5961><s_c_360>
02:19 [视频-关注/点赞/长播] <|video_begin|><s_a_1659><s_b_2033><s_c_7934>
02:19 [视频-长播] <|video_begin|><s_a_3766><s_b_6234><s_c_5776>
02:29 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7881><s_c_2309>
02:29 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_141>
02:29 [视频-关注/点赞/长播] <|video_begin|><s_a_6129><s_b_7936><s_c_6385>
02:29 [视频-长播] <|video_begin|><s_a_7774><s_b_6592><s_c_3116>
04:56 [视频-点赞/长播] <|video_begin|><s_a_4625><s_b_3832><s_c_967>
04:56 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_6771><s_c_1914>
04:56 [视频-长播] <|video_begin|><s_a_3655><s_b_5511><s_c_360>
05:34 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_3044><s_c_290>
05:34 [视频-长播] <|video_begin|><s_a_4032><s_b_978><s_c_7380>
05:38 [视频-长播] <|video_begin|><s_a_1985><s_b_1411><s_c_7211>
05:38 [视频-长播] <|video_begin|><s_a_16><s_b_6123><s_c_2507>
05:38 [视频-长播] <|video_begin|><s_a_1985><s_b_5876><s_c_4194>
05:38 [视频-长播] <|video_begin|><s_a_1985><s_b_7608><s_c_2643>
05:54 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_57><s_c_141>
06:09 [视频-关注/点赞/长播] <|video_begin|><s_a_4615><s_b_1277><s_c_3036>
06:09 [视频-长播] <|video_begin|><s_a_3836><s_b_3885><s_c_7629>
06:09 [视频-长播] <|video_begin|><s_a_1584><s_b_581><s_c_4832>
06:09 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_594><s_c_2756>
06:34 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_7765><s_c_5141>
06:34 [视频-点赞/长播] <|video_begin|><s_a_3079><s_b_6261><s_c_6137>
06:34 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_2031><s_c_3725>
06:34 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_5198><s_c_71>
06:34 [视频-关注/点赞/长播] <|video_begin|><s_a_4088><s_b_6234><s_c_1485>
06:47 [视频-点赞/长播] <|video_begin|><s_a_2100><s_b_414><s_c_7675>
06:47 [视频-点赞/长播] <|video_begin|><s_a_3216><s_b_6234><s_c_853>
06:47 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_5025><s_c_1817>
06:58 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6435><s_c_4454>
06:58 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6407><s_c_2568>
09:28 [视频-关注/点赞/长播] <|video_begin|><s_a_4625><s_b_2799><s_c_1708>
09:28 [视频-关注/点赞/长播] <|video_begin|><s_a_4625><s_b_1410><s_c_2267>
09:29 [视频-点赞/长播] <|video_begin|><s_a_575><s_b_6407><s_c_3038>
09:29 [视频-关注/点赞/长播] <|video_begin|><s_a_4625><s_b_7919><s_c_6881>
09:29 [视频-长播] <|video_begin|><s_a_16><s_b_8008><s_c_7622>
09:33 [视频-点赞/长播] <|video_begin|><s_a_4569><s_b_697><s_c_2781>
09:33 [视频-点赞/长播] <|video_begin|><s_a_4355><s_b_5672><s_c_2190>
09:34 [视频-关注/点赞/长播] <|video_begin|><s_a_2015><s_b_4527><s_c_4783>
11:09 [视频-长播] <|video_begin|><s_a_1985><s_b_57><s_c_6379>
11:09 [视频-长播] <|video_begin|><s_a_1985><s_b_4033><s_c_6278>
11:49 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_2789><s_c_7754>
11:49 [视频-点赞/长播] <|video_begin|><s_a_1269><s_b_1358><s_c_7321>
12:55 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_47>
12:55 [视频-长播] <|video_begin|><s_a_1726><s_b_2789><s_c_4487>
14:26 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7175><s_c_1935>
14:26 [视频-长播] <|video_begin|><s_a_3766><s_b_57><s_c_141>
14:26 [视频-长播] <|video_begin|><s_a_1985><s_b_3678><s_c_2661>
14:38 [视频-长播] <|video_begin|><s_a_4284><s_b_1208><s_c_4595>
【2026-02-05】
00:50 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3182><s_c_1414>
05:35 [视频-长播] <|video_begin|><s_a_1985><s_b_57><s_c_814>
05:35 [视频-长播] <|video_begin|><s_a_7151><s_b_529><s_c_731>
09:46 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_3877>
09:46 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_6676>
15:40 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_6730><s_c_6737>
角色任务:作为一名极端严苛的用户行为数据挖掘与数据格式化专家,请根据上述用户交互历史,围绕指定主题,精准提取出所有相关的历史交互记录。
主题:从泛化潮流消费到聚焦特定品牌风格的认知收敛
输出格式要求:请严格只输出包含 SID 字段的 JSON 数组格式,禁止输出任何其他补充说明或解释性文本。
强约束:最终答案必须是一个可被 json.loads 解析的 JSON不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|prod_begin|><s_a_1830><s_b_5660><s_c_7373>","<|prod_begin|><s_a_7413><s_b_1055><s_c_7605>","<|prod_begin|><s_a_5766><s_b_5660><s_c_6378>","<|prod_begin|><s_a_2928><s_b_5660><s_c_1900>","<|video_begin|><s_a_7158><s_b_5660><s_c_2543>","<|video_begin|><s_a_7615><s_b_1055><s_c_4159>","<|prod_begin|><s_a_6225><s_b_1808><s_c_343>","<|prod_begin|><s_a_2928><s_b_6652><s_c_2273>","<|video_begin|><s_a_4569><s_b_6423><s_c_7675>","<|video_begin|><s_a_7490><s_b_697><s_c_5415>","<|prod_begin|><s_a_1450><s_b_7043><s_c_1716>","<|prod_begin|><s_a_8005><s_b_6652><s_c_5926>","<|prod_begin|><s_a_8005><s_b_2980><s_c_6250>","<|prod_begin|><s_a_2928><s_b_2865><s_c_6925>","<|video_begin|><s_a_1880><s_b_1055><s_c_2800>","<|prod_begin|><s_a_2928><s_b_5660><s_c_3000>","<|prod_begin|><s_a_1830><s_b_5660><s_c_5331>","<|prod_begin|><s_a_2928><s_b_147><s_c_1541>","<|prod_begin|><s_a_2928><s_b_1424><s_c_398>"]<|im_end|>
<|im_start|>user
【用户交互历史】:
【2025-02-23】
--:-- [直播-关注/打赏] <|living_begin|><s_a_4843><s_b_6234><s_c_2262>
【2025-04-20】
--:-- [商品-购买] <|prod_begin|><s_a_3261><s_b_3840><s_c_7348>
【2025-04-21】
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_1103><s_c_909>
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_7203><s_c_3887>
【2025-05-11】
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_4782><s_c_4365>
【2025-05-22】
--:-- [商品-购买] <|prod_begin|><s_a_3730><s_b_4956><s_c_6388>
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1944><s_c_8024>
【2025-06-10】
--:-- [商品-购买] <|prod_begin|><s_a_5895><s_b_5323><s_c_5665>
【2025-06-11】
--:-- [商品-购买] <|prod_begin|><s_a_4436><s_b_5426><s_c_105>
【2025-07-07】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6039><s_c_4092>
【2025-07-26】
--:-- [商品-购买] <|prod_begin|><s_a_2953><s_b_4613><s_c_476>
【2025-07-28】
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_6606><s_c_7743>
--:-- [商品-购买] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
【2025-07-30】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_1854>
【2025-08-02】
--:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_7195><s_c_5150>
【2025-08-03】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3405><s_c_6977>
【2025-08-04】
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_1094><s_c_1131>
【2025-08-05】
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1941>
--:-- [商品-购买] <|prod_begin|><s_a_3202><s_b_5426><s_c_77>
--:-- [商品-购买] <|prod_begin|><s_a_7254><s_b_4021><s_c_340>
【2025-08-06】
--:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_4962><s_c_5472>
【2025-08-07】
--:-- [商品-购买] <|prod_begin|><s_a_4413><s_b_2919><s_c_2207>
【2025-08-10】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_1288><s_c_3501>
【2025-08-12】
--:-- [直播-关注] <|living_begin|><s_a_607><s_b_7342><s_c_7951>
【2025-08-13】
--:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_7589><s_c_2072>
【2025-08-14】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_3505>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_464><s_b_5727><s_c_1957>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_5727><s_c_4747>
【2025-08-15】
--:-- [直播-打赏] <|living_begin|><s_a_3751><s_b_7342><s_c_2756>
【2025-08-16】
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1025><s_c_4980>
【2025-08-18】
--:-- [商品-购买] <|prod_begin|><s_a_5322><s_b_5343><s_c_1881>
【2025-08-20】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6215>
【2025-08-25】
--:-- [商品-购买] <|prod_begin|><s_a_191><s_b_6080><s_c_3055>
【2025-08-27】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3803><s_c_3803>
【2025-09-06】
--:-- [直播-关注] <|living_begin|><s_a_6279><s_b_7342><s_c_8109>
【2025-09-09】
--:-- [商品-购买] <|prod_begin|><s_a_1066><s_b_5886><s_c_7328>
【2025-09-10】
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_989>
【2025-09-12】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4037><s_c_6202>
--:-- [直播-关注] <|living_begin|><s_a_5318><s_b_7843><s_c_3038>
--:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_5607><s_c_3203>
【2025-09-16】
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5636><s_c_6074>
【2025-09-17】
--:-- [商品-购买] <|prod_begin|><s_a_7692><s_b_1024><s_c_343>
【2025-09-18】
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_4619><s_c_2697>
【2025-09-20】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3059><s_c_3676>
【2025-09-25】
--:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_703><s_c_689>
【2025-09-28】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_6278>
【2025-10-02】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7446><s_c_5514>
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_2064><s_c_822>
--:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_6462><s_c_5267>
【2025-10-04】
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_2558><s_c_738>
【2025-10-11】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_7951>
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3923><s_c_3914>
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_3923><s_c_6783>
【2025-10-19】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_5921>
【2025-10-20】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3006><s_c_7754>
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1358><s_c_5673>
【2025-10-21】
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_7136><s_c_1416>
【2025-10-23】
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_2963><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_7768><s_c_7319>
【2025-10-24】
--:-- [商品-购买] <|prod_begin|><s_a_7367><s_b_5786><s_c_6327>
【2025-10-25】
--:-- [商品-购买] <|prod_begin|><s_a_5922><s_b_6469><s_c_765>
【2025-10-26】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_5384><s_c_1620>
【2025-10-27】
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_6202>
【2025-10-28】
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_1485>
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_5864><s_c_7855>
【2025-10-29】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_5452>
【2025-10-30】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
【2025-10-31】
--:-- [直播-关注] <|living_begin|><s_a_3811><s_b_5328><s_c_4456>
【2025-11-01】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3150><s_c_330>
--:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_7090><s_c_7978>
【2025-11-02】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_3676>
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_3551>
【2025-11-05】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1813><s_c_6153>
【2025-11-07】
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_8035><s_c_4018>
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_765><s_c_1075>
【2025-11-08】
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_451><s_c_677>
【2025-11-16】
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6973><s_c_6278>
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_5816><s_c_82>
【2025-11-17】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_4208>
--:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_2538><s_c_2777>
【2025-11-20】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_2838>
--:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2547><s_c_7978>
【2025-11-29】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
【2025-12-01】
--:-- [直播-关注] <|living_begin|><s_a_607><s_b_6234><s_c_6347>
--:-- [直播-关注] <|living_begin|><s_a_7665><s_b_2422><s_c_3038>
【2025-12-02】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_2109>
【2025-12-03】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_765><s_c_7754>
【2025-12-05】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_7510>
【2025-12-07】
--:-- [直播-首次打赏] <|living_begin|><s_a_375><s_b_5492><s_c_2262>
【2025-12-08】
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_4092><s_c_7404>
【2025-12-09】
--:-- [商品-购买] <|prod_begin|><s_a_5262><s_b_5272><s_c_1515>
【2025-12-10】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_405>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6039><s_c_2298>
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_2616>
11:39 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_5207>
【2025-12-11】
08:57 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2854><s_c_495>
【2025-12-15】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_237>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_2262>
【2025-12-21】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1701><s_c_3026>
03:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_1813><s_c_4978>
【2025-12-23】
04:21 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_4120><s_c_5128>
04:21 [广告-点击] <|ad_begin|><s_a_7294><s_b_4120><s_c_5128>
【2025-12-26】
05:14 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
05:14 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
【2025-12-27】
--:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_4736><s_c_2912>
【2025-12-28】
08:21 [广告-点击] <|ad_begin|><s_a_3450><s_b_1806><s_c_5185>
08:23 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7214><s_c_5259>
08:23 [广告-点击] <|ad_begin|><s_a_4746><s_b_7214><s_c_5259>
08:23 [广告-深度转化] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
08:23 [广告-点击] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
08:24 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
08:24 [广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
08:24 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_123><s_c_532>
08:24 [广告-点击] <|ad_begin|><s_a_2618><s_b_123><s_c_532>
08:37 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_1806><s_c_5076>
08:37 [广告-点击] <|ad_begin|><s_a_4157><s_b_1806><s_c_5076>
08:37 [广告-深度转化] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
08:37 [广告-点击] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
08:38 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2299><s_c_6982>
08:38 [广告-点击] <|ad_begin|><s_a_2350><s_b_2299><s_c_6982>
08:38 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_887>
08:38 [广告-点击] <|ad_begin|><s_a_786><s_b_4541><s_c_887>
08:38 [广告-点击] <|ad_begin|><s_a_2464><s_b_7736><s_c_92>
09:20 [广告-深度转化] <|ad_begin|><s_a_5489><s_b_59><s_c_5654>
09:20 [广告-点击] <|ad_begin|><s_a_5489><s_b_59><s_c_5654>
--:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_5250><s_c_7222>
【2025-12-29】
--:-- [商品-购买] <|prod_begin|><s_a_7445><s_b_1668><s_c_4393>
【2025-12-30】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_1399>
03:53 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_7180><s_c_607>
03:53 [广告-点击] <|ad_begin|><s_a_4157><s_b_7180><s_c_607>
03:54 [广告-深度转化] <|ad_begin|><s_a_250><s_b_908><s_c_5807>
03:54 [广告-点击] <|ad_begin|><s_a_250><s_b_908><s_c_5807>
03:55 [广告-深度转化] <|ad_begin|><s_a_786><s_b_800><s_c_6264>
03:55 [广告-点击] <|ad_begin|><s_a_786><s_b_800><s_c_6264>
03:56 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_2918><s_c_7333>
03:56 [广告-点击] <|ad_begin|><s_a_1981><s_b_2918><s_c_7333>
03:58 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
03:58 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
10:37 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_985><s_c_4261>
10:37 [广告-点击] <|ad_begin|><s_a_4746><s_b_985><s_c_4261>
11:12 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_4878><s_c_2523>
11:12 [广告-点击] <|ad_begin|><s_a_4746><s_b_4878><s_c_2523>
【2025-12-31】
03:55 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
03:55 [广告-点击] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
06:19 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_7750>
06:19 [广告-点击] <|ad_begin|><s_a_4157><s_b_6973><s_c_7750>
06:20 [广告-深度转化] <|ad_begin|><s_a_250><s_b_6690><s_c_5733>
06:20 [广告-点击] <|ad_begin|><s_a_250><s_b_6690><s_c_5733>
08:10 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_4746><s_c_3913>
08:10 [广告-点击] <|ad_begin|><s_a_1883><s_b_4746><s_c_3913>
08:10 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4154><s_c_6272>
08:10 [广告-点击] <|ad_begin|><s_a_786><s_b_4154><s_c_6272>
【2026-01-02】
12:00 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_2031><s_c_3026>
12:00 [广告-点击] <|ad_begin|><s_a_1883><s_b_2031><s_c_3026>
12:00 [广告-深度转化] <|ad_begin|><s_a_7594><s_b_481><s_c_1015>
12:00 [广告-点击] <|ad_begin|><s_a_7594><s_b_481><s_c_1015>
12:35 [广告-深度转化] <|ad_begin|><s_a_6345><s_b_7603><s_c_2514>
12:35 [广告-点击] <|ad_begin|><s_a_6345><s_b_7603><s_c_2514>
【2026-01-04】
10:22 [广告-点击] <|ad_begin|><s_a_5229><s_b_4502><s_c_1769>
14:05 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_3006><s_c_4599>
14:05 [广告-点击] <|ad_begin|><s_a_4157><s_b_3006><s_c_4599>
14:05 [广告-深度转化] <|ad_begin|><s_a_1096><s_b_1305><s_c_7609>
14:05 [广告-点击] <|ad_begin|><s_a_1096><s_b_1305><s_c_7609>
14:05 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_1170>
14:05 [广告-点击] <|ad_begin|><s_a_786><s_b_5169><s_c_1170>
14:05 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_4515><s_c_5185>
14:05 [广告-点击] <|ad_begin|><s_a_1981><s_b_4515><s_c_5185>
14:06 [广告-深度转化] <|ad_begin|><s_a_557><s_b_6051><s_c_624>
14:06 [广告-点击] <|ad_begin|><s_a_557><s_b_6051><s_c_624>
14:10 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7138><s_c_2282>
14:10 [广告-点击] <|ad_begin|><s_a_786><s_b_7138><s_c_2282>
14:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5707><s_c_2679>
14:11 [广告-点击] <|ad_begin|><s_a_786><s_b_5707><s_c_2679>
14:11 [广告-深度转化] <|ad_begin|><s_a_5489><s_b_59><s_c_4810>
14:11 [广告-点击] <|ad_begin|><s_a_5489><s_b_59><s_c_4810>
14:12 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4958><s_c_2902>
14:12 [广告-点击] <|ad_begin|><s_a_786><s_b_4958><s_c_2902>
14:12 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3389>
14:13 [广告-点击] <|ad_begin|><s_a_4746><s_b_6973><s_c_7899>
【2026-01-05】
04:28 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
04:28 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_6415>
04:28 [广告-点击] <|ad_begin|><s_a_4746><s_b_6973><s_c_6415>
【2026-01-07】
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_6234><s_c_6542>
【2026-01-08】
09:23 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_800><s_c_88>
09:23 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_88>
09:23 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6170><s_c_3411>
09:23 [广告-点击] <|ad_begin|><s_a_786><s_b_6170><s_c_3411>
09:24 [广告-点击] <|ad_begin|><s_a_6904><s_b_3009><s_c_1529>
09:24 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_6993>
09:24 [广告-点击] <|ad_begin|><s_a_786><s_b_414><s_c_6993>
09:24 [广告-深度转化] <|ad_begin|><s_a_7130><s_b_7946><s_c_5807>
09:24 [广告-点击] <|ad_begin|><s_a_7130><s_b_7946><s_c_5807>
【2026-01-09】
17:21 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_5760><s_c_3447>
17:21 [广告-点击] <|ad_begin|><s_a_3463><s_b_5760><s_c_3447>
【2026-01-10】
--:-- [直播-关注] <|living_begin|><s_a_6872><s_b_1583><s_c_3038>
【2026-01-11】
--:-- [直播-关注] <|living_begin|><s_a_5839><s_b_6234><s_c_2513>
10:52 [广告-点击] <|ad_begin|><s_a_6590><s_b_6284><s_c_210>
【2026-01-12】
11:55 [广告-点击] <|ad_begin|><s_a_1351><s_b_7019><s_c_7268>
【2026-01-13】
13:31 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1089><s_c_5076>
13:31 [广告-点击] <|ad_begin|><s_a_4746><s_b_1089><s_c_5076>
13:31 [广告-点击] <|ad_begin|><s_a_2996><s_b_4477><s_c_2522>
13:32 [广告-点击] <|ad_begin|><s_a_1351><s_b_7381><s_c_6357>
【2026-01-15】
02:18 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_4859>
【2026-01-18】
06:52 [广告-点击] <|ad_begin|><s_a_4746><s_b_6435><s_c_3913>
【2026-01-19】
02:55 [广告-点击] <|ad_begin|><s_a_7679><s_b_7498><s_c_3527>
【2026-01-20】
02:34 [广告-点击] <|ad_begin|><s_a_6921><s_b_7342><s_c_3913>
02:35 [广告-点击] <|ad_begin|><s_a_2022><s_b_7218><s_c_5076>
02:36 [广告-点击] <|ad_begin|><s_a_4035><s_b_1141><s_c_3913>
【2026-01-22】
07:14 [广告-点击] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
【2026-01-25】
06:52 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_4548>
06:52 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_4548>
【2026-01-27】
--:-- [商品-点击] <|prod_begin|><s_a_3411><s_b_7195><s_c_823>
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1532><s_c_162>
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_3840><s_c_7994>
--:-- [商品-点击] <|prod_begin|><s_a_4390><s_b_7897><s_c_6784>
【2026-01-28】
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5340><s_c_4060>
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5002><s_c_6988>
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_8026><s_c_3456>
--:-- [商品-点击] <|prod_begin|><s_a_3101><s_b_348><s_c_2462>
--:-- [商品-点击] <|prod_begin|><s_a_5772><s_b_5663><s_c_5366>
--:-- [商品-购买] <|prod_begin|><s_a_6332><s_b_5340><s_c_4060>
【2026-01-29】
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6276><s_c_4379>
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5340><s_c_399>
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_576><s_c_4379>
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_1765><s_c_6735>
--:-- [商品-点击] <|prod_begin|><s_a_1745><s_b_723><s_c_2696>
--:-- [商品-点击] <|prod_begin|><s_a_6536><s_b_5002><s_c_8>
--:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_1426><s_c_2172>
--:-- [商品-购买] <|prod_begin|><s_a_6536><s_b_5002><s_c_8>
【2026-01-30】
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5515><s_c_1091>
【2026-01-31】
--:-- [商品-点击] <|prod_begin|><s_a_2048><s_b_1762><s_c_7986>
--:-- [商品-点击] <|prod_begin|><s_a_7174><s_b_2216><s_c_2895>
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_1451>
【2026-02-01】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1227><s_c_2793>
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_725><s_c_3780>
【2026-02-02】
--:-- [商品-点击] <|prod_begin|><s_a_3453><s_b_1804><s_c_1045>
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4692><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_4820>
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4618><s_c_1644>
【2026-02-03】
10:28 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_1148>
10:28 [广告-点击] <|ad_begin|><s_a_1383><s_b_7261><s_c_5563>
10:29 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_1148>
--:-- [商品-点击] <|prod_begin|><s_a_5394><s_b_8088><s_c_593>
--:-- [商品-点击] <|prod_begin|><s_a_7651><s_b_3440><s_c_1399>
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_5369><s_c_2873>
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_1011><s_c_6597>
--:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_5660><s_c_95>
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_3335><s_c_4039>
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_1451>
16:44 [视频-点赞/长播] <|video_begin|><s_a_6504><s_b_6550><s_c_486>
【2026-02-04】
--:-- [商品-点击] <|prod_begin|><s_a_2273><s_b_4190><s_c_7517>
--:-- [商品-点击] <|prod_begin|><s_a_7800><s_b_3187><s_c_2024>
【2026-02-05】
05:57 [视频-长播] <|video_begin|><s_a_2589><s_b_96><s_c_7462>
05:57 [视频-长播] <|video_begin|><s_a_7830><s_b_5511><s_c_5209>
05:57 [视频-长播] <|video_begin|><s_a_2238><s_b_2824><s_c_490>
06:02 [视频-长播] <|video_begin|><s_a_3115><s_b_6080><s_c_1254>
06:02 [视频-长播] <|video_begin|><s_a_514><s_b_2485><s_c_4721>
06:02 [视频-长播] <|video_begin|><s_a_757><s_b_7437><s_c_1591>
06:02 [视频-长播] <|video_begin|><s_a_7369><s_b_57><s_c_7288>
06:05 [视频-长播] <|video_begin|><s_a_5910><s_b_1642><s_c_6753>
06:08 [视频-长播] <|video_begin|><s_a_2811><s_b_3447><s_c_690>
06:08 [视频-长播] <|video_begin|><s_a_3571><s_b_4087><s_c_7287>
06:13 [视频-长播] <|video_begin|><s_a_6347><s_b_3059><s_c_7722>
06:14 [视频-长播] <|video_begin|><s_a_5134><s_b_5864><s_c_3014>
06:14 [视频-长播] <|video_begin|><s_a_4910><s_b_7381><s_c_5974>
06:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6435><s_c_25>
06:15 [视频-长播] <|video_begin|><s_a_4795><s_b_800><s_c_7257>
06:16 [视频-长播] <|video_begin|><s_a_7830><s_b_6495><s_c_4794>
06:20 [视频-长播] <|video_begin|><s_a_105><s_b_6435><s_c_4058>
06:23 [视频-长播] <|video_begin|><s_a_7893><s_b_6234><s_c_3659>
06:24 [视频-长播] <|video_begin|><s_a_4646><s_b_1822><s_c_141>
06:24 [视频-长播] <|video_begin|><s_a_5529><s_b_1240><s_c_4309>
06:24 [视频-长播] <|video_begin|><s_a_6604><s_b_6234><s_c_853>
06:24 [视频-长播] <|video_begin|><s_a_6705><s_b_6234><s_c_3116>
06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_6234><s_c_6355>
06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_1700><s_c_3054>
06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_1822><s_c_4479>
06:39 [视频-长播] <|video_begin|><s_a_6705><s_b_7888><s_c_265>
06:39 [视频-长播] <|video_begin|><s_a_7421><s_b_4733><s_c_5008>
06:39 [视频-长播] <|video_begin|><s_a_4969><s_b_4550><s_c_6310>
06:42 [广告-点击] <|ad_begin|><s_a_3463><s_b_6435><s_c_1162>
06:43 [广告-点击] <|ad_begin|><s_a_4020><s_b_4753><s_c_3047>
06:43 [广告-点击] <|ad_begin|><s_a_4020><s_b_1822><s_c_6171>
06:44 [广告-点击] <|ad_begin|><s_a_4020><s_b_5238><s_c_3047>
06:44 [广告-点击] <|ad_begin|><s_a_3641><s_b_2737><s_c_6057>
06:48 [视频-长播] <|video_begin|><s_a_6705><s_b_1822><s_c_4479>
06:48 [视频-长播] <|video_begin|><s_a_3996><s_b_6379><s_c_8085>
06:48 [视频-长播] <|video_begin|><s_a_4969><s_b_1740><s_c_99>
06:54 [视频-长播] <|video_begin|><s_a_3996><s_b_3280><s_c_416>
06:54 [视频-长播] <|video_begin|><s_a_7668><s_b_1471><s_c_1716>
06:54 [视频-长播] <|video_begin|><s_a_6705><s_b_5510><s_c_4479>
06:58 [视频-长播] <|video_begin|><s_a_3996><s_b_6024><s_c_2615>
06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_7888><s_c_4479>
06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_6622><s_c_607>
06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_4550><s_c_4479>
07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_3063><s_c_143>
07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_3063><s_c_1148>
07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_6519><s_c_7741>
10:37 [视频-长播] <|video_begin|><s_a_148><s_b_3043><s_c_2756>
10:49 [视频-长播] <|video_begin|><s_a_2853><s_b_5760><s_c_5839>
10:49 [视频-长播] <|video_begin|><s_a_3503><s_b_6544><s_c_2452>
10:50 [视频-长播] <|video_begin|><s_a_6345><s_b_3368><s_c_40>
10:50 [视频-长播] <|video_begin|><s_a_4016><s_b_6234><s_c_1275>
10:55 [视频-长播] <|video_begin|><s_a_7668><s_b_1740><s_c_4802>
11:07 [视频-长播] <|video_begin|><s_a_2015><s_b_7888><s_c_7616>
11:07 [视频-长播] <|video_begin|><s_a_6154><s_b_2649><s_c_1414>
13:05 [视频-长播] <|video_begin|><s_a_5628><s_b_4291><s_c_3212>
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_4839><s_c_7428>
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_3152><s_c_7780>
--:-- [商品-点击] <|prod_begin|><s_a_2395><s_b_2889><s_c_7547>
--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_5974><s_c_4849>
--:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_5426><s_c_1643>
--:-- [商品-点击] <|prod_begin|><s_a_1436><s_b_3335><s_c_6423>
--:-- [商品-点击] <|prod_begin|><s_a_6238><s_b_4839><s_c_5215>
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:从文玩兴趣萌芽到工具链补齐的闭环
输出格式要求:输出必须且仅为包含 SID 的 JSON 数组,绝对不要输出任何额外的解释、提示或格式化外的文字。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
["<|prod_begin|><s_a_4436><s_b_5426><s_c_105>", "<|prod_begin|><s_a_345><s_b_1025><s_c_4980>", "<|prod_begin|><s_a_191><s_b_6080><s_c_3055>", "<|prod_begin|><s_a_2395><s_b_2889><s_c_7547>", "<|prod_begin|><s_a_1938><s_b_5974><s_c_4849>"]<|im_end|>
<|im_start|>user
你擅长理解快手用户跨场景行为和语义ID表示请根据输入信息归纳该用户的目标内容。
已知如下用户跨场景行为:
用户在直播域: 关注了主播 <|living_begin|><s_a_2828><s_b_7342><s_c_7951>,首次打赏了 <|living_begin|><s_a_3188><s_b_665><s_c_4487>, <|living_begin|><s_a_2828><s_b_697><s_c_7754>, <|living_begin|><s_a_2828><s_b_8049><s_c_7616>, <|living_begin|><s_a_4372><s_b_451><s_c_4467>, <|living_begin|><s_a_4843><s_b_2113><s_c_3970>。
用户购物行为: 浏览了商品 <|prod_begin|><s_a_6664><s_b_5373><s_c_4579>, <|prod_begin|><s_a_6368><s_b_1586><s_c_569>, <|prod_begin|><s_a_2271><s_b_5756><s_c_3504>, <|prod_begin|><s_a_5823><s_b_6675><s_c_7588>, <|prod_begin|><s_a_5051><s_b_2760><s_c_574>, <|prod_begin|><s_a_3592><s_b_8081><s_c_5082>, <|prod_begin|><s_a_4066><s_b_6318><s_c_2826>, <|prod_begin|><s_a_7906><s_b_5756><s_c_1179>, <|prod_begin|><s_a_929><s_b_5663><s_c_225>, <|prod_begin|><s_a_2928><s_b_4255><s_c_3133>, <|prod_begin|><s_a_3439><s_b_5260><s_c_3899>, <|prod_begin|><s_a_8090><s_b_2829><s_c_5388>, <|prod_begin|><s_a_1278><s_b_4353><s_c_174>, <|prod_begin|><s_a_310><s_b_3209><s_c_1828>, <|prod_begin|><s_a_6950><s_b_2003><s_c_1275>, <|prod_begin|><s_a_3737><s_b_2547><s_c_1091>, <|prod_begin|><s_a_1703><s_b_4026><s_c_2455>, <|prod_begin|><s_a_7058><s_b_1297><s_c_924>, <|prod_begin|><s_a_1882><s_b_5800><s_c_6500>, <|prod_begin|><s_a_2628><s_b_3284><s_c_1131>, <|prod_begin|><s_a_1703><s_b_2352><s_c_7395>, <|prod_begin|><s_a_4048><s_b_4782><s_c_4058>, <|prod_begin|><s_a_1480><s_b_1919><s_c_2895>, <|prod_begin|><s_a_1703><s_b_44><s_c_3884>, <|prod_begin|><s_a_4730><s_b_1798><s_c_2895>, <|prod_begin|><s_a_1670><s_b_6818><s_c_4141>, <|prod_begin|><s_a_6821><s_b_2916><s_c_531>, <|prod_begin|><s_a_1480><s_b_3712><s_c_646>, <|prod_begin|><s_a_3103><s_b_1701><s_c_7629>, <|prod_begin|><s_a_4576><s_b_4021><s_c_1335>, <|prod_begin|><s_a_1450><s_b_1043><s_c_2529>, <|prod_begin|><s_a_5553><s_b_4782><s_c_2972>, <|prod_begin|><s_a_1450><s_b_1043><s_c_2726>, <|prod_begin|><s_a_1450><s_b_2857><s_c_288>, <|prod_begin|><s_a_1611><s_b_4182><s_c_4890>, <|prod_begin|><s_a_6396><s_b_7687><s_c_6762>, <|prod_begin|><s_a_7907><s_b_8101><s_c_690>, <|prod_begin|><s_a_6396><s_b_7878><s_c_2224>, <|prod_begin|><s_a_1748><s_b_8101><s_c_2800>, <|prod_begin|><s_a_2271><s_b_7027><s_c_3522>, <|prod_begin|><s_a_1480><s_b_7725><s_c_1416>,购买了 <|prod_begin|><s_a_266><s_b_6454><s_c_7658>, <|prod_begin|><s_a_8138><s_b_5908><s_c_1034>, <|prod_begin|><s_a_7433><s_b_200><s_c_6661>, <|prod_begin|><s_a_8191><s_b_689><s_c_62>, <|prod_begin|><s_a_5586><s_b_5576><s_c_4393>, <|prod_begin|><s_a_5888><s_b_4916><s_c_1218>, <|prod_begin|><s_a_7517><s_b_1055><s_c_2655>, <|prod_begin|><s_a_7121><s_b_7369><s_c_3311>, <|prod_begin|><s_a_7121><s_b_7369><s_c_4829>, <|prod_begin|><s_a_2686><s_b_7878><s_c_1599>, <|prod_begin|><s_a_5161><s_b_8181><s_c_4134>, <|prod_begin|><s_a_307><s_b_4782><s_c_2925>, <|prod_begin|><s_a_6488><s_b_6642><s_c_4134>, <|prod_begin|><s_a_7760><s_b_3923><s_c_5404>, <|prod_begin|><s_a_843><s_b_703><s_c_7674>, <|prod_begin|><s_a_7215><s_b_6803><s_c_4393>, <|prod_begin|><s_a_2059><s_b_755><s_c_689>, <|prod_begin|><s_a_1193><s_b_5757><s_c_3056>, <|prod_begin|><s_a_167><s_b_5322><s_c_4899>, <|prod_begin|><s_a_8138><s_b_326><s_c_7716>, <|prod_begin|><s_a_8138><s_b_7878><s_c_3483>, <|prod_begin|><s_a_8138><s_b_1692><s_c_6035>, <|prod_begin|><s_a_7938><s_b_1801><s_c_8051>, <|prod_begin|><s_a_6488><s_b_2585><s_c_4547>, <|prod_begin|><s_a_4661><s_b_3785><s_c_1131>, <|prod_begin|><s_a_6983><s_b_1671><s_c_7547>, <|prod_begin|><s_a_301><s_b_8134><s_c_7658>, <|prod_begin|><s_a_7517><s_b_3150><s_c_2974>, <|prod_begin|><s_a_7517><s_b_98><s_c_7366>, <|prod_begin|><s_a_4389><s_b_1695><s_c_3165>, <|prod_begin|><s_a_3927><s_b_6065><s_c_1221>, <|prod_begin|><s_a_3865><s_b_5974><s_c_441>, <|prod_begin|><s_a_5027><s_b_5108><s_c_4134>, <|prod_begin|><s_a_6488><s_b_5845><s_c_4134>, <|prod_begin|><s_a_6061><s_b_5119><s_c_5924>, <|prod_begin|><s_a_58><s_b_6600><s_c_2883>, <|prod_begin|><s_a_1882><s_b_7369><s_c_7732>, <|prod_begin|><s_a_3550><s_b_3518><s_c_5194>, <|prod_begin|><s_a_7179><s_b_1124><s_c_7929>, <|prod_begin|><s_a_310><s_b_8137><s_c_3606>, <|prod_begin|><s_a_7760><s_b_6734><s_c_7791>, <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>, <|prod_begin|><s_a_3592><s_b_8081><s_c_5082>。
用户视频行为: 深度观看了 <|video_begin|><s_a_5134><s_b_5626><s_c_5563>, <|video_begin|><s_a_2794><s_b_1411><s_c_2881>, <|video_begin|><s_a_1512><s_b_6966><s_c_2438>, <|video_begin|><s_a_16><s_b_796><s_c_7897>, <|video_begin|><s_a_8164><s_b_558><s_c_5928>, <|video_begin|><s_a_4862><s_b_7776><s_c_6278>, <|video_begin|><s_a_2408><s_b_3589><s_c_2912>, <|video_begin|><s_a_2408><s_b_8108><s_c_5162>, <|video_begin|><s_a_116><s_b_2789><s_c_2309>, <|video_begin|><s_a_2794><s_b_1411><s_c_153>, <|video_begin|><s_a_16><s_b_4076><s_c_7548>, <|video_begin|><s_a_1326><s_b_4305><s_c_5851>, <|video_begin|><s_a_264><s_b_6436><s_c_6768>, <|video_begin|><s_a_5134><s_b_3127><s_c_1708>, <|video_begin|><s_a_5003><s_b_7381><s_c_2332>, <|video_begin|><s_a_5023><s_b_6710><s_c_838>, <|video_begin|><s_a_5134><s_b_3422><s_c_5776>, <|video_begin|><s_a_5629><s_b_1411><s_c_2568>, <|video_begin|><s_a_6401><s_b_3714><s_c_6032>, <|video_begin|><s_a_5907><s_b_4552><s_c_47>, <|video_begin|><s_a_2794><s_b_8179><s_c_827>, <|video_begin|><s_a_5003><s_b_6792><s_c_72>, <|video_begin|><s_a_16><s_b_1906><s_c_4718>, <|video_begin|><s_a_7479><s_b_7877><s_c_3501>, <|video_begin|><s_a_2794><s_b_1119><s_c_2568>, <|video_begin|><s_a_7698><s_b_5511><s_c_5563>, <|video_begin|><s_a_1985><s_b_7608><s_c_8168>, <|video_begin|><s_a_16><s_b_5101><s_c_1707>, <|video_begin|><s_a_2408><s_b_2357><s_c_6278>, <|video_begin|><s_a_7771><s_b_1002><s_c_2513>, <|video_begin|><s_a_7542><s_b_3942><s_c_2984>, <|video_begin|><s_a_1985><s_b_2545><s_c_47>, <|video_begin|><s_a_3829><s_b_990><s_c_4808>, <|video_begin|><s_a_2213><s_b_7665><s_c_2513>, <|video_begin|><s_a_2526><s_b_1119><s_c_5044>, <|video_begin|><s_a_1576><s_b_7381><s_c_3775>, <|video_begin|><s_a_7133><s_b_6525><s_c_6856>, <|video_begin|><s_a_2408><s_b_6234><s_c_1178>, <|video_begin|><s_a_8152><s_b_3614><s_c_814>, <|video_begin|><s_a_16><s_b_1002><s_c_597>, <|video_begin|><s_a_5254><s_b_1411><s_c_4423>, <|video_begin|><s_a_1726><s_b_6595><s_c_7622>, <|video_begin|><s_a_7984><s_b_7762><s_c_5162>, <|video_begin|><s_a_2408><s_b_5445><s_c_8042>, <|video_begin|><s_a_8164><s_b_575><s_c_6815>, <|video_begin|><s_a_4088><s_b_4033><s_c_2523>, <|video_begin|><s_a_4307><s_b_850><s_c_5831>, <|video_begin|><s_a_4064><s_b_6234><s_c_110>, <|video_begin|><s_a_6022><s_b_6309><s_c_6416>, <|video_begin|><s_a_6321><s_b_2826><s_c_6379>,对视频 <|video_begin|><s_a_16><s_b_6426><s_c_141>, <|video_begin|><s_a_2408><s_b_3589><s_c_2781> 有过点赞/长播行为,对视频 <|video_begin|><s_a_5991><s_b_7333><s_c_875>, <|video_begin|><s_a_335><s_b_4340><s_c_5063> 有过收藏/长播行为,对视频 <|video_begin|><s_a_279><s_b_2224><s_c_5162> 有过关注/长播行为,看过视频 <|video_begin|><s_a_4157><s_b_2789><s_c_1583>, <|video_begin|><s_a_3314><s_b_3832><s_c_7119>。
广告行为: 对广告 <|ad_begin|><s_a_2832><s_b_6779><s_c_6994>, <|ad_begin|><s_a_4403><s_b_3009><s_c_3026>, <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_6321><s_b_6874><s_c_7106>, <|ad_begin|><s_a_2845><s_b_6234><s_c_3766>, <|ad_begin|><s_a_6958><s_b_620><s_c_5749>, <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_2832><s_b_5349><s_c_5563>, <|ad_begin|><s_a_6417><s_b_6519><s_c_5563>, <|ad_begin|><s_a_6958><s_b_6234><s_c_4209>, <|ad_begin|><s_a_4403><s_b_620><s_c_7566>, <|ad_begin|><s_a_6386><s_b_6234><s_c_4829>, <|ad_begin|><s_a_2111><s_b_2918><s_c_1935>, <|ad_begin|><s_a_3069><s_b_6451><s_c_6313>, <|ad_begin|><s_a_4039><s_b_1021><s_c_6047>, <|ad_begin|><s_a_3091><s_b_6234><s_c_2460>, <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>, <|ad_begin|><s_a_497><s_b_6234><s_c_6275> 完成过深度转化,点击过广告 <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_6321><s_b_6874><s_c_7106>, <|ad_begin|><s_a_5632><s_b_7261><s_c_3246>, <|ad_begin|><s_a_4403><s_b_5511><s_c_3036>, <|ad_begin|><s_a_5863><s_b_581><s_c_3364>, <|ad_begin|><s_a_5912><s_b_6442><s_c_380>, <|ad_begin|><s_a_2832><s_b_3636><s_c_3775>, <|ad_begin|><s_a_2845><s_b_6234><s_c_3766>, <|ad_begin|><s_a_4088><s_b_7180><s_c_3464>, <|ad_begin|><s_a_2111><s_b_6234><s_c_1322>, <|ad_begin|><s_a_2111><s_b_1642><s_c_1935>, <|ad_begin|><s_a_2280><s_b_4733><s_c_380>, <|ad_begin|><s_a_2111><s_b_5349><s_c_3363>, <|ad_begin|><s_a_3091><s_b_6234><s_c_2225>, <|ad_begin|><s_a_7468><s_b_6519><s_c_3036>, <|ad_begin|><s_a_6958><s_b_6234><s_c_7383>, <|ad_begin|><s_a_7931><s_b_6234><s_c_5220>, <|ad_begin|><s_a_6958><s_b_620><s_c_5749>, <|ad_begin|><s_a_4403><s_b_1277><s_c_145>, <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_1383><s_b_581><s_c_5553>, <|ad_begin|><s_a_1351><s_b_1310><s_c_8037>, <|ad_begin|><s_a_3091><s_b_2828><s_c_1935>, <|ad_begin|><s_a_2832><s_b_5349><s_c_5563>, <|ad_begin|><s_a_3091><s_b_7811><s_c_439>, <|ad_begin|><s_a_6417><s_b_6519><s_c_5563>, <|ad_begin|><s_a_16><s_b_5119><s_c_4859>, <|ad_begin|><s_a_3578><s_b_6006><s_c_5387>, <|ad_begin|><s_a_2799><s_b_3930><s_c_1946>, <|ad_begin|><s_a_6958><s_b_6234><s_c_4209>, <|ad_begin|><s_a_4403><s_b_620><s_c_7566>, <|ad_begin|><s_a_217><s_b_1310><s_c_7616>, <|ad_begin|><s_a_6386><s_b_6234><s_c_4829>, <|ad_begin|><s_a_6386><s_b_6234><s_c_4829>, <|ad_begin|><s_a_698><s_b_2918><s_c_7268>, <|ad_begin|><s_a_5673><s_b_6234><s_c_6007>, <|ad_begin|><s_a_2111><s_b_2918><s_c_1935>, <|ad_begin|><s_a_5632><s_b_4733><s_c_61>, <|ad_begin|><s_a_3069><s_b_6451><s_c_6313>, <|ad_begin|><s_a_4039><s_b_1021><s_c_6047>, <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>, <|ad_begin|><s_a_3091><s_b_6234><s_c_2460>, <|ad_begin|><s_a_5673><s_b_1330><s_c_3026>, <|ad_begin|><s_a_1274><s_b_4746><s_c_141>, <|ad_begin|><s_a_491><s_b_2246><s_c_5563>, <|ad_begin|><s_a_2832><s_b_1642><s_c_141>, <|ad_begin|><s_a_6417><s_b_8008><s_c_141>, <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>, <|ad_begin|><s_a_497><s_b_6234><s_c_6275>, <|ad_begin|><s_a_4403><s_b_7342><s_c_3725>, <|ad_begin|><s_a_3913><s_b_3314><s_c_1935>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3033>, <|ad_begin|><s_a_5960><s_b_6234><s_c_1038>, <|ad_begin|><s_a_491><s_b_4552><s_c_6176>, <|ad_begin|><s_a_3091><s_b_4056><s_c_3501>, <|ad_begin|><s_a_923><s_b_7180><s_c_2912>, <|ad_begin|><s_a_491><s_b_6234><s_c_391>, <|ad_begin|><s_a_4327><s_b_7497><s_c_2568>, <|ad_begin|><s_a_1383><s_b_6379><s_c_1935>, <|ad_begin|><s_a_7755><s_b_4259><s_c_5059>, <|ad_begin|><s_a_491><s_b_6234><s_c_5749>, <|ad_begin|><s_a_1383><s_b_3661><s_c_6900>, <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>, <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>, <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>, <|ad_begin|><s_a_1351><s_b_7608><s_c_594>, <|ad_begin|><s_a_1351><s_b_7608><s_c_594>, <|ad_begin|><s_a_5094><s_b_6874><s_c_3948>, <|ad_begin|><s_a_8091><s_b_1119><s_c_1161>, <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>。
请输出该用户在不同场景下对应的目标内容。/no_think<|im_end|>
<|im_start|>assistant
该用户最近喜欢的视频有: <|video_begin|><s_a_4580><s_b_233><s_c_1219><|im_end|>
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
label_ids:
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labels:
<think>
</think>
{"logic_chain":{"name":"围绕“便秘”问题的多路径食疗方案探索与验证","events":[{"date":"2025-06-26","action":"[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>","logic":"问题识别与初始行动:首次购买针对性产品“便秘果”,标志着用户明确了健康问题并开始寻求解决方案。"},{"date":"2026-01-22","action":"[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>","logic":"信息获取与方案拓展:用户通过高强度互动(转发/收藏/点赞)学习新的食疗偏方(紫皮洋葱),表明初始方案可能未达预期,用户开始主动搜集更多元的非药物解决方案,认知从“购买成品”拓展到“自制偏方”。"},{"date":"2026-01-23","action":"[视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>","logic":"方案深化与对比筛选:在前一天的基础上,继续收藏新的、操作方式完全不同的解决方案(大蒜外敷)。这表明用户正在密集对比和评估不同方法的有效性,从“食疗内服”拓展到“物理外敷”,探索路径进一步深化。"},{"date":"2026-01-27","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>","logic":"认知闭环与决策收敛:用户收藏了一个对“病因”进行分析(气血不通、经络淤堵)并提供“独家秘方”的视频。这标志着用户的认知从简单的“尝试偏方”升级到对“病理机制”的探究,并可能找到了一个自认为更根本的解决方案,形成了初步的认知闭环。"}]}}<|im_end|>
<think>
</think>
{"logic_chain": {"name": "从关注宏大叙事到聚焦个体民生的视角下沉", "events": [{"date": "2026-01-23", "action": "[视频-浏览] <|video_begin|><s_a_1164><s_b_1937><s_c_6919>", "logic": "初始兴趣点:关注国家级文化事件(春晚)及其争议,属于对公共议题和宏大叙事的典型关注。"}, {"date": "2026-02-02", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7390><s_c_99>", "logic": "视角下沉:用户的关注点从宏观的文化事件,转向了具体的社会群体(农民)和民生议题(养老金)。这标志着其社会观察的视角开始下沉,从“旁观者”向“共情者”转变。"}, {"date": "2026-02-04", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>", "logic": "认知闭环与批判性思考:用户将初始的宏大叙事(春晚)与后期的民生关怀(基层生活)联系起来,形成批判性视角。这不再是简单的信息接收,而是将两个不同层面的议题进行关联思考,完成了从“关注事件”到“反思事件背后社会价值”的认知跃迁。"}]}}<|im_end|>
<think>
</think>
["<|prod_begin|><s_a_1830><s_b_5660><s_c_7373>","<|prod_begin|><s_a_7413><s_b_1055><s_c_7605>","<|prod_begin|><s_a_5766><s_b_5660><s_c_6378>","<|prod_begin|><s_a_2928><s_b_5660><s_c_1900>","<|video_begin|><s_a_7158><s_b_5660><s_c_2543>","<|video_begin|><s_a_7615><s_b_1055><s_c_4159>","<|prod_begin|><s_a_6225><s_b_1808><s_c_343>","<|prod_begin|><s_a_2928><s_b_6652><s_c_2273>","<|video_begin|><s_a_4569><s_b_6423><s_c_7675>","<|video_begin|><s_a_7490><s_b_697><s_c_5415>","<|prod_begin|><s_a_1450><s_b_7043><s_c_1716>","<|prod_begin|><s_a_8005><s_b_6652><s_c_5926>","<|prod_begin|><s_a_8005><s_b_2980><s_c_6250>","<|prod_begin|><s_a_2928><s_b_2865><s_c_6925>","<|video_begin|><s_a_1880><s_b_1055><s_c_2800>","<|prod_begin|><s_a_2928><s_b_5660><s_c_3000>","<|prod_begin|><s_a_1830><s_b_5660><s_c_5331>","<|prod_begin|><s_a_2928><s_b_147><s_c_1541>","<|prod_begin|><s_a_2928><s_b_1424><s_c_398>"]<|im_end|>
<think>
</think>
["<|prod_begin|><s_a_4436><s_b_5426><s_c_105>", "<|prod_begin|><s_a_345><s_b_1025><s_c_4980>", "<|prod_begin|><s_a_191><s_b_6080><s_c_3055>", "<|prod_begin|><s_a_2395><s_b_2889><s_c_7547>", "<|prod_begin|><s_a_1938><s_b_5974><s_c_4849>"]<|im_end|>
该用户最近喜欢的视频有: <|video_begin|><s_a_4580><s_b_233><s_c_1219><|im_end|>
[INFO|configuration_utils.py:769] 2026-07-15 02:02:44,589 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-15 02:02:44,590 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": null,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention",
"full_attention"
],
"max_position_embeddings": 40960,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"pad_token_id": 151643,
"rms_norm_eps": 1e-06,
"rope_parameters": {
"rope_theta": 1000000,
"rope_type": "default"
},
"sliding_window": null,
"tie_word_embeddings": false,
"transformers_version": "5.6.0",
"use_cache": false,
"use_sliding_window": false,
"vocab_size": 176253
}
[INFO|2026-07-15 02:02:44] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-15 02:02:44] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-15 02:02:44,955 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-15 02:02:44,955 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-15 02:02:45,152 >> Generate config GenerationConfig {
"eos_token_id": 151645,
"output_attentions": false,
"output_hidden_states": false,
"pad_token_id": 151643,
"use_cache": false
}
Loading weights: 0%| | 0/311 [00:00<?, ?it/s] Loading weights: 26%|██▌ | 80/311 [00:00<00:00, 799.95it/s] Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1614.56it/s]
[INFO|configuration_utils.py:978] 2026-07-15 02:02:45,508 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-15 02:02:45,508 >> Generate config GenerationConfig {
"do_sample": true,
"eos_token_id": [
151645,
151643
],
"pad_token_id": 151643,
"temperature": 0.6,
"top_k": 20,
"top_p": 0.95
}
[INFO|dynamic_module_utils.py:406] 2026-07-15 02:02:45,508 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-15 02:02:45] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-15 02:02:45] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-15 02:02:45] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-15 02:02:45] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-15 02:02:45] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-15 02:02:45,657 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-15 02:02:45,657 >> Num examples = 2,159
[INFO|trainer.py:1471] 2026-07-15 02:02:45,657 >> Num Epochs = 2
[INFO|trainer.py:1472] 2026-07-15 02:02:45,657 >> Num update steps per epoch = 540
[INFO|trainer.py:1473] 2026-07-15 02:02:45,657 >> Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-15 02:02:45,657 >> Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-15 02:02:45,657 >> Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-15 02:02:45,657 >> Total optimization steps = 648
[INFO|trainer.py:1479] 2026-07-15 02:02:45,658 >> Number of trainable parameters = 801,433,600
0%| | 0/648 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-15 02:02:45,995 >> `use_return_dict` is deprecated! Use `return_dict` instead!
0%| | 1/648 [00:08<1:26:32, 8.03s/it] 0%| | 2/648 [00:15<1:25:40, 7.96s/it] 0%| | 3/648 [00:23<1:24:17, 7.84s/it] 1%| | 4/648 [00:31<1:23:51, 7.81s/it] 1%| | 5/648 [00:38<1:22:07, 7.66s/it] 1%| | 6/648 [00:46<1:22:30, 7.71s/it] 1%| | 7/648 [00:54<1:23:12, 7.79s/it] 1%| | 8/648 [01:02<1:23:12, 7.80s/it] 1%|▏ | 9/648 [01:10<1:23:47, 7.87s/it] 2%|▏ | 10/648 [01:17<1:20:03, 7.53s/it] {'loss': '1.959', 'grad_norm': '9.938', 'learning_rate': '1.8e-07', 'epoch': '0.01853'}
2%|▏ | 10/648 [01:17<1:20:03, 7.53s/it] 2%|▏ | 11/648 [01:25<1:21:39, 7.69s/it] 2%|▏ | 12/648 [01:32<1:20:26, 7.59s/it] 2%|▏ | 13/648 [01:39<1:18:06, 7.38s/it] 2%|▏ | 14/648 [01:47<1:19:14, 7.50s/it] 2%|▏ | 15/648 [01:54<1:19:22, 7.52s/it] 2%|▏ | 16/648 [02:02<1:18:47, 7.48s/it] 3%|▎ | 17/648 [02:10<1:19:57, 7.60s/it] 3%|▎ | 18/648 [02:17<1:20:00, 7.62s/it] 3%|▎ | 19/648 [02:25<1:20:14, 7.65s/it] 3%|▎ | 20/648 [02:32<1:18:59, 7.55s/it] {'loss': '1.857', 'grad_norm': '6.625', 'learning_rate': '3.8e-07', 'epoch': '0.03705'}
3%|▎ | 20/648 [02:32<1:18:59, 7.55s/it] 3%|▎ | 21/648 [02:41<1:23:25, 7.98s/it] 3%|▎ | 22/648 [02:50<1:25:03, 8.15s/it] 4%|▎ | 23/648 [02:58<1:24:28, 8.11s/it] 4%|▎ | 24/648 [03:06<1:23:08, 7.99s/it] 4%|▍ | 25/648 [03:14<1:24:52, 8.17s/it] 4%|▍ | 26/648 [03:21<1:22:04, 7.92s/it] 4%|▍ | 27/648 [03:29<1:21:26, 7.87s/it] 4%|▍ | 28/648 [03:36<1:17:10, 7.47s/it] 4%|▍ | 29/648 [03:43<1:16:58, 7.46s/it] 5%|▍ | 30/648 [03:51<1:16:43, 7.45s/it] {'loss': '1.789', 'grad_norm': '6.094', 'learning_rate': '3.998e-07', 'epoch': '0.05558'}
5%|▍ | 30/648 [03:51<1:16:43, 7.45s/it] 5%|▍ | 31/648 [03:59<1:19:27, 7.73s/it] 5%|▍ | 32/648 [04:07<1:19:51, 7.78s/it] 5%|▌ | 33/648 [04:14<1:18:53, 7.70s/it] 5%|▌ | 34/648 [04:22<1:18:34, 7.68s/it] 5%|▌ | 35/648 [04:30<1:17:55, 7.63s/it] 6%|▌ | 36/648 [04:38<1:20:14, 7.87s/it] 6%|▌ | 37/648 [04:46<1:21:04, 7.96s/it] 6%|▌ | 38/648 [04:54<1:21:14, 7.99s/it] 6%|▌ | 39/648 [05:02<1:21:48, 8.06s/it] 6%|▌ | 40/648 [05:11<1:22:14, 8.12s/it] {'loss': '1.697', 'grad_norm': '10.94', 'learning_rate': '3.991e-07', 'epoch': '0.07411'}
6%|▌ | 40/648 [05:11<1:22:14, 8.12s/it] 6%|▋ | 41/648 [05:18<1:20:21, 7.94s/it] 6%|▋ | 42/648 [05:25<1:16:53, 7.61s/it] 7%|▋ | 43/648 [05:33<1:16:32, 7.59s/it] 7%|▋ | 44/648 [05:40<1:15:50, 7.53s/it] 7%|▋ | 45/648 [05:48<1:16:42, 7.63s/it] 7%|▋ | 46/648 [05:54<1:12:32, 7.23s/it] 7%|▋ | 47/648 [06:02<1:14:56, 7.48s/it] 7%|▋ | 48/648 [06:10<1:16:28, 7.65s/it] 8%|▊ | 49/648 [06:18<1:16:33, 7.67s/it] 8%|▊ | 50/648 [06:26<1:17:43, 7.80s/it] {'loss': '1.982', 'grad_norm': '5.375', 'learning_rate': '3.979e-07', 'epoch': '0.09264'}
8%|▊ | 50/648 [06:26<1:17:43, 7.80s/it] 8%|▊ | 51/648 [06:34<1:16:35, 7.70s/it] 8%|▊ | 52/648 [06:42<1:18:35, 7.91s/it] 8%|▊ | 53/648 [06:50<1:17:55, 7.86s/it] 8%|▊ | 54/648 [06:58<1:19:49, 8.06s/it] 8%|▊ | 55/648 [07:06<1:19:21, 8.03s/it] 9%|▊ | 56/648 [07:14<1:17:10, 7.82s/it] 9%|▉ | 57/648 [07:21<1:16:53, 7.81s/it] 9%|▉ | 58/648 [07:29<1:15:18, 7.66s/it] 9%|▉ | 59/648 [07:36<1:13:29, 7.49s/it] 9%|▉ | 60/648 [07:45<1:17:28, 7.90s/it] {'loss': '1.883', 'grad_norm': '4.281', 'learning_rate': '3.962e-07', 'epoch': '0.1112'}
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Training completed. Do not forget to share your model on huggingface.co/models =)
{'train_runtime': '5075', 'train_samples_per_second': '0.511', 'train_steps_per_second': '0.128', 'train_loss': '1.887', 'epoch': '1.2'}
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[INFO|trainer.py:3815] 2026-07-15 03:27:20,179 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12
[INFO|configuration_utils.py:533] 2026-07-15 03:27:20,181 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/config.json
[INFO|configuration_utils.py:816] 2026-07-15 03:27:20,181 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/generation_config.json
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s] Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.19it/s] Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.19it/s]
[INFO|modeling_utils.py:3471] 2026-07-15 03:27:21,027 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-15 03:27:21,146 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-15 03:27:21,168 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/tokenizer_config.json
***** train metrics *****
epoch = 1.2001
total_flos = 288871318GF
train_loss = 1.8869
train_runtime = 1:24:34.52
train_samples_per_second = 0.511
train_steps_per_second = 0.128
Figure saved at: /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/training_loss.png
[WARNING|2026-07-15 03:27:21] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-15 03:27:21] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-15 03:27:21,269 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}