2356 lines
558 KiB
Plaintext
2356 lines
558 KiB
Plaintext
/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.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-05 17:54:35] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
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[INFO|configuration_utils.py:771] 2026-07-05 17:54:35,788 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-05 17:54:35,794 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"head_dim": 128,
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"hidden_act": "silu",
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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[INFO|configuration_utils.py:771] 2026-07-05 17:54:39,168 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-05 17:54:39,171 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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[INFO|configuration_utils.py:771] 2026-07-05 17:54:39,512 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-05 17:54:39,515 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
|
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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}
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[INFO|2026-07-05 17:54:41] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/demo/data/data_final.jsonl...
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Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.
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Generating train split: 0 examples [00:00, ? examples/s]
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Generating train split: 1172 examples [00:00, 9767.22 examples/s]
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Generating train split: 14237 examples [00:00, 72217.18 examples/s]
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Generating train split: 29300 examples [00:00, 103845.22 examples/s]
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Generating train split: 32480 examples [00:00, 92180.57 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 32480/32480 [00:00<00:00, 66953.58 examples/s]
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training example:
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input_ids:
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||
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1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 158727, 161158, 170629, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 153843, 160387, 174845, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 158534, 160974, 172688, 198, 10904, 17, 15, 17, 21, 12, 15, 16, 12, 17, 19, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 159843, 165618, 172871, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159843, 165618, 172871, 198, 10904, 17, 15, 17, 21, 12, 15, 16, 12, 17, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 158065, 167758, 169388, 198, 10904, 17, 15, 17, 21, 12, 15, 16, 12, 17, 23, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 158373, 160626, 169476, 198, 10904, 17, 15, 17, 21, 12, 15, 16, 12, 17, 24, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 156041, 161991, 171669, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 153200, 162821, 168069, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 153372, 164406, 173658, 198, 10904, 17, 15, 17, 21, 12, 15, 16, 12, 18, 16, 10958, 198, 220, 220, 15, 17, 25, 17, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156803, 161397, 172837, 198, 220, 220, 16, 21, 25, 19, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 156813, 167637, 168584, 198, 220, 220, 16, 21, 25, 19, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 158426, 160572, 168100, 198, 220, 220, 16, 21, 25, 19, 22, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 155032, 164776, 171260, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 17, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 104181, 75437, 100541, 60, 220, 176249, 156041, 167886, 174832, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 158360, 162933, 170388, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 19, 10958, 198, 220, 220, 17, 18, 25, 17, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152561, 160926, 169162, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 10958, 198, 220, 220, 16, 18, 25, 15, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159054, 161683, 175669, 198, 100780, 88802, 5122, 112735, 102889, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 101034, 20074, 68805, 32108, 101057, 3837, 104210, 70589, 20002, 108221, 100022, 3837, 101092, 89012, 22382, 100220, 102450, 62926, 107439, 100629, 100520, 41299, 104913, 33108, 108314, 72064, 9370, 108221, 101070, 104913, 63314, 8997, 108221, 101070, 31905, 9909, 101358, 68805, 109756, 111641, 7552, 5122, 74577, 123, 57555, 12, 72651, 5373, 101927, 12, 102217, 101548, 5373, 87140, 12, 102679, 5373, 87140, 12, 45861, 75650, 5373, 78973, 12, 78973, 5373, 45943, 12, 72651, 5373, 45943, 12, 103946, 5373, 101981, 12, 100020, 5373, 101981, 12, 104181, 75437, 100541, 198, 100185, 118797, 104913, 9909, 100520, 41299, 33071, 108023, 7552, 28311, 59879, 20450, 104159, 107439, 106070, 220, 20, 71928, 98, 104796, 63314, 3837, 101882, 33447, 47882, 108221, 33, 100645, 32664, 24562, 47882, 108221, 32, 101894, 102122, 100354, 102402, 104361, 5373, 111018, 100609, 62112, 57191, 100565, 103340, 100402, 8545, 91676, 425, 88940, 227, 100360, 104625, 362, 4891, 119, 114, 76313, 104355, 100354, 3837, 109756, 107439, 99885, 107888, 49111, 52334, 5373, 43815, 105444, 57191, 99373, 62112, 104307, 14, 108439, 105998, 62926, 31118, 103005, 23990, 101070, 8997, 16, 13, 102122, 102474, 102402, 5122, 108221, 425, 220, 57218, 108221, 362, 88940, 227, 100360, 101199, 102700, 99424, 102122, 33108, 100220, 21515, 29732, 16872, 90395, 102094, 99226, 99193, 104378, 99622, 46306, 100145, 8997, 17, 13, 100565, 113597, 100520, 41299, 5122, 108221, 425, 95522, 242, 20412, 108221, 362, 4891, 116, 99, 104672, 111018, 100354, 57191, 93620, 100354, 105369, 3837, 100631, 362, 69162, 425, 34369, 115, 18830, 100692, 114298, 100154, 8997, 18, 13, 100354, 102217, 103340, 5122, 113275, 100220, 21515, 29732, 16872, 11, 108221, 425, 43589, 100354, 56006, 220, 108221, 362, 72669, 100398, 100700, 11, 220, 77288, 16530, 100630, 104183, 105444, 9370, 103946, 5373, 72651, 5373, 78973, 49567, 101070, 3837, 101153, 105444, 92374, 43815, 8997, 14880, 104548, 87752, 100220, 107439, 101070, 104913, 63314, 28311, 100220, 5122, 45181, 107285, 99722, 27369, 29077, 104381, 101966, 100638, 105149, 99707, 100217, 271, 66017, 68805, 5122, 14880, 23031, 4718, 69162, 46423, 100414, 31526, 3837, 100166, 104506, 28311, 515, 220, 330, 24225, 30583, 788, 341, 262, 330, 606, 788, 330, 45181, 107285, 99722, 27369, 29077, 104381, 101966, 100638, 105149, 99707, 100217, 756, 262, 330, 12389, 788, 2278, 414, 341, 286, 330, 1028, 788, 330, 28189, 18506, 40175, 756, 286, 330, 1311, 788, 10545, 108221, 101070, 31905, 60, 220, 108221, 43815, 1, 9909, 100470, 103124, 59641, 15946, 108221, 38989, 29732, 3837, 110263, 65770, 99475, 7552, 345, 286, 330, 24225, 788, 330, 104913, 66394, 698, 414, 456, 262, 5133, 220, 456, 4472, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 151667, 198, 151668, 198, 4913, 24225, 30583, 788, 5212, 606, 788, 330, 45181, 107285, 99722, 27369, 29077, 104381, 101966, 100638, 105149, 99707, 100217, 497, 330, 12389, 788, 61753, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 15, 22, 497, 330, 1311, 788, 10545, 101927, 12, 72651, 60, 220, 176251, 155740, 162082, 172364, 497, 330, 24225, 788, 330, 86119, 111916, 5122, 107285, 29077, 104381, 113915, 99845, 100461, 9370, 105106, 116930, 101927, 3837, 115151, 34187, 106362, 9370, 99722, 100354, 100708, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 17, 17, 497, 330, 1311, 788, 10545, 45943, 12, 103946, 60, 220, 176247, 155902, 167275, 174064, 497, 330, 24225, 788, 330, 101070, 118609, 57218, 100638, 5122, 18493, 99250, 115151, 99722, 100708, 33447, 3837, 20002, 104015, 44063, 99845, 100461, 104378, 104536, 26939, 46944, 99491, 108247, 5373, 106646, 107120, 33071, 103936, 9909, 112326, 100859, 108684, 48272, 62926, 101041, 103946, 34187, 103332, 99226, 99193, 9370, 47815, 11622, 82700, 3837, 105236, 45181, 2073, 100708, 854, 26939, 2073, 100675, 97907, 101548, 1773, 9207, 60, 3417, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_1504><s_c_8063>
|
||
【2025-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5710><s_b_1380><s_c_2644>
|
||
【2025-03-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_1019>
|
||
【2025-03-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5351><s_c_7843>
|
||
【2025-03-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3294><s_b_6234><s_c_3650>
|
||
【2025-04-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7342><s_c_7819>
|
||
【2025-04-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_5654>
|
||
【2025-04-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7554><s_c_1234>
|
||
【2025-04-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_2403>
|
||
【2025-04-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_439>
|
||
【2025-04-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_3294>
|
||
【2025-04-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1596><s_c_2957>
|
||
【2025-05-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4427><s_b_1806><s_c_677>
|
||
【2025-05-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_665><s_c_3041>
|
||
【2025-05-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_4543>
|
||
【2025-06-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3543><s_b_6913><s_c_99>
|
||
【2025-07-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6609>
|
||
【2025-07-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1751><s_c_673>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3882><s_b_2148><s_c_878>
|
||
【2025-08-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3318><s_b_1864><s_c_3318>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_3772><s_c_5234>
|
||
【2025-08-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_7455><s_c_4783>
|
||
【2025-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_1052><s_c_802>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6100><s_c_1726>
|
||
【2025-08-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_5044><s_c_7706>
|
||
【2025-08-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7868><s_b_7523><s_c_2337>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2826><s_b_7304><s_c_780>
|
||
【2025-09-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>
|
||
【2025-09-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_6234><s_c_3363>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5474><s_b_5549><s_c_6764>
|
||
【2025-09-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2699><s_b_222><s_c_190>
|
||
【2025-09-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_7030><s_c_593>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
|
||
【2025-09-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5124><s_b_48><s_c_6212>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5124><s_b_48><s_c_6212>
|
||
【2025-09-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_5576><s_c_7684>
|
||
【2025-09-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3294><s_b_6234><s_c_5956>
|
||
【2025-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5200><s_c_7366>
|
||
【2025-09-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_5576><s_c_4098>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_6434><s_c_174>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1079><s_b_6434><s_c_749>
|
||
【2025-10-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_4538><s_c_5291>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6426><s_c_5146>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>
|
||
【2025-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7376><s_b_7808><s_c_1089>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6143><s_b_3083><s_c_4210>
|
||
【2025-10-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_1099><s_c_2526>
|
||
【2025-10-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_404><s_c_1477>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7856><s_c_2625>
|
||
【2025-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1259><s_c_6428>
|
||
【2025-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7078><s_c_6423>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6033><s_c_1243>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1701><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_576><s_c_6095>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_3048><s_c_5383>
|
||
【2025-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1692><s_c_5346>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_3635><s_c_567>
|
||
【2025-12-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7388><s_c_3058>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7388><s_c_4233>
|
||
【2025-12-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3666><s_c_1076>
|
||
【2025-12-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1055><s_c_4462>
|
||
【2026-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2923><s_b_4743><s_c_1594>
|
||
【2026-01-05】
|
||
09:08 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_4173><s_c_6390>
|
||
【2026-01-06】
|
||
11:23 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1162>
|
||
20:40 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_3010>
|
||
【2026-01-07】
|
||
09:15 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_3464>
|
||
19:32 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6954>
|
||
【2026-01-08】
|
||
07:55 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_5562>
|
||
10:18 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_2756>
|
||
【2026-01-09】
|
||
11:31 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_4288><s_c_6513>
|
||
12:06 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_2596>
|
||
13:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_47>
|
||
【2026-01-10】
|
||
08:12 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4173><s_c_497>
|
||
11:25 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2988>
|
||
13:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3877>
|
||
【2026-01-11】
|
||
08:31 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6597>
|
||
09:12 [广告-深度转化] <|ad_begin|><s_a_4351><s_b_108><s_c_3913>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6047><s_c_6067>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_4636>
|
||
11:12 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_7106>
|
||
11:53 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6519><s_c_6583>
|
||
13:11 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_7180><s_c_141>
|
||
【2026-01-12】
|
||
03:10 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1659>
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1162>
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_6358><s_c_5563>
|
||
07:52 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_6908>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_6009><s_b_4875><s_c_2213>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_1148>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_4811><s_b_1822><s_c_787>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_5724><s_b_1404><s_c_7073>
|
||
07:54 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_5650>
|
||
10:14 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4092>
|
||
11:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_4599>
|
||
11:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_4599>
|
||
22:59 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_3034>
|
||
23:00 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_3034>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1079><s_b_1690><s_c_4877>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1643><s_b_4386><s_c_8023>
|
||
【2026-01-13】
|
||
11:44 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5551><s_c_1935>
|
||
11:44 [广告-点击] <|ad_begin|><s_a_4815><s_b_5551><s_c_1935>
|
||
12:44 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1614>
|
||
14:10 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_4599>
|
||
14:24 [广告-点击] <|ad_begin|><s_a_7879><s_b_7333><s_c_2374>
|
||
23:46 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_3314><s_c_1935>
|
||
23:46 [广告-点击] <|ad_begin|><s_a_3913><s_b_3314><s_c_1935>
|
||
【2026-01-14】
|
||
00:22 [广告-点击] <|ad_begin|><s_a_5998><s_b_581><s_c_6072>
|
||
05:31 [广告-点击] <|ad_begin|><s_a_99><s_b_3589><s_c_4979>
|
||
【2026-01-15】
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3476>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3476>
|
||
11:47 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2409>
|
||
11:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2409>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_5998><s_b_7560><s_c_1741>
|
||
21:01 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1393>
|
||
21:01 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1393>
|
||
【2026-01-16】
|
||
08:29 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
|
||
08:29 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
|
||
10:57 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6635><s_c_3475>
|
||
10:57 [广告-点击] <|ad_begin|><s_a_2111><s_b_6635><s_c_3475>
|
||
13:31 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
17:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4519>
|
||
【2026-01-17】
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7674>
|
||
03:51 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7674>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_923><s_b_7180><s_c_2517>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1091><s_b_6209><s_c_5004>
|
||
23:59 [广告-点击] <|ad_begin|><s_a_6958><s_b_3235><s_c_1369>
|
||
【2026-01-18】
|
||
07:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_6072>
|
||
【2026-01-19】
|
||
08:05 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_286>
|
||
08:05 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_286>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_5588><s_c_7283>
|
||
【2026-01-20】
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_4949><s_c_3501>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_5998><s_b_4949><s_c_3501>
|
||
14:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6782><s_c_4631>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_6782><s_c_4631>
|
||
22:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6519><s_c_5673>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8177><s_b_4163><s_c_677>
|
||
03:22 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_3014>
|
||
08:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6691>
|
||
08:29 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6691>
|
||
10:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_1129>
|
||
10:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_1129>
|
||
13:01 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_1952><s_c_5563>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_5863><s_b_1952><s_c_5563>
|
||
【2026-01-22】
|
||
03:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3633><s_c_3036>
|
||
03:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_3633><s_c_3036>
|
||
05:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_6705><s_b_1822><s_c_2116>
|
||
05:37 [视频-收藏/长播] <|video_begin|><s_a_3717><s_b_6972><s_c_1284>
|
||
07:53 [广告-点击] <|ad_begin|><s_a_5998><s_b_3636><s_c_831>
|
||
08:23 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_4923>
|
||
10:05 [视频-关注/长播] <|video_begin|><s_a_2713><s_b_697><s_c_2852>
|
||
14:08 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_6435><s_c_1368>
|
||
14:08 [广告-点击] <|ad_begin|><s_a_4646><s_b_6435><s_c_1368>
|
||
14:09 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_3280><s_c_5485>
|
||
14:52 [广告-点击] <|ad_begin|><s_a_3578><s_b_3193><s_c_2262>
|
||
【2026-01-23】
|
||
05:42 [视频-关注/长播] <|video_begin|><s_a_7532><s_b_6234><s_c_4384>
|
||
06:19 [视频-关注/长播] <|video_begin|><s_a_1922><s_b_6047><s_c_77>
|
||
10:57 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4949><s_c_77>
|
||
10:57 [广告-点击] <|ad_begin|><s_a_7468><s_b_4949><s_c_77>
|
||
21:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5815>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_1465><s_c_7068>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_5398><s_c_378>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3731><s_c_4631>
|
||
05:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_3543><s_b_3280><s_c_6468>
|
||
07:34 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_4631>
|
||
08:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
|
||
08:00 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
|
||
15:03 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1858>
|
||
15:03 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1858>
|
||
23:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1397>
|
||
23:11 [视频-浏览] <|video_begin|><s_a_116><s_b_7877><s_c_607>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7180><s_c_5843>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_5956>
|
||
04:24 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_800><s_c_6278>
|
||
04:24 [视频-关注/长播] <|video_begin|><s_a_791><s_b_5101><s_c_7935>
|
||
14:11 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
|
||
14:11 [广告-点击] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
|
||
22:40 [广告-点击] <|ad_begin|><s_a_3578><s_b_5952><s_c_5563>
|
||
23:05 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
|
||
23:18 [视频-浏览] <|video_begin|><s_a_7893><s_b_7342><s_c_7315>
|
||
23:47 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_3280><s_c_5186>
|
||
23:57 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_4305><s_c_1428>
|
||
【2026-01-26】
|
||
03:44 [广告-点击] <|ad_begin|><s_a_6958><s_b_6006><s_c_6583>
|
||
07:29 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_77>
|
||
07:29 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_77>
|
||
22:18 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_7077><s_c_2082>
|
||
23:18 [视频-收藏/长播] <|video_begin|><s_a_7308><s_b_6033><s_c_5654>
|
||
23:36 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_6519><s_c_6278>
|
||
【2026-01-27】
|
||
15:21 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_997>
|
||
15:21 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_997>
|
||
23:13 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_4386><s_c_607>
|
||
【2026-01-28】
|
||
05:19 [视频-点赞/长播] <|video_begin|><s_a_6378><s_b_6426><s_c_3973>
|
||
05:48 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_978><s_c_853>
|
||
09:02 [广告-深度转化] <|ad_begin|><s_a_3115><s_b_872><s_c_3054>
|
||
09:02 [广告-点击] <|ad_begin|><s_a_3115><s_b_872><s_c_3054>
|
||
11:30 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
11:30 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
19:31 [视频-收藏/长播] <|video_begin|><s_a_6154><s_b_3731><s_c_4539>
|
||
19:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
19:51 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
20:30 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_7315>
|
||
20:39 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
20:39 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
20:39 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_927>
|
||
20:39 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_927>
|
||
20:40 [广告-点击] <|ad_begin|><s_a_2366><s_b_7342><s_c_2477>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3617><s_c_7668>
|
||
【2026-01-29】
|
||
05:45 [广告-点击] <|ad_begin|><s_a_2624><s_b_1822><s_c_7261>
|
||
11:59 [视频-浏览] <|video_begin|><s_a_1640><s_b_6436><s_c_47>
|
||
13:02 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3656><s_c_2693>
|
||
13:02 [广告-点击] <|ad_begin|><s_a_4815><s_b_3656><s_c_2693>
|
||
14:43 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_1866><s_c_4631>
|
||
19:05 [视频-点赞/长播] <|video_begin|><s_a_6154><s_b_7549><s_c_2276>
|
||
19:50 [视频-转发/长播] <|video_begin|><s_a_2335><s_b_3472><s_c_6222>
|
||
【2026-01-30】
|
||
06:13 [视频-收藏/长播] <|video_begin|><s_a_661><s_b_8022><s_c_4610>
|
||
12:37 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
|
||
12:37 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
|
||
20:56 [视频-收藏/长播] <|video_begin|><s_a_5146><s_b_6913><s_c_5413>
|
||
【2026-01-31】
|
||
08:36 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2118>
|
||
08:36 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2118>
|
||
11:30 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4033><s_c_77>
|
||
11:30 [广告-点击] <|ad_begin|><s_a_4403><s_b_4033><s_c_77>
|
||
15:06 [视频-收藏/长播] <|video_begin|><s_a_6258><s_b_3143><s_c_6327>
|
||
23:18 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_1740><s_c_6831>
|
||
【2026-02-01】
|
||
06:32 [视频-转发/长播] <|video_begin|><s_a_661><s_b_59><s_c_7713>
|
||
07:42 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4508>
|
||
07:47 [视频-关注/收藏/长播] <|video_begin|><s_a_5144><s_b_6519><s_c_1591>
|
||
11:41 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7605>
|
||
11:41 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7605>
|
||
11:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_575><s_b_4142><s_c_5890>
|
||
14:57 [视频-点赞/长播] <|video_begin|><s_a_5476><s_b_5200><s_c_7550>
|
||
22:03 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_978><s_c_7586>
|
||
22:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_2555><s_c_907>
|
||
23:02 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_4460><s_c_2460>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2419><s_c_3026>
|
||
08:33 [广告-点击] <|ad_begin|><s_a_491><s_b_946><s_c_3363>
|
||
08:59 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1614>
|
||
08:59 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1614>
|
||
11:23 [视频-转发/长播] <|video_begin|><s_a_2500><s_b_1858><s_c_6805>
|
||
13:28 [视频-转发/长播] <|video_begin|><s_a_5907><s_b_6234><s_c_7018>
|
||
14:06 [视频-转发/长播] <|video_begin|><s_a_3632><s_b_6234><s_c_1009>
|
||
23:04 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_1656><s_c_1148>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1858><s_c_3483>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_3048><s_c_3712>
|
||
【2026-02-03】
|
||
08:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
|
||
08:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
|
||
11:16 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2828><s_c_7879>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_3091><s_b_2828><s_c_7879>
|
||
11:36 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4147>
|
||
11:36 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4147>
|
||
12:16 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7411><s_b_7180><s_c_1004>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_3217><s_c_3773>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_2007><s_c_7173>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_6521><s_c_6423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3205><s_b_7068><s_c_4783>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4717><s_b_6683><s_c_6683>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_4516><s_c_638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_3802><s_c_6784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_964><s_c_7066>
|
||
【2026-02-04】
|
||
05:08 [视频-关注/长播] <|video_begin|><s_a_6140><s_b_5951><s_c_5563>
|
||
07:49 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2568>
|
||
07:49 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2568>
|
||
12:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_7893><s_b_8008><s_c_1642>
|
||
12:13 [视频-浏览] <|video_begin|><s_a_464><s_b_8191><s_c_8183>
|
||
14:30 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_8007><s_c_6007>
|
||
21:20 [视频-长播] <|video_begin|><s_a_6140><s_b_5487><s_c_7106>
|
||
21:22 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_6561>
|
||
21:22 [视频-长播] <|video_begin|><s_a_4646><s_b_6436><s_c_7921>
|
||
21:22 [视频-长播] <|video_begin|><s_a_5144><s_b_6379><s_c_853>
|
||
21:23 [视频-长播] <|video_begin|><s_a_4445><s_b_6436><s_c_3780>
|
||
21:23 [视频-长播] <|video_begin|><s_a_3001><s_b_7391><s_c_4140>
|
||
21:27 [视频-长播] <|video_begin|><s_a_532><s_b_6436><s_c_7106>
|
||
21:27 [视频-长播] <|video_begin|><s_a_5146><s_b_1575><s_c_6919>
|
||
21:29 [视频-长播] <|video_begin|><s_a_6140><s_b_311><s_c_6547>
|
||
21:30 [视频-长播] <|video_begin|><s_a_6329><s_b_6436><s_c_6185>
|
||
21:38 [视频-长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
|
||
21:44 [视频-长播] <|video_begin|><s_a_4808><s_b_2333><s_c_5416>
|
||
21:44 [视频-长播] <|video_begin|><s_a_532><s_b_2555><s_c_77>
|
||
21:58 [视频-长播] <|video_begin|><s_a_148><s_b_3618><s_c_110>
|
||
21:58 [视频-长播] <|video_begin|><s_a_5146><s_b_8108><s_c_7616>
|
||
22:01 [视频-长播] <|video_begin|><s_a_3689><s_b_4932><s_c_47>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_2118>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_5711><s_c_4519>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5876><s_c_358>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5699><s_c_642>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6197><s_c_7716>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_7007><s_c_2006>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_4114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_6822>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6434><s_b_1966><s_c_8077>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3209><s_c_6500>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3087><s_c_7557>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5711><s_c_3849>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1695><s_c_2306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6426><s_c_2273>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7274><s_b_5066><s_c_6598>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_964><s_c_7804>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3795><s_b_2843><s_c_436>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7478><s_b_7404><s_c_844>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_3419>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_1932><s_c_1685>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7727><s_b_4538><s_c_5018>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5101><s_c_5413>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6326><s_b_6584><s_c_4649>
|
||
【2026-02-05】
|
||
02:57 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_2335>
|
||
02:57 [视频-长播] <|video_begin|><s_a_3822><s_b_2485><s_c_5004>
|
||
03:07 [视频-长播] <|video_begin|><s_a_2015><s_b_5727><s_c_7319>
|
||
03:07 [视频-长播] <|video_begin|><s_a_7385><s_b_6635><s_c_5941>
|
||
03:20 [视频-长播] <|video_begin|><s_a_3683><s_b_765><s_c_5162>
|
||
03:20 [视频-长播] <|video_begin|><s_a_6475><s_b_6234><s_c_787>
|
||
05:50 [视频-长播] <|video_begin|><s_a_5439><s_b_800><s_c_3116>
|
||
05:50 [视频-长播] <|video_begin|><s_a_7458><s_b_5030><s_c_1569>
|
||
05:53 [视频-长播] <|video_begin|><s_a_2236><s_b_4879><s_c_2248>
|
||
06:05 [视频-长播] <|video_begin|><s_a_5146><s_b_3044><s_c_7616>
|
||
06:05 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_59><s_c_2925>
|
||
06:16 [视频-长播] <|video_begin|><s_a_661><s_b_4711><s_c_292>
|
||
06:16 [视频-长播] <|video_begin|><s_a_4922><s_b_3932><s_c_7751>
|
||
07:28 [视频-长播] <|video_begin|><s_a_116><s_b_2555><s_c_607>
|
||
08:12 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_2439><s_c_2568>
|
||
08:12 [广告-点击] <|ad_begin|><s_a_7892><s_b_2439><s_c_2568>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_3036>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_2111><s_b_2246><s_c_3036>
|
||
08:54 [视频-长播] <|video_begin|><s_a_116><s_b_4879><s_c_4611>
|
||
10:27 [视频-长播] <|video_begin|><s_a_532><s_b_7554><s_c_46>
|
||
10:27 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_3261>
|
||
11:03 [视频-长播] <|video_begin|><s_a_791><s_b_6160><s_c_3116>
|
||
11:03 [视频-长播] <|video_begin|><s_a_5146><s_b_6973><s_c_25>
|
||
11:03 [视频-长播] <|video_begin|><s_a_3346><s_b_1822><s_c_2530>
|
||
11:03 [视频-长播] <|video_begin|><s_a_2666><s_b_1596><s_c_2480>
|
||
11:03 [视频-长播] <|video_begin|><s_a_2562><s_b_4578><s_c_4087>
|
||
11:42 [视频-长播] <|video_begin|><s_a_3935><s_b_2029><s_c_2984>
|
||
11:44 [视频-长播] <|video_begin|><s_a_7830><s_b_765><s_c_2757>
|
||
12:07 [视频-长播] <|video_begin|><s_a_2428><s_b_3451><s_c_843>
|
||
12:07 [视频-长播] <|video_begin|><s_a_532><s_b_5106><s_c_3767>
|
||
12:07 [视频-长播] <|video_begin|><s_a_532><s_b_7342><s_c_5224>
|
||
12:17 [视频-长播] <|video_begin|><s_a_3683><s_b_1259><s_c_4318>
|
||
12:17 [视频-长播] <|video_begin|><s_a_5254><s_b_281><s_c_7935>
|
||
12:17 [视频-长播] <|video_begin|><s_a_4667><s_b_6595><s_c_728>
|
||
12:17 [视频-长播] <|video_begin|><s_a_3683><s_b_70><s_c_5563>
|
||
12:17 [视频-长播] <|video_begin|><s_a_7771><s_b_7180><s_c_360>
|
||
14:12 [视频-长播] <|video_begin|><s_a_2367><s_b_6889><s_c_5673>
|
||
14:14 [广告-点击] <|ad_begin|><s_a_2257><s_b_6234><s_c_4207>
|
||
14:15 [视频-长播] <|video_begin|><s_a_4815><s_b_7762><s_c_1161>
|
||
14:15 [视频-长播] <|video_begin|><s_a_532><s_b_6519><s_c_3970>
|
||
14:47 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_5749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7072><s_b_288><s_c_1672>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3451><s_c_6808>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_3419>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6213><s_c_7716>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_4393>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从泛化健康焦虑到具体健康方案的探索与决策
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化健康焦虑到具体健康方案的探索与决策",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7859><s_b_453><s_c_8019>
|
||
【2023-08-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1290><s_c_543>
|
||
【2023-12-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5571><s_c_1451>
|
||
【2024-01-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_2752><s_c_871>
|
||
【2024-03-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7756><s_c_1137>
|
||
【2024-04-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5463><s_b_7756><s_c_7780>
|
||
【2024-04-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1875><s_c_6500>
|
||
【2024-12-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7439><s_b_196><s_c_6316>
|
||
【2025-01-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_5293><s_c_2154>
|
||
【2025-02-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2960><s_c_1449>
|
||
【2025-02-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_5588><s_c_4977>
|
||
【2025-02-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3776><s_c_7421>
|
||
【2025-02-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_2075><s_c_8062>
|
||
【2025-03-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4663><s_c_3650>
|
||
【2025-03-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_2312><s_c_8103>
|
||
【2025-03-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_7340><s_c_4233>
|
||
【2025-03-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_4663><s_c_4755>
|
||
【2025-03-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_6262><s_c_6571>
|
||
【2025-03-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1145><s_b_4516><s_c_5726>
|
||
【2025-07-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_6209><s_c_7791>
|
||
【2025-07-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_6209><s_c_7791>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6818><s_c_3650>
|
||
【2025-10-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_2771><s_c_7068>
|
||
【2025-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3923><s_c_4693>
|
||
【2025-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_2547><s_c_7658>
|
||
【2025-11-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3931><s_c_5689>
|
||
【2025-11-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8007><s_b_5194><s_c_3250>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1966><s_c_4809>
|
||
【2025-12-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_7178><s_c_2639>
|
||
【2025-12-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_4303><s_c_1238>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_4303><s_c_1238>
|
||
【2025-12-11】
|
||
14:32 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_1119>
|
||
【2025-12-12】
|
||
09:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_843><s_c_3026>
|
||
10:22 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_665><s_c_1752>
|
||
【2025-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_3453><s_c_1773>
|
||
【2025-12-14】
|
||
11:04 [广告-深度转化] <|ad_begin|><s_a_491><s_b_5200><s_c_3198>
|
||
【2025-12-15】
|
||
00:12 [广告-深度转化] <|ad_begin|><s_a_3536><s_b_3932><s_c_2643>
|
||
05:52 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_439>
|
||
12:42 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2828><s_c_1935>
|
||
【2025-12-16】
|
||
00:45 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_3155><s_c_7629>
|
||
【2025-12-19】
|
||
00:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_5776>
|
||
【2025-12-20】
|
||
01:15 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
12:53 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_7395>
|
||
【2025-12-21】
|
||
00:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7342><s_c_5209>
|
||
00:49 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_4746><s_c_7395>
|
||
【2025-12-22】
|
||
01:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_3678><s_c_3026>
|
||
06:06 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_2029><s_c_549>
|
||
07:58 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_2029><s_c_549>
|
||
【2025-12-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1004><s_b_1801><s_c_4049>
|
||
13:21 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1399>
|
||
23:47 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
23:47 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
【2025-12-24】
|
||
13:46 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_7395>
|
||
23:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2865><s_c_6278>
|
||
23:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_2865><s_c_6278>
|
||
【2025-12-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7622><s_b_2812><s_c_817>
|
||
12:05 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_2699>
|
||
12:05 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_2699>
|
||
【2025-12-26】
|
||
00:07 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2854><s_c_5563>
|
||
00:07 [广告-点击] <|ad_begin|><s_a_7879><s_b_2854><s_c_5563>
|
||
【2025-12-27】
|
||
00:10 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
|
||
00:10 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
|
||
00:47 [广告-点击] <|ad_begin|><s_a_2551><s_b_6234><s_c_5349>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_2812><s_c_5347>
|
||
23:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2225>
|
||
23:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2225>
|
||
【2025-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5219><s_b_8101><s_c_5650>
|
||
13:30 [广告-点击] <|ad_begin|><s_a_3578><s_b_7342><s_c_7548>
|
||
13:34 [广告-深度转化] <|ad_begin|><s_a_817><s_b_6234><s_c_1082>
|
||
13:34 [广告-点击] <|ad_begin|><s_a_817><s_b_6234><s_c_1082>
|
||
【2025-12-29】
|
||
00:02 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_407>
|
||
00:02 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_407>
|
||
02:45 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1933>
|
||
02:45 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1933>
|
||
06:19 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6051><s_c_1119>
|
||
06:19 [广告-点击] <|ad_begin|><s_a_1721><s_b_6051><s_c_1119>
|
||
07:26 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_46>
|
||
07:26 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_46>
|
||
13:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1038>
|
||
13:13 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1038>
|
||
23:31 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_907>
|
||
23:31 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_907>
|
||
【2025-12-30】
|
||
02:29 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2912>
|
||
10:49 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_3221>
|
||
10:49 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_3221>
|
||
13:30 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_5349><s_c_4636>
|
||
13:30 [广告-点击] <|ad_begin|><s_a_6275><s_b_5349><s_c_4636>
|
||
【2025-12-31】
|
||
01:10 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1858><s_c_1659>
|
||
01:10 [广告-点击] <|ad_begin|><s_a_2832><s_b_1858><s_c_1659>
|
||
01:44 [广告-点击] <|ad_begin|><s_a_2796><s_b_3280><s_c_480>
|
||
02:03 [广告-点击] <|ad_begin|><s_a_4207><s_b_7162><s_c_7723>
|
||
02:06 [广告-点击] <|ad_begin|><s_a_2201><s_b_2312><s_c_6962>
|
||
【2026-01-03】
|
||
13:42 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_4188>
|
||
13:42 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_4188>
|
||
13:42 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_454>
|
||
13:42 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_454>
|
||
13:43 [广告-深度转化] <|ad_begin|><s_a_6329><s_b_4552><s_c_3501>
|
||
13:43 [广告-点击] <|ad_begin|><s_a_6329><s_b_4552><s_c_3501>
|
||
【2026-01-04】
|
||
00:07 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
|
||
00:07 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
|
||
01:39 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
01:39 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_3297><s_c_7132>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3795><s_c_5387>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_2474><s_c_2199>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
||
10:11 [广告-点击] <|ad_begin|><s_a_4207><s_b_7162><s_c_7723>
|
||
10:19 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
|
||
10:19 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
|
||
【2026-01-05】
|
||
01:36 [广告-点击] <|ad_begin|><s_a_5998><s_b_689><s_c_3026>
|
||
01:51 [广告-深度转化] <|ad_begin|><s_a_3990><s_b_5409><s_c_5162>
|
||
01:51 [广告-点击] <|ad_begin|><s_a_3990><s_b_5409><s_c_5162>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3408><s_c_2327>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7877><s_c_4590>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1638><s_c_4233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6354><s_b_1638><s_c_7978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1638><s_c_4233>
|
||
04:23 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_495>
|
||
04:23 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_495>
|
||
【2026-01-06】
|
||
00:24 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5085>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_5085>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1290><s_c_7638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3335><s_c_5104>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1290><s_c_7638>
|
||
【2026-01-09】
|
||
00:06 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6954>
|
||
00:06 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_6954>
|
||
04:55 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_8180>
|
||
04:55 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_8180>
|
||
13:43 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6704>
|
||
13:43 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6704>
|
||
22:24 [广告-点击] <|ad_begin|><s_a_1393><s_b_1123><s_c_5563>
|
||
22:31 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_4949><s_c_3742>
|
||
22:31 [广告-点击] <|ad_begin|><s_a_3578><s_b_4949><s_c_3742>
|
||
【2026-01-10】
|
||
00:23 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
00:44 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6704>
|
||
00:44 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6704>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_4516><s_c_1195>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_866><s_b_3206><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_4516><s_c_1195>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2382><s_c_3726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7877><s_c_4590>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_866><s_b_3206><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5576><s_c_7638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5219><s_b_5487><s_c_984>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5576><s_c_7638>
|
||
【2026-01-11】
|
||
00:04 [广告-点击] <|ad_begin|><s_a_923><s_b_6051><s_c_146>
|
||
00:12 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4192>
|
||
00:12 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4192>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_4516><s_c_1195>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_866><s_b_3206><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_632><s_c_2020>
|
||
03:53 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_6962>
|
||
03:53 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_6962>
|
||
【2026-01-14】
|
||
02:17 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4330><s_c_5563>
|
||
02:17 [广告-点击] <|ad_begin|><s_a_3069><s_b_4330><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_632><s_c_2020>
|
||
【2026-01-15】
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7598>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_7598>
|
||
23:34 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_416>
|
||
23:34 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_416>
|
||
【2026-01-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5346><s_b_4049><s_c_7978>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4464><s_c_8045>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_3408><s_c_1566>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3408><s_c_2688>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3335><s_c_5104>
|
||
【2026-01-17】
|
||
00:04 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
00:04 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
00:32 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_5851>
|
||
00:32 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_5851>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_5912><s_c_7978>
|
||
07:20 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
07:20 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
【2026-01-18】
|
||
23:26 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_5749>
|
||
23:26 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_5749>
|
||
【2026-01-19】
|
||
02:51 [广告-点击] <|ad_begin|><s_a_1041><s_b_5467><s_c_3352>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7330><s_b_4076><s_c_2490>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5778><s_b_170><s_c_5504>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7330><s_b_4076><s_c_2490>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
||
【2026-01-22】
|
||
01:55 [广告-点击] <|ad_begin|><s_a_7331><s_b_7572><s_c_7298>
|
||
02:52 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_528>
|
||
02:52 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_528>
|
||
06:31 [广告-点击] <|ad_begin|><s_a_2201><s_b_2312><s_c_6962>
|
||
06:32 [视频-长播] <|video_begin|><s_a_4646><s_b_6033><s_c_7586>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_82><s_b_6234><s_c_8010>
|
||
07:48 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4832>
|
||
07:48 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4832>
|
||
08:15 [视频-长播] <|video_begin|><s_a_5181><s_b_3589><s_c_4631>
|
||
08:15 [视频-长播] <|video_begin|><s_a_4684><s_b_6379><s_c_3993>
|
||
08:32 [视频-长播] <|video_begin|><s_a_1106><s_b_4092><s_c_6616>
|
||
08:32 [视频-长播] <|video_begin|><s_a_3346><s_b_1310><s_c_2789>
|
||
08:40 [视频-长播] <|video_begin|><s_a_4487><s_b_6436><s_c_47>
|
||
08:46 [视频-长播] <|video_begin|><s_a_5181><s_b_2224><s_c_7616>
|
||
09:24 [视频-长播] <|video_begin|><s_a_5568><s_b_1575><s_c_5187>
|
||
09:24 [视频-长播] <|video_begin|><s_a_5907><s_b_5200><s_c_5837>
|
||
【2026-01-23】
|
||
00:44 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_8109>
|
||
00:44 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_8109>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3408><s_c_2688>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_2558><s_c_5514>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_6818><s_c_3534>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_7119>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_3408><s_c_6468>
|
||
04:43 [视频-长播] <|video_begin|><s_a_6030><s_b_4542><s_c_7548>
|
||
【2026-01-24】
|
||
01:05 [视频-长播] <|video_begin|><s_a_2344><s_b_1002><s_c_4636>
|
||
01:22 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3589>
|
||
01:22 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3589>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_1212><s_c_2658>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_5176><s_c_3726>
|
||
08:12 [视频-长播] <|video_begin|><s_a_5058><s_b_621><s_c_2781>
|
||
【2026-01-25】
|
||
06:04 [视频-长播] <|video_begin|><s_a_457><s_b_4410><s_c_7181>
|
||
06:04 [视频-长播] <|video_begin|><s_a_578><s_b_152><s_c_2586>
|
||
12:56 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_1259>
|
||
12:56 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_1259>
|
||
【2026-01-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7032><s_c_3726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1937><s_b_5176><s_c_3726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7032><s_c_3726>
|
||
05:13 [视频-长播] <|video_begin|><s_a_578><s_b_2224><s_c_7732>
|
||
05:13 [视频-长播] <|video_begin|><s_a_2335><s_b_1806><s_c_2536>
|
||
05:36 [视频-长播] <|video_begin|><s_a_6140><s_b_3337><s_c_503>
|
||
05:36 [视频-长播] <|video_begin|><s_a_5146><s_b_1952><s_c_3115>
|
||
06:05 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
|
||
06:05 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
|
||
10:18 [视频-长播] <|video_begin|><s_a_578><s_b_6426><s_c_1935>
|
||
10:23 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_5673>
|
||
10:24 [视频-长播] <|video_begin|><s_a_578><s_b_8049><s_c_2262>
|
||
10:45 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_8051>
|
||
10:45 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_8051>
|
||
12:52 [视频-长播] <|video_begin|><s_a_1140><s_b_4092><s_c_1148>
|
||
12:52 [视频-长播] <|video_begin|><s_a_1106><s_b_4092><s_c_5563>
|
||
23:55 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
|
||
23:55 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
|
||
【2026-01-27】
|
||
02:23 [视频-长播] <|video_begin|><s_a_5058><s_b_8179><s_c_47>
|
||
02:23 [视频-长播] <|video_begin|><s_a_7850><s_b_7261><s_c_5563>
|
||
02:36 [广告-点击] <|ad_begin|><s_a_5863><s_b_6051><s_c_3659>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_702><s_c_528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6653><s_c_7101>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_879><s_c_5235>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_4092><s_c_7783>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
||
05:41 [视频-长播] <|video_begin|><s_a_2253><s_b_1645><s_c_1495>
|
||
05:41 [视频-长播] <|video_begin|><s_a_578><s_b_2224><s_c_4636>
|
||
05:41 [视频-长播] <|video_begin|><s_a_2280><s_b_6165><s_c_7517>
|
||
05:41 [视频-长播] <|video_begin|><s_a_3510><s_b_6436><s_c_3026>
|
||
06:10 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_6916>
|
||
06:10 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_6916>
|
||
【2026-01-28】
|
||
12:32 [视频-长播] <|video_begin|><s_a_1417><s_b_7342><s_c_5138>
|
||
13:48 [视频-长播] <|video_begin|><s_a_7003><s_b_3827><s_c_6484>
|
||
13:48 [视频-长播] <|video_begin|><s_a_578><s_b_7963><s_c_1023>
|
||
13:48 [视频-长播] <|video_begin|><s_a_1106><s_b_4092><s_c_6616>
|
||
13:56 [视频-长播] <|video_begin|><s_a_82><s_b_5985><s_c_7356>
|
||
13:56 [视频-长播] <|video_begin|><s_a_7879><s_b_6234><s_c_594>
|
||
13:56 [视频-长播] <|video_begin|><s_a_2768><s_b_1822><s_c_7257>
|
||
【2026-01-29】
|
||
01:11 [视频-长播] <|video_begin|><s_a_4552><s_b_5672><s_c_237>
|
||
13:24 [视频-长播] <|video_begin|><s_a_189><s_b_1292><s_c_399>
|
||
13:24 [视频-长播] <|video_begin|><s_a_578><s_b_7963><s_c_5008>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_702><s_c_528>
|
||
22:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
|
||
22:52 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
|
||
【2026-01-31】
|
||
14:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_665><s_c_7264>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_665><s_c_7264>
|
||
【2026-02-01】
|
||
11:37 [视频-长播] <|video_begin|><s_a_148><s_b_6848><s_c_92>
|
||
13:01 [视频-长播] <|video_begin|><s_a_4147><s_b_7843><s_c_6022>
|
||
【2026-02-02】
|
||
09:22 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_3235><s_c_3026>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_1119><s_b_3235><s_c_3026>
|
||
【2026-02-03】
|
||
00:00 [视频-长播] <|video_begin|><s_a_2158><s_b_558><s_c_4923>
|
||
03:11 [视频-长播] <|video_begin|><s_a_410><s_b_2270><s_c_6739>
|
||
03:29 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_5187>
|
||
03:29 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_5187>
|
||
10:10 [视频-长播] <|video_begin|><s_a_3510><s_b_6532><s_c_3041>
|
||
13:36 [视频-长播] <|video_begin|><s_a_335><s_b_5101><s_c_3648>
|
||
13:57 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_1119>
|
||
13:57 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_1119>
|
||
【2026-02-04】
|
||
07:08 [视频-长播] <|video_begin|><s_a_1106><s_b_5101><s_c_1146>
|
||
07:14 [视频-长播] <|video_begin|><s_a_3115><s_b_5685><s_c_47>
|
||
07:27 [广告-点击] <|ad_begin|><s_a_3069><s_b_4330><s_c_5563>
|
||
15:17 [视频-长播] <|video_begin|><s_a_7830><s_b_5800><s_c_7945>
|
||
23:08 [视频-长播] <|video_begin|><s_a_6169><s_b_1310><s_c_5209>
|
||
23:08 [视频-浏览] <|video_begin|><s_a_6140><s_b_3358><s_c_5872>
|
||
23:14 [视频-长播] <|video_begin|><s_a_2158><s_b_7756><s_c_1591>
|
||
角色任务：你是极端严苛的用户行为数据挖掘专家与数据格式化专家，请依据以上用户交互历史，围绕给定主题提取具备递进关系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
|
||
核心逻辑要求（递进性准则）：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 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：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
||
请针对下列主题提取行为逻辑链：
|
||
主题：从被动接收信息到主动解决问题的行为闭环
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收信息到主动解决问题的行为闭环",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我将以推荐分析师的视角，对这项任务进行推理。
|
||
|
||
我接到的任务是分析用户的行为，并围绕“从被动接收信息到主动解决问题的行为闭环”这一主题，构建一条具有内在逻辑的行为链。这意味着我需要从用户的交互历史中，找到一个从被动获取知识，到主动确认并可能付诸行动的完整过程。
|
||
|
||
在梳理用户的整体行为时间线时，我注意到用户的消费偏好非常广泛，既有家居日用品、食品饮料，也有大量的保健品和一些带有玄学色彩的转运、开运商品。这表明用户可能是一位关注生活品质和身心健康的中老年人。此外，用户的行为在2025年12月后发生了显著变化，开始大量观看和点击短剧广告，显示出对剧情类内容的强烈兴趣。
|
||
|
||
然而，我的核心任务是寻找一个从“被动接收”到“主动解决”的闭环。在浏览到2026年1月22日的记录时，我发现了一个非常清晰的信号。当天，用户观看了一个关于养牛技巧的视频 <|video_begin|><s_a_82><s_b_6234><s_c_8010>。这个视频内容非常具体，提到了牛圈管理和一种名为“全驱净”的驱虫方法。结合用户在2024年初购买过多种饲料添加剂，例如“牧饲康酿酒酵母开胃王” <|prod_begin|><s_a_1809><s_b_2752><s_c_871> 和“牛羊全驱净” <|prod_begin|><s_a_5463><s_b_7756><s_c_7780>，以及在2025年购买过测量猪牛体重的尺子 <|prod_begin|><s_a_6091><s_b_2075><s_c_8062>，我推断用户很可能从事或关心畜牧养殖，特别是牛羊养殖。
|
||
|
||
因此，观看这个养牛技巧视频 <|video_begin|><s_a_82><s_b_6234><s_c_8010> 的行为，可以被视为一个关键的“信息获取”环节。用户可能是在浏览时偶然看到了这个视频，也可能是主动搜索相关内容，但无论如何，这个行为代表了他正在被动或主动地接收关于养牛的专业知识。视频中明确提到的“全驱净驱虫方法”，直接为用户提供了一个具体的问题解决方案。
|
||
|
||
紧接着，我注意到一个关键的后续动作：用户不仅观看了这个视频，还对它进行了点赞。这个“点赞”行为虽然看似微小，但意义重大。它不再是被动地观看，而是一种主动的、明确的价值认同和正向反馈。这表明视频中提到的养牛技巧，特别是驱虫方法，精准地命中了用户的需求点，或者解决了他的某个困惑。通过点赞，用户完成了从“看到信息”到“认可信息”的认知闭环。这个行为链条完美地诠释了从被动接收知识到主动确认其价值的过程，形成了一个完整的行为闭环。
|
||
|
||
综合以上分析，我认为用户的行为逻辑链可以这样归纳：首先，用户通过观看一个关于养牛技巧的视频 <|video_begin|><s_a_82><s_b_6234><s_c_8010>，获取了关于“全驱净驱虫方法”的具体信息，这构成了问题触发与信息获取的起点。随后，用户对该视频进行了点赞 <|video_begin|><s_a_82><s_b_6234><s_c_8010>，这一主动行为表明了他对视频内容的认可，完成了从信息吸收到价值认同的认知闭环。</think>
|
||
{"logic_chain": {"name": "从被动接收信息到主动解决问题的行为闭环", "events": [{"date": "2026-01-22", "action": "[视频-长播] <|video_begin|><s_a_82><s_b_6234><s_c_8010>", "logic": "问题触发与信息获取：用户被动或主动观看了关于“养牛技巧”的科普视频，其中明确提及了“全驱净驱虫方法”，为后续行为提供了具体的知识输入和问题解决方案。"}, {"date": "2026-01-22", "action": "[视频-点赞/长播] <|video_begin|><s_a_82><s_b_6234><s_c_8010>", "logic": "认知确认与行为闭环：用户对视频内容（特别是驱虫方法）表示认可，通过“点赞”这一主动行为表达了正向反馈，并完成了从信息吸收到价值认同的闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1132><s_c_2598>
|
||
【2025-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_2916><s_c_1716>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1815><s_b_70><s_c_4547>
|
||
【2025-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6818><s_c_4118>
|
||
【2025-01-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_152><s_c_7366>
|
||
【2025-01-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6566><s_c_4481>
|
||
【2025-01-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1284><s_c_2112>
|
||
【2025-02-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_799><s_b_7843><s_c_3824>
|
||
【2025-02-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7687><s_c_396>
|
||
【2025-02-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_6653><s_c_7924>
|
||
【2025-03-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6878><s_c_2165>
|
||
【2025-03-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_191><s_b_7493><s_c_5644>
|
||
【2025-03-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1284><s_c_2112>
|
||
【2025-03-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4246><s_c_4435>
|
||
【2025-03-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4387><s_b_348><s_c_3111>
|
||
【2025-04-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7292><s_c_4038>
|
||
【2025-05-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-05-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_576><s_c_3165>
|
||
【2025-05-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_2937>
|
||
【2025-05-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_1297><s_c_6842>
|
||
【2025-05-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2033><s_b_5124><s_c_3889>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4923><s_b_6454><s_c_4365>
|
||
【2025-05-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-05-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2976><s_b_820><s_c_2717>
|
||
【2025-07-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-07-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7304><s_b_3335><s_c_4839>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2339><s_c_3052>
|
||
【2025-08-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_8068><s_c_5779>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-08-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1991><s_b_4618><s_c_6072>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_6084><s_c_1767>
|
||
【2025-08-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_7986><s_c_5387>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1198><s_b_3319><s_c_4759>
|
||
【2025-10-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5312><s_b_7170><s_c_6248>
|
||
【2025-10-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6818><s_c_4118>
|
||
【2025-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1118><s_b_7205><s_c_2766>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1118><s_b_7447><s_c_3798>
|
||
【2025-11-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_7279><s_c_1275>
|
||
【2025-11-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5749><s_b_847><s_c_178>
|
||
【2025-11-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7589><s_c_362>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6402><s_b_7858><s_c_329>
|
||
【2025-11-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_200><s_b_7178><s_c_2851>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4497><s_c_1640>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_200><s_b_7178><s_c_2851>
|
||
【2025-11-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5749><s_b_3733><s_c_3901>
|
||
【2025-11-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_4822>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7797><s_b_6906><s_c_6869>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1680><s_b_7808><s_c_6965>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_6392><s_c_3456>
|
||
【2025-12-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3335><s_c_407>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3923><s_c_174>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3923><s_c_4538>
|
||
【2025-12-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_729><s_c_7920>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_1129>
|
||
【2025-12-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_3340><s_c_3456>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3923><s_c_174>
|
||
【2025-12-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_729><s_c_7920>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_7891><s_c_7658>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_1996><s_c_5882>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_321><s_c_3928>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5749><s_b_3923><s_c_4712>
|
||
【2025-12-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>
|
||
【2025-12-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_4062><s_c_7387>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_826><s_b_4062><s_c_7387>
|
||
【2025-12-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1643><s_b_7292><s_c_8023>
|
||
【2025-12-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3542><s_b_2271><s_c_1649>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4975><s_b_2271><s_c_1472>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3103><s_b_2271><s_c_1662>
|
||
【2025-12-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1290><s_c_6784>
|
||
【2025-12-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_6215>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_4062><s_c_2967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_724><s_c_7863>
|
||
【2026-01-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_7589><s_c_7373>
|
||
【2026-01-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5293><s_c_4790>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5293><s_c_4790>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_6818><s_c_1782>
|
||
【2026-01-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_1941>
|
||
07:56 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_5511><s_c_3026>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6227>
|
||
10:26 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_3026>
|
||
14:47 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
|
||
【2026-01-11】
|
||
00:41 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4173><s_c_497>
|
||
04:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_4932>
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_6616>
|
||
16:28 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
【2026-01-12】
|
||
05:15 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_404><s_c_3026>
|
||
【2026-01-13】
|
||
04:01 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_4508><s_c_5185>
|
||
13:09 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6815>
|
||
【2026-01-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_226><s_b_5398><s_c_229>
|
||
03:01 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5349>
|
||
04:52 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5511><s_c_4932>
|
||
09:17 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1659>
|
||
09:41 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4454>
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_594><s_c_5563>
|
||
【2026-01-15】
|
||
00:31 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5589>
|
||
02:31 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_4120>
|
||
08:37 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4033><s_c_3026>
|
||
10:55 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5061>
|
||
【2026-01-16】
|
||
02:52 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
|
||
05:36 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_2370>
|
||
06:58 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_800><s_c_2932>
|
||
14:36 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1642><s_c_3026>
|
||
【2026-01-17】
|
||
00:29 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_3026>
|
||
01:44 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6635><s_c_3475>
|
||
04:41 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5511><s_c_5486>
|
||
09:22 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6244><s_c_3346>
|
||
13:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6408>
|
||
【2026-01-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_226><s_b_5832><s_c_4345>
|
||
03:48 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_2513>
|
||
04:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_431>
|
||
08:42 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1858>
|
||
13:58 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_6507>
|
||
【2026-01-19】
|
||
01:59 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_1206><s_c_5563>
|
||
13:59 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_4949><s_c_2374>
|
||
13:59 [广告-点击] <|ad_begin|><s_a_7879><s_b_4949><s_c_2374>
|
||
23:38 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
|
||
23:38 [广告-点击] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
|
||
【2026-01-21】
|
||
05:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_3659>
|
||
05:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_5511><s_c_3659>
|
||
05:58 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3346>
|
||
05:58 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3346>
|
||
06:32 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
|
||
【2026-01-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1715><s_c_1099>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1523><s_b_5270><s_c_1720>
|
||
【2026-01-23】
|
||
08:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
08:13 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
【2026-01-24】
|
||
00:35 [广告-点击] <|ad_begin|><s_a_7097><s_b_1206><s_c_3363>
|
||
00:47 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_404><s_c_1708>
|
||
00:47 [广告-点击] <|ad_begin|><s_a_1708><s_b_404><s_c_1708>
|
||
08:51 [广告-点击] <|ad_begin|><s_a_7314><s_b_3302><s_c_7586>
|
||
23:24 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_404><s_c_3014>
|
||
23:24 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_3014>
|
||
【2026-01-25】
|
||
04:13 [广告-点击] <|ad_begin|><s_a_491><s_b_6519><s_c_2370>
|
||
08:06 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
|
||
08:06 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
|
||
10:32 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5673>
|
||
10:32 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5673>
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_3036>
|
||
14:02 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_3036>
|
||
23:40 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_4508><s_c_3026>
|
||
23:40 [广告-点击] <|ad_begin|><s_a_5998><s_b_4508><s_c_3026>
|
||
【2026-01-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1182><s_b_5216><s_c_6452>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7851><s_b_376><s_c_1332>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_487><s_b_6894><s_c_4079>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2474><s_c_2121>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_5607><s_c_1803>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3393><s_c_3254>
|
||
00:46 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3659>
|
||
07:29 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_3363>
|
||
07:29 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_3363>
|
||
09:24 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
|
||
13:15 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7141>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7141>
|
||
【2026-01-27】
|
||
08:37 [视频-收藏/长播] <|video_begin|><s_a_2450><s_b_4033><s_c_7609>
|
||
09:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_6435><s_c_2118>
|
||
09:17 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5349><s_c_3742>
|
||
09:17 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_3742>
|
||
14:34 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
|
||
14:34 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7953><s_b_897><s_c_6719>
|
||
05:52 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_1659>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_6368>
|
||
13:55 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_1596><s_c_1332>
|
||
14:10 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_6879>
|
||
23:32 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_1>
|
||
23:32 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_1>
|
||
【2026-01-29】
|
||
00:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_6879>
|
||
00:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_6879>
|
||
06:11 [广告-点击] <|ad_begin|><s_a_5863><s_b_581><s_c_6108>
|
||
08:32 [视频-收藏/长播] <|video_begin|><s_a_3749><s_b_1292><s_c_8085>
|
||
08:48 [广告-点击] <|ad_begin|><s_a_4039><s_b_6244><s_c_3346>
|
||
08:49 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
13:18 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_8180>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_8180>
|
||
【2026-01-30】
|
||
00:30 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_5209>
|
||
00:30 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_5209>
|
||
04:30 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_5511><s_c_4923>
|
||
04:30 [广告-点击] <|ad_begin|><s_a_7097><s_b_5511><s_c_4923>
|
||
06:47 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7342><s_c_3775>
|
||
06:47 [广告-点击] <|ad_begin|><s_a_2111><s_b_7342><s_c_3775>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_2111><s_b_8179><s_c_3363>
|
||
08:47 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_2118>
|
||
09:14 [广告-点击] <|ad_begin|><s_a_4039><s_b_6244><s_c_3346>
|
||
09:34 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_581><s_c_5776>
|
||
09:34 [广告-点击] <|ad_begin|><s_a_7892><s_b_581><s_c_5776>
|
||
10:25 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_5511><s_c_2118>
|
||
10:25 [广告-点击] <|ad_begin|><s_a_6417><s_b_5511><s_c_2118>
|
||
13:00 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5331>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5331>
|
||
【2026-01-31】
|
||
02:21 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
08:55 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_3062>
|
||
08:55 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_3062>
|
||
14:16 [视频-长播] <|video_begin|><s_a_2051><s_b_4915><s_c_4636>
|
||
14:19 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_3054>
|
||
14:31 [视频-长播] <|video_begin|><s_a_6510><s_b_1906><s_c_1225>
|
||
14:32 [视频-长播] <|video_begin|><s_a_4808><s_b_4033><s_c_4923>
|
||
14:51 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
14:51 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_2832><s_b_631><s_c_77>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_591><s_b_1002><s_c_7414>
|
||
00:50 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
00:50 [广告-点击] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
01:46 [视频-长播] <|video_begin|><s_a_3632><s_b_3589><s_c_3363>
|
||
01:46 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_5654>
|
||
01:51 [视频-长播] <|video_begin|><s_a_4419><s_b_451><s_c_7657>
|
||
03:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
03:59 [广告-点击] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
04:22 [视频-长播] <|video_begin|><s_a_4922><s_b_4125><s_c_6739>
|
||
04:22 [视频-长播] <|video_begin|><s_a_7830><s_b_1806><s_c_2307>
|
||
04:32 [视频-长播] <|video_begin|><s_a_16><s_b_7888><s_c_3716>
|
||
04:32 [视频-长播] <|video_begin|><s_a_4193><s_b_6889><s_c_5553>
|
||
05:09 [视频-长播] <|video_begin|><s_a_3510><s_b_197><s_c_2568>
|
||
05:09 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_3026>
|
||
07:05 [视频-长播] <|video_begin|><s_a_6843><s_b_5200><s_c_4519>
|
||
07:05 [视频-长播] <|video_begin|><s_a_5659><s_b_5511><s_c_47>
|
||
09:18 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_6674>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_6674>
|
||
10:07 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
|
||
10:07 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
|
||
15:13 [视频-长播] <|video_begin|><s_a_5476><s_b_697><s_c_6266>
|
||
15:18 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
15:18 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
【2026-02-02】
|
||
04:07 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_3589><s_c_646>
|
||
04:18 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_1000>
|
||
08:21 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_925>
|
||
09:13 [视频-长播] <|video_begin|><s_a_5146><s_b_7952><s_c_3726>
|
||
09:28 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
|
||
13:37 [视频-长播] <|video_begin|><s_a_6904><s_b_8008><s_c_2568>
|
||
13:38 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
|
||
13:45 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_1000>
|
||
【2026-02-03】
|
||
03:03 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_7566>
|
||
03:04 [视频-长播] <|video_begin|><s_a_5907><s_b_6045><s_c_535>
|
||
03:04 [视频-长播] <|video_begin|><s_a_7830><s_b_7894><s_c_4487>
|
||
03:06 [视频-长播] <|video_begin|><s_a_3883><s_b_1366><s_c_967>
|
||
03:10 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_3036>
|
||
03:11 [视频-长播] <|video_begin|><s_a_2051><s_b_5904><s_c_5563>
|
||
03:11 [视频-长播] <|video_begin|><s_a_532><s_b_7801><s_c_2513>
|
||
03:11 [视频-长播] <|video_begin|><s_a_2135><s_b_3059><s_c_5671>
|
||
03:21 [视频-长播] <|video_begin|><s_a_279><s_b_7756><s_c_5563>
|
||
03:24 [视频-长播] <|video_begin|><s_a_3829><s_b_4951><s_c_1767>
|
||
04:00 [视频-长播] <|video_begin|><s_a_1106><s_b_5511><s_c_5416>
|
||
04:00 [视频-长播] <|video_begin|><s_a_2015><s_b_7608><s_c_2568>
|
||
04:00 [视频-长播] <|video_begin|><s_a_2135><s_b_3588><s_c_4512>
|
||
04:00 [视频-长播] <|video_begin|><s_a_4946><s_b_4203><s_c_1423>
|
||
04:00 [视频-长播] <|video_begin|><s_a_6401><s_b_800><s_c_1569>
|
||
07:31 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2568>
|
||
07:31 [视频-长播] <|video_begin|><s_a_2408><s_b_251><s_c_3777>
|
||
07:31 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_1306>
|
||
07:44 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3402>
|
||
14:23 [视频-长播] <|video_begin|><s_a_2051><s_b_3614><s_c_4654>
|
||
14:23 [视频-长播] <|video_begin|><s_a_3801><s_b_4552><s_c_6982>
|
||
14:23 [视频-长播] <|video_begin|><s_a_4707><s_b_3569><s_c_1877>
|
||
14:29 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_1659>
|
||
【2026-02-04】
|
||
00:09 [视频-长播] <|video_begin|><s_a_5695><s_b_423><s_c_3036>
|
||
00:09 [视频-长播] <|video_begin|><s_a_3801><s_b_2113><s_c_5349>
|
||
00:19 [广告-点击] <|ad_begin|><s_a_1274><s_b_1141><s_c_77>
|
||
04:59 [视频-长播] <|video_begin|><s_a_6510><s_b_4010><s_c_2522>
|
||
05:00 [视频-长播] <|video_begin|><s_a_2015><s_b_4000><s_c_2374>
|
||
05:00 [视频-长播] <|video_begin|><s_a_4913><s_b_7184><s_c_5667>
|
||
05:00 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_5101><s_c_7790>
|
||
06:00 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
|
||
06:57 [视频-长播] <|video_begin|><s_a_2135><s_b_5373><s_c_5807>
|
||
06:57 [视频-长播] <|video_begin|><s_a_2015><s_b_6045><s_c_5553>
|
||
08:46 [视频-长播] <|video_begin|><s_a_2135><s_b_438><s_c_677>
|
||
08:46 [视频-长播] <|video_begin|><s_a_3300><s_b_5106><s_c_4952>
|
||
08:53 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
|
||
09:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_5851>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_6962>
|
||
【2026-02-05】
|
||
00:07 [视频-长播] <|video_begin|><s_a_7796><s_b_1013><s_c_1471>
|
||
00:28 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_4807>
|
||
02:49 [视频-长播] <|video_begin|><s_a_7697><s_b_33><s_c_5839>
|
||
02:59 [视频-长播] <|video_begin|><s_a_2764><s_b_1588><s_c_2696>
|
||
03:31 [广告-深度转化] <|ad_begin|><s_a_923><s_b_5783><s_c_6390>
|
||
03:31 [广告-点击] <|ad_begin|><s_a_923><s_b_5783><s_c_6390>
|
||
08:20 [视频-长播] <|video_begin|><s_a_2551><s_b_1206><s_c_6956>
|
||
09:07 [视频-长播] <|video_begin|><s_a_3801><s_b_2224><s_c_110>
|
||
09:07 [视频-长播] <|video_begin|><s_a_189><s_b_3287><s_c_4509>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_7099>
|
||
09:47 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3970>
|
||
10:00 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5607><s_c_3026>
|
||
10:00 [广告-点击] <|ad_begin|><s_a_4039><s_b_5607><s_c_3026>
|
||
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：茶叶消费升级：从性价比到品质导向的决策演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "茶叶消费升级：从性价比到品质导向的决策演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "茶叶消费升级：从性价比到品质导向的决策演化", "events": [{"date": "2024-12-24", "action": "[商品-购买] <|prod_begin|><s_a_6865><s_b_1132><s_c_2598>", "logic": "初始状态：首次购买茶叶，明确选择了“性价比款”，表明此刻的核心决策因子是价格和基础饮用功能。"}, {"date": "2025-12-10", "action": "[商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_1129>", "logic": "认知分化与对比探索：在长达近一年的饮用体验后，用户开始主动探索不同品类（从“金骏眉”到“滇红”）、不同产地（“武夷山” vs “云南”）、不同树种（“小种” vs “大叶种”）的茶叶，表明其不再满足于单一品类，开始建立品质对比的认知框架。"}, {"date": "2025-12-13", "action": "[商品-点击] <|prod_begin|><s_a_5749><s_b_3923><s_c_4712>", "logic": "需求场景化：用户的关注点中出现了新的变量“礼盒装”、“送礼茶”，表明其茶叶消费需求从“自饮”拓展到了“社交送礼”，这是对茶叶商品价值认知的一次重要升级。"}, {"date": "2025-12-14", "action": "[商品-购买] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>", "logic": "决策收敛与品质跃迁：经过密集的点击对比后，用户最终完成了一次购买决策。此次购买的商品包含了“特级”、“明前小芽”、“花果蜜香”等大量在前次购买中未出现的、代表高品质的参数。这标志着用户完成了从追求“性价比”到为“高品质”和“特定风味”付费的认知跃迁，形成了决策闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-05-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_4242><s_c_6596>
|
||
【2024-07-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4792><s_b_4692><s_c_1377>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5827><s_b_5442><s_c_1572>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2258><s_b_6398><s_c_863>
|
||
【2024-07-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_1407><s_c_1407>
|
||
【2024-07-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_1907><s_c_3111>
|
||
【2024-07-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_1907><s_c_3111>
|
||
【2024-08-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1805><s_b_3569><s_c_2987>
|
||
【2024-09-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1805><s_b_7279><s_c_822>
|
||
【2024-10-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7072><s_b_1878><s_c_6761>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2877><s_b_4411><s_c_1253>
|
||
【2024-10-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7878><s_c_7245>
|
||
【2024-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_2339><s_c_6325>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5199><s_b_1645><s_c_3837>
|
||
【2024-11-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5373><s_b_4298><s_c_5878>
|
||
【2024-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1805><s_b_441><s_c_142>
|
||
【2025-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_5892><s_c_4414>
|
||
【2025-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6456><s_b_6244><s_c_6278>
|
||
【2025-03-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6456><s_b_6244><s_c_875>
|
||
【2025-03-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7121><s_b_1966><s_c_2503>
|
||
【2025-03-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_811><s_b_6922><s_c_4794>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4622><s_b_7446><s_c_2249>
|
||
【2025-03-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_3569><s_c_535>
|
||
【2025-04-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1436><s_b_3680><s_c_5347>
|
||
【2025-04-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6263><s_b_2339><s_c_2253>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5807><s_b_6123><s_c_2998>
|
||
【2025-04-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_2960><s_c_4467>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7232><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_1527><s_c_6266>
|
||
【2025-05-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6263><s_b_697><s_c_2082>
|
||
【2025-05-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4336><s_b_5576><s_c_4452>
|
||
【2025-05-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_726><s_b_8008><s_c_7612>
|
||
【2025-06-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4949><s_c_5244>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_127><s_b_6696><s_c_6965>
|
||
【2025-06-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
|
||
【2025-07-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_5421><s_c_4302>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_435><s_b_3504><s_c_8015>
|
||
【2025-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_5421><s_c_6664>
|
||
【2025-08-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_939><s_b_7808><s_c_6500>
|
||
【2025-09-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_6318><s_c_2826>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6964><s_b_1469><s_c_1282>
|
||
【2025-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1959><s_c_642>
|
||
【2025-09-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1805><s_b_4782><s_c_7368>
|
||
【2025-10-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_529><s_c_6116>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7967><s_b_1282><s_c_2032>
|
||
【2025-10-24】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
|
||
【2025-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7967><s_b_3072><s_c_7042>
|
||
【2025-11-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6456><s_b_6234><s_c_4913>
|
||
【2025-11-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5337><s_b_3680><s_c_2788>
|
||
【2025-11-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_2203><s_c_301>
|
||
【2025-11-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2990><s_c_7222>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_3772><s_c_4306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7882><s_c_4881>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5268><s_b_1762><s_c_4553>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6630><s_b_883><s_c_809>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3888><s_b_3594><s_c_8019>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2497><s_b_7232><s_c_2374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2497><s_b_2811><s_c_3458>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3556><s_b_2811><s_c_3458>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2497><s_b_7232><s_c_2374>
|
||
【2025-12-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2000><s_b_7232><s_c_1553>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4570><s_b_2451><s_c_5662>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3888><s_b_5636><s_c_5267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4570><s_b_2451><s_c_824>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2497><s_b_7232><s_c_2374>
|
||
【2025-12-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3556><s_b_2451><s_c_7799>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2389><s_b_3813><s_c_574>
|
||
【2025-12-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7175><s_b_5421><s_c_3559>
|
||
【2025-12-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_3048><s_c_6060>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_4298><s_c_7691>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6771><s_c_7706>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_2339><s_c_3335>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4317><s_b_6861><s_c_819>
|
||
【2025-12-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5462><s_b_7547><s_c_4591>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5462><s_b_7547><s_c_4591>
|
||
13:53 [广告-点击] <|ad_begin|><s_a_7479><s_b_7261><s_c_1708>
|
||
【2025-12-17】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4067><s_b_288><s_c_7270>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8013><s_b_756><s_c_2926>
|
||
【2025-12-24】
|
||
12:50 [广告-点击] <|ad_begin|><s_a_3711><s_b_4305><s_c_3775>
|
||
【2025-12-26】
|
||
12:53 [广告-点击] <|ad_begin|><s_a_7560><s_b_1711><s_c_4141>
|
||
【2025-12-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7546><s_c_4832>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_6213><s_c_6712>
|
||
【2025-12-28】
|
||
05:19 [广告-点击] <|ad_begin|><s_a_7841><s_b_6874><s_c_3603>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5234><s_b_746><s_c_5943>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6981><s_b_2956><s_c_3692>
|
||
【2025-12-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1206><s_c_3921>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7295><s_c_5387>
|
||
【2026-01-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1044><s_b_3678><s_c_4871>
|
||
【2026-01-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4125><s_b_5442><s_c_2219>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5659><s_b_1527><s_c_6278>
|
||
【2026-01-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_2632><s_c_1059>
|
||
【2026-01-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4495><s_b_162><s_c_6648>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_5757><s_c_4467>
|
||
【2026-01-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2552><s_b_1892><s_c_7403>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7953><s_b_7827><s_c_5943>
|
||
【2026-01-22】
|
||
12:01 [视频-评论/长播] <|video_begin|><s_a_5932><s_b_3417><s_c_6486>
|
||
12:52 [视频-评论/点赞/长播] <|video_begin|><s_a_1880><s_b_1806><s_c_457>
|
||
【2026-01-23】
|
||
11:13 [视频-评论/点赞/长播] <|video_begin|><s_a_521><s_b_3472><s_c_1441>
|
||
11:18 [视频-评论/点赞/长播] <|video_begin|><s_a_1985><s_b_839><s_c_6616>
|
||
11:22 [视频-评论/长播] <|video_begin|><s_a_8142><s_b_697><s_c_2722>
|
||
11:56 [视频-浏览] <|video_begin|><s_a_7866><s_b_7894><s_c_6264>
|
||
15:01 [视频-转发/点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_1161>
|
||
【2026-01-24】
|
||
09:15 [视频-评论/长播] <|video_begin|><s_a_1291><s_b_1089><s_c_5308>
|
||
【2026-01-25】
|
||
05:32 [视频-评论/长播] <|video_begin|><s_a_6188><s_b_3043><s_c_1935>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4728><s_b_812><s_c_3264>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7065><s_b_812><s_c_5279>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4728><s_b_812><s_c_3264>
|
||
16:34 [视频-评论/长播] <|video_begin|><s_a_1076><s_b_3594><s_c_2814>
|
||
【2026-01-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_6609>
|
||
06:00 [视频-评论/点赞/长播] <|video_begin|><s_a_1985><s_b_843><s_c_2341>
|
||
13:24 [视频-评论/点赞/长播] <|video_begin|><s_a_5144><s_b_6261><s_c_2975>
|
||
14:29 [视频-评论/长播] <|video_begin|><s_a_4032><s_b_6924><s_c_6416>
|
||
14:32 [视频-评论/点赞/长播] <|video_begin|><s_a_16><s_b_2668><s_c_6777>
|
||
【2026-01-27】
|
||
00:55 [视频-评论/长播] <|video_begin|><s_a_447><s_b_3594><s_c_6357>
|
||
01:03 [视频-评论/长播] <|video_begin|><s_a_4284><s_b_5008><s_c_728>
|
||
07:16 [视频-评论/长播] <|video_begin|><s_a_5632><s_b_7591><s_c_3047>
|
||
07:29 [视频-评论/长播] <|video_begin|><s_a_6303><s_b_7214><s_c_7257>
|
||
07:29 [视频-评论/长播] <|video_begin|><s_a_2845><s_b_7246><s_c_6956>
|
||
08:03 [视频-关注/转发/评论/点赞/长播] <|video_begin|><s_a_7774><s_b_4410><s_c_2807>
|
||
13:53 [视频-评论/长播] <|video_begin|><s_a_6321><s_b_876><s_c_7609>
|
||
13:53 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_3952><s_c_6919>
|
||
13:57 [视频-转发/点赞/长播] <|video_begin|><s_a_578><s_b_6084><s_c_1935>
|
||
14:18 [视频-评论/收藏/长播] <|video_begin|><s_a_562><s_b_6334><s_c_1935>
|
||
14:32 [广告-点击] <|ad_begin|><s_a_4751><s_b_3193><s_c_4422>
|
||
15:06 [视频-转发/点赞/长播] <|video_begin|><s_a_1726><s_b_3549><s_c_1957>
|
||
【2026-01-28】
|
||
03:32 [视频-转发/点赞/长播] <|video_begin|><s_a_2335><s_b_6727><s_c_5227>
|
||
03:39 [视频-评论/点赞/长播] <|video_begin|><s_a_287><s_b_4571><s_c_3338>
|
||
05:57 [视频-评论/长播] <|video_begin|><s_a_5727><s_b_6442><s_c_698>
|
||
09:12 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_5595><s_c_8042>
|
||
15:51 [视频-评论/长播] <|video_begin|><s_a_1076><s_b_4878><s_c_7377>
|
||
16:01 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_1230><s_c_359>
|
||
16:29 [视频-收藏/长播] <|video_begin|><s_a_1527><s_b_6234><s_c_7598>
|
||
16:48 [视频-关注/点赞/长播] <|video_begin|><s_a_7903><s_b_4041><s_c_3528>
|
||
16:55 [视频-浏览] <|video_begin|><s_a_4284><s_b_765><s_c_25>
|
||
16:59 [视频-评论/长播] <|video_begin|><s_a_7903><s_b_1434><s_c_516>
|
||
16:59 [视频-评论/点赞/长播] <|video_begin|><s_a_2764><s_b_4878><s_c_6185>
|
||
16:59 [视频-关注/点赞/长播] <|video_begin|><s_a_4401><s_b_6358><s_c_7951>
|
||
17:05 [视频-关注/点赞/长播] <|video_begin|><s_a_3766><s_b_6234><s_c_4794>
|
||
17:21 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_2482>
|
||
【2026-01-29】
|
||
02:19 [视频-转发/长播] <|video_begin|><s_a_6329><s_b_1258><s_c_3062>
|
||
02:28 [视频-评论/点赞/长播] <|video_begin|><s_a_1880><s_b_6435><s_c_51>
|
||
02:31 [视频-关注/点赞/长播] <|video_begin|><s_a_1981><s_b_1310><s_c_7754>
|
||
12:13 [视频-评论/长播] <|video_begin|><s_a_2402><s_b_2789><s_c_6314>
|
||
【2026-01-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_765><s_c_1111>
|
||
15:06 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_6234><s_c_2699>
|
||
15:55 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_1702><s_c_6583>
|
||
17:03 [视频-评论/点赞/长播] <|video_begin|><s_a_5687><s_b_3636><s_c_728>
|
||
【2026-01-31】
|
||
15:52 [视频-评论/长播] <|video_begin|><s_a_3915><s_b_2198><s_c_5667>
|
||
16:08 [视频-评论/长播] <|video_begin|><s_a_2974><s_b_1310><s_c_1738>
|
||
16:17 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_5760><s_c_1741>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2312><s_c_5968>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7287><s_c_2484>
|
||
16:26 [视频-评论/长播] <|video_begin|><s_a_4625><s_b_6891><s_c_535>
|
||
17:06 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7322>
|
||
【2026-02-02】
|
||
05:56 [视频-转发/点赞/长播] <|video_begin|><s_a_2578><s_b_568><s_c_88>
|
||
07:13 [视频-转发/点赞/长播] <|video_begin|><s_a_2146><s_b_5641><s_c_6218>
|
||
09:18 [视频-评论/长播] <|video_begin|><s_a_5568><s_b_3832><s_c_3775>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6637><s_b_7272><s_c_2962>
|
||
14:54 [视频-评论/点赞/长播] <|video_begin|><s_a_3660><s_b_3885><s_c_7675>
|
||
14:54 [视频-评论/点赞/长播] <|video_begin|><s_a_6597><s_b_1588><s_c_3038>
|
||
14:54 [视频-收藏/长播] <|video_begin|><s_a_578><s_b_5800><s_c_6278>
|
||
【2026-02-03】
|
||
00:53 [视频-点赞/长播] <|video_begin|><s_a_759><s_b_6170><s_c_1662>
|
||
00:53 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_985><s_c_145>
|
||
00:57 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_4685>
|
||
00:57 [视频-点赞/长播] <|video_begin|><s_a_1881><s_b_4733><s_c_2403>
|
||
00:57 [视频-点赞/长播] <|video_begin|><s_a_1981><s_b_3133><s_c_5671>
|
||
00:57 [视频-点赞/长播] <|video_begin|><s_a_4625><s_b_6891><s_c_4994>
|
||
01:04 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_946><s_c_513>
|
||
03:03 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_697><s_c_1232>
|
||
03:03 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_4878><s_c_3973>
|
||
06:02 [视频-转发/点赞/长播] <|video_begin|><s_a_7038><s_b_624><s_c_3777>
|
||
06:14 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_1258><s_c_6278>
|
||
06:18 [视频-点赞/长播] <|video_begin|><s_a_4862><s_b_56><s_c_5319>
|
||
06:24 [视频-转发/点赞/长播] <|video_begin|><s_a_1440><s_b_4893><s_c_6419>
|
||
06:27 [视频-转发/点赞/长播] <|video_begin|><s_a_148><s_b_2027><s_c_516>
|
||
06:27 [视频-关注/点赞/长播] <|video_begin|><s_a_790><s_b_5511><s_c_5881>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_1981><s_b_852><s_c_4079>
|
||
06:36 [视频-浏览] <|video_begin|><s_a_638><s_b_1656><s_c_5906>
|
||
06:37 [视频-点赞/长播] <|video_begin|><s_a_1440><s_b_581><s_c_4209>
|
||
06:40 [视频-评论/点赞/长播] <|video_begin|><s_a_1362><s_b_6158><s_c_6466>
|
||
06:44 [视频-转发/长播] <|video_begin|><s_a_5023><s_b_4041><s_c_78>
|
||
06:50 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_438><s_c_2309>
|
||
15:53 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_4432><s_c_7091>
|
||
16:32 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_6234><s_c_6278>
|
||
16:37 [视频-点赞/长播] <|video_begin|><s_a_5144><s_b_7214><s_c_7315>
|
||
16:39 [视频-点赞/长播] <|video_begin|><s_a_4078><s_b_6173><s_c_7268>
|
||
16:39 [视频-点赞/长播] <|video_begin|><s_a_6456><s_b_7888><s_c_3454>
|
||
16:40 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7381><s_c_6278>
|
||
16:40 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_6033><s_c_497>
|
||
16:49 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_4344><s_c_2646>
|
||
16:49 [视频-长播] <|video_begin|><s_a_4393><s_b_7295><s_c_7073>
|
||
【2026-02-04】
|
||
03:46 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_876><s_c_6900>
|
||
03:46 [视频-长播] <|video_begin|><s_a_5159><s_b_697><s_c_6410>
|
||
03:53 [视频-长播] <|video_begin|><s_a_3062><s_b_7295><s_c_6822>
|
||
03:55 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_7498><s_c_3716>
|
||
03:55 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_1089><s_c_1059>
|
||
03:55 [视频-长播] <|video_begin|><s_a_5023><s_b_1277><s_c_6561>
|
||
04:01 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_4213><s_c_4858>
|
||
04:01 [视频-长播] <|video_begin|><s_a_1985><s_b_6234><s_c_1099>
|
||
04:03 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_6170><s_c_1611>
|
||
04:03 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_804><s_c_6222>
|
||
04:03 [视频-长播] <|video_begin|><s_a_5417><s_b_2148><s_c_2679>
|
||
04:03 [视频-长播] <|video_begin|><s_a_3766><s_b_2789><s_c_5305>
|
||
04:06 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_4292><s_c_308>
|
||
04:06 [视频-长播] <|video_begin|><s_a_6597><s_b_697><s_c_6976>
|
||
04:08 [视频-点赞/长播] <|video_begin|><s_a_4625><s_b_1410><s_c_5946>
|
||
04:12 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_4410><s_c_2530>
|
||
04:12 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_5241><s_c_4227>
|
||
04:12 [视频-长播] <|video_begin|><s_a_1659><s_b_7208><s_c_3477>
|
||
04:14 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_1519><s_c_5531>
|
||
04:18 [视频-长播] <|video_begin|><s_a_5417><s_b_843><s_c_4454>
|
||
04:18 [视频-浏览] <|video_begin|><s_a_6548><s_b_7571><s_c_3970>
|
||
04:22 [视频-长播] <|video_begin|><s_a_5417><s_b_4137><s_c_677>
|
||
04:23 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_5668><s_c_677>
|
||
04:25 [视频-长播] <|video_begin|><s_a_16><s_b_1527><s_c_6357>
|
||
04:26 [视频-长播] <|video_begin|><s_a_6597><s_b_5241><s_c_346>
|
||
04:28 [视频-点赞/长播] <|video_begin|><s_a_6137><s_b_697><s_c_337>
|
||
04:30 [视频-长播] <|video_begin|><s_a_5019><s_b_3314><s_c_4693>
|
||
07:50 [视频-长播] <|video_begin|><s_a_4401><s_b_665><s_c_2395>
|
||
07:50 [视频-长播] <|video_begin|><s_a_5417><s_b_7858><s_c_1763>
|
||
08:04 [视频-长播] <|video_begin|><s_a_2125><s_b_8179><s_c_1451>
|
||
08:05 [视频-长播] <|video_begin|><s_a_3634><s_b_765><s_c_5609>
|
||
08:05 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_7267>
|
||
08:05 [视频-长播] <|video_begin|><s_a_1659><s_b_5521><s_c_4058>
|
||
08:07 [视频-长播] <|video_begin|><s_a_5507><s_b_1103><s_c_4595>
|
||
08:14 [视频-长播] <|video_begin|><s_a_5254><s_b_7386><s_c_8085>
|
||
08:14 [视频-长播] <|video_begin|><s_a_5023><s_b_4944><s_c_853>
|
||
08:15 [视频-点赞/长播] <|video_begin|><s_a_1440><s_b_4323><s_c_5890>
|
||
08:16 [视频-长播] <|video_begin|><s_a_8113><s_b_7546><s_c_3429>
|
||
08:16 [视频-长播] <|video_begin|><s_a_2845><s_b_5668><s_c_5452>
|
||
08:37 [视频-长播] <|video_begin|><s_a_6706><s_b_7246><s_c_4352>
|
||
08:37 [视频-长播] <|video_begin|><s_a_5941><s_b_4915><s_c_4261>
|
||
08:38 [视频-长播] <|video_begin|><s_a_4760><s_b_4293><s_c_5737>
|
||
08:46 [视频-长播] <|video_begin|><s_a_5058><s_b_8008><s_c_8042>
|
||
08:46 [视频-长播] <|video_begin|><s_a_16><s_b_1503><s_c_3424>
|
||
08:49 [视频-长播] <|video_begin|><s_a_3766><s_b_5893><s_c_1148>
|
||
08:49 [视频-长播] <|video_begin|><s_a_1344><s_b_1366><s_c_7754>
|
||
08:49 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_2932>
|
||
08:52 [视频-长播] <|video_begin|><s_a_457><s_b_6907><s_c_3895>
|
||
08:56 [视频-长播] <|video_begin|><s_a_4808><s_b_2478><s_c_1047>
|
||
08:56 [视频-长播] <|video_begin|><s_a_4767><s_b_908><s_c_3026>
|
||
08:56 [视频-长播] <|video_begin|><s_a_1985><s_b_6234><s_c_8005>
|
||
08:59 [视频-点赞/长播] <|video_begin|><s_a_126><s_b_4340><s_c_6222>
|
||
08:59 [视频-点赞/长播] <|video_begin|><s_a_4258><s_b_1527><s_c_5910>
|
||
08:59 [视频-长播] <|video_begin|><s_a_1981><s_b_3795><s_c_7754>
|
||
09:54 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_7381><s_c_3036>
|
||
09:58 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_6020><s_c_139>
|
||
09:58 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_4203><s_c_360>
|
||
09:58 [视频-长播] <|video_begin|><s_a_4258><s_b_727><s_c_6036>
|
||
18:42 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4932><s_c_1741>
|
||
18:42 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_3447><s_c_814>
|
||
18:42 [视频-长播] <|video_begin|><s_a_5337><s_b_2780><s_c_8063>
|
||
18:42 [视频-长播] <|video_begin|><s_a_3062><s_b_2789><s_c_6962>
|
||
【2026-02-05】
|
||
00:47 [视频-长播] <|video_begin|><s_a_7435><s_b_4059><s_c_2530>
|
||
00:47 [视频-长播] <|video_begin|><s_a_1527><s_b_7483><s_c_7598>
|
||
00:47 [视频-长播] <|video_begin|><s_a_5632><s_b_6379><s_c_6919>
|
||
00:51 [广告-点击] <|ad_begin|><s_a_655><s_b_7608><s_c_2369>
|
||
00:53 [视频-长播] <|video_begin|><s_a_1985><s_b_6234><s_c_1178>
|
||
00:58 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_6407><s_c_5162>
|
||
00:58 [视频-长播] <|video_begin|><s_a_279><s_b_7523><s_c_4595>
|
||
04:48 [视频-长播] <|video_begin|><s_a_4625><s_b_3636><s_c_5965>
|
||
05:20 [视频-长播] <|video_begin|><s_a_5632><s_b_765><s_c_5061>
|
||
05:42 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7608><s_c_5944>
|
||
05:45 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_4415><s_c_3347>
|
||
05:45 [视频-转发/点赞/长播] <|video_begin|><s_a_1985><s_b_7608><s_c_2341>
|
||
05:47 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_5693><s_c_2636>
|
||
05:47 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_7261><s_c_2370>
|
||
05:47 [视频-长播] <|video_begin|><s_a_5417><s_b_1471><s_c_2235>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_1527><s_c_7719>
|
||
05:50 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_7776><s_c_3291>
|
||
05:50 [视频-长播] <|video_begin|><s_a_1985><s_b_4556><s_c_2693>
|
||
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）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请面向以下主题提取行为逻辑链：
|
||
主题：从被动接收到主动决策的手机升级路径
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收到主动决策的手机升级路径",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收到主动决策的手机升级路径", "events": [{"date": "2025-12-26", "action": "[广告-点击] <|ad_begin|><s_a_7560><s_b_1711><s_c_4141>", "logic": "初始触发：被动接收到关于荣耀新机长续航和快充特性的广告信息，产生初步兴趣。"}, {"date": "2025-12-27", "action": "[商品-点击] <|prod_begin|><s_a_307><s_b_6213><s_c_6712>", "logic": "行为转化：从广告曝光转化为主动点击广告中提及的同系列商品，验证广告信息的真实性。"}, {"date": "2026-01-25", "action": "[视频-评论/长播] <|video_begin|><s_a_1076><s_b_3594><s_c_2814>", "logic": "认知深化与对比：兴趣从单一品牌扩展到跨品牌的高性能设备对比，开始关注核心硬件参数（如骁龙8 Gen 3芯片、120Hz刷新率），表明用户正在建立自己的评判标准。"}, {"date": "2026-02-01", "action": "[商品-点击] <|prod_begin|><s_a_307><s_b_2312><s_c_5968>", "logic": "决策收敛：在经过跨品牌性能对比后，用户的兴趣最终聚焦到另一款以高性能和游戏体验著称的iQOO品牌旗舰新品上，并产生了预约点击行为，完成了从被动了解到主动决策的闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-03-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6708><s_c_6278>
|
||
【2025-06-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_449><s_c_4333>
|
||
【2025-06-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_1596><s_c_3501>
|
||
【2025-06-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_4532><s_c_6278>
|
||
【2025-07-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4539><s_b_3342><s_c_58>
|
||
【2025-07-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_5727><s_c_677>
|
||
【2025-07-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_5452>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_1025><s_c_6074>
|
||
【2025-07-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_529><s_c_3026>
|
||
【2025-07-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_4723><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5087><s_c_4133>
|
||
【2025-07-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_4252><s_c_875>
|
||
【2025-08-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_1380><s_c_1449>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_4092><s_c_2989>
|
||
【2025-08-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_6202>
|
||
【2025-08-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_7000><s_c_5053>
|
||
【2025-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1435><s_b_6000><s_c_5827>
|
||
【2025-09-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6316><s_b_6860><s_c_4890>
|
||
【2025-09-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_8049><s_c_7683>
|
||
【2025-09-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4076><s_c_3379>
|
||
【2025-09-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3589>
|
||
【2025-09-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5631><s_b_7572><s_c_5631>
|
||
【2025-10-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
|
||
【2025-10-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_464><s_b_6708><s_c_7754>
|
||
【2025-10-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_6234><s_c_904>
|
||
【2025-10-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_375><s_b_6234><s_c_3296>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5985><s_b_4516><s_c_708>
|
||
【2025-10-15】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6202><s_c_7616>
|
||
【2025-10-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1704><s_c_6278>
|
||
【2025-10-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_2479><s_c_387>
|
||
【2025-11-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7414><s_c_5452>
|
||
【2025-11-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_7657>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6078><s_b_6234><s_c_7951>
|
||
【2025-11-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_3079>
|
||
【2025-11-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6771><s_c_853>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_2919><s_c_2447>
|
||
【2025-11-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1596><s_c_4742>
|
||
--:-- [直播-关注] <|living_begin|><s_a_8177><s_b_6270><s_c_2531>
|
||
【2025-11-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_879><s_c_1122>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_1380><s_c_1449>
|
||
【2025-11-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7368><s_b_4516><s_c_5022>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_6234><s_c_1108>
|
||
【2025-11-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_697><s_c_5941>
|
||
【2025-11-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_4613><s_c_511>
|
||
【2025-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_5717><s_c_2795>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_5685><s_c_2795>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1025><s_c_6326>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6279><s_b_7342><s_c_237>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_575><s_c_6583>
|
||
--:-- [直播-关注] <|living_begin|><s_a_344><s_b_506><s_c_6240>
|
||
【2025-11-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6519><s_c_7790>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_8025><s_c_6074>
|
||
【2025-11-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5659><s_b_5727><s_c_6278>
|
||
【2025-12-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_8025><s_c_4468>
|
||
【2025-12-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_6234><s_c_5915>
|
||
【2025-12-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_4663><s_c_208>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2050><s_b_7549><s_c_5956>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6782><s_c_141>
|
||
【2025-12-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_3225>
|
||
【2025-12-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_1399>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_3501>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1423>
|
||
【2025-12-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2701><s_c_6919>
|
||
【2025-12-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3147><s_c_2784>
|
||
【2025-12-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
|
||
【2025-12-17】
|
||
04:48 [广告-点击] <|ad_begin|><s_a_6101><s_b_2960><s_c_6227>
|
||
【2025-12-18】
|
||
06:36 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_7288><s_c_7383>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_6577><s_b_7288><s_c_7383>
|
||
【2025-12-27】
|
||
04:11 [广告-点击] <|ad_begin|><s_a_7294><s_b_800><s_c_3913>
|
||
【2025-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4994><s_b_6694><s_c_2967>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5106><s_c_5160>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2369><s_b_3206><s_c_4057>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2369><s_b_3206><s_c_4057>
|
||
【2026-01-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2828><s_c_4859>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1856><s_c_7951>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_2960><s_c_739>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_8137><s_c_3365>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1519><s_c_825>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_8137><s_c_3365>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1519><s_c_825>
|
||
【2026-01-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_7366>
|
||
【2026-01-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2955><s_b_765><s_c_3571>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_7366>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1519><s_c_825>
|
||
【2026-01-07】
|
||
08:02 [广告-点击] <|ad_begin|><s_a_4071><s_b_2221><s_c_4311>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_4782><s_c_845>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_157><s_b_4976><s_c_4631>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_4782><s_c_845>
|
||
【2026-01-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_7054><s_c_8075>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_147><s_c_2860>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_884><s_c_7366>
|
||
【2026-01-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_1297><s_c_2576>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_4782><s_c_6735>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_4782><s_c_1752>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_6462><s_c_1553>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5087><s_c_2118>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4062><s_c_5087>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4014><s_b_1966><s_c_5087>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_370><s_b_5571><s_c_7491>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_8025><s_c_2601>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_5087><s_c_2118>
|
||
【2026-01-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3569><s_c_2052>
|
||
【2026-01-12】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5476><s_b_3189><s_c_5563>
|
||
【2026-01-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_7340><s_c_6150>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_3915><s_c_2895>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4048><s_b_5515><s_c_3712>
|
||
【2026-01-22】
|
||
09:06 [视频-长播] <|video_begin|><s_a_2764><s_b_3552><s_c_1047>
|
||
09:06 [视频-长播] <|video_begin|><s_a_2408><s_b_6708><s_c_3648>
|
||
09:06 [视频-长播] <|video_begin|><s_a_1427><s_b_1822><s_c_3659>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_3278><s_c_3367>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_7414><s_c_6011>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_7414><s_c_6011>
|
||
【2026-01-23】
|
||
11:01 [视频-长播] <|video_begin|><s_a_4646><s_b_7457><s_c_4318>
|
||
11:01 [视频-长播] <|video_begin|><s_a_7003><s_b_6775><s_c_7975>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4120><s_b_4148><s_c_2143>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_5462><s_c_3364>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_2906><s_c_2021>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_1297><s_c_2576>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_526><s_c_6792>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6865><s_b_1113><s_c_4635>
|
||
【2026-01-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_5757><s_c_4818>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_5757><s_c_4818>
|
||
【2026-01-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_7897><s_c_1335>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1423>
|
||
【2026-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2130><s_c_3616>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_2960><s_c_16>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_4545><s_c_5605>
|
||
【2026-01-31】
|
||
02:27 [视频-长播] <|video_begin|><s_a_5134><s_b_1536><s_c_4784>
|
||
16:43 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
|
||
16:47 [视频-长播] <|video_begin|><s_a_6757><s_b_711><s_c_47>
|
||
16:47 [视频-长播] <|video_begin|><s_a_3363><s_b_4915><s_c_3207>
|
||
【2026-02-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_8025><s_c_6779>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6691><s_b_3072><s_c_2335>
|
||
【2026-02-04】
|
||
23:23 [视频-长播] <|video_begin|><s_a_892><s_b_1065><s_c_1109>
|
||
【2026-02-05】
|
||
13:05 [视频-长播] <|video_begin|><s_a_7385><s_b_1822><s_c_7616>
|
||
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和内在联系的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
||
核心抽取逻辑（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 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：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
|
||
请面向以下主题提取行为逻辑链：
|
||
主题：从被动健康信息接收到主动解决特定隐疾
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动健康信息接收到主动解决特定隐疾",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动健康信息接收到主动解决特定隐疾", "events": [{"date": "2026-01-07", "action": "[广告-点击] <|ad_begin|><s_a_4071><s_b_2221><s_c_4311>", "logic": "问题触发：被动接收到一则宽泛的男性健康管理广告，唤醒了潜在的健康需求意识。"}, {"date": "2026-01-22", "action": "[商品-购买] <|prod_begin|><s_a_4233><s_b_7414><s_c_6011>", "logic": "行为收敛与解决：在被唤醒健康意识后，用户迅速将宽泛的需求聚焦到一个非常具体的、带有隐私性的问题（肛肠不适），并直接购买了针对性极强的外用产品，完成了从“意识”到“行动”的转化。"}]}}<|im_end|>
|
||
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
|
||
label_ids:
|
||
[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 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labels:
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<think>
|
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</think>
|
||
{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|>
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<think>
|
||
好的，我将以推荐分析师的视角，对这项任务进行推理。
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|
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我接到的任务是分析用户的行为，并围绕“从被动接收信息到主动解决问题的行为闭环”这一主题，构建一条具有内在逻辑的行为链。这意味着我需要从用户的交互历史中，找到一个从被动获取知识，到主动确认并可能付诸行动的完整过程。
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|
||
在梳理用户的整体行为时间线时，我注意到用户的消费偏好非常广泛，既有家居日用品、食品饮料，也有大量的保健品和一些带有玄学色彩的转运、开运商品。这表明用户可能是一位关注生活品质和身心健康的中老年人。此外，用户的行为在2025年12月后发生了显著变化，开始大量观看和点击短剧广告，显示出对剧情类内容的强烈兴趣。
|
||
|
||
然而，我的核心任务是寻找一个从“被动接收”到“主动解决”的闭环。在浏览到2026年1月22日的记录时，我发现了一个非常清晰的信号。当天，用户观看了一个关于养牛技巧的视频 <|video_begin|><s_a_82><s_b_6234><s_c_8010>。这个视频内容非常具体，提到了牛圈管理和一种名为“全驱净”的驱虫方法。结合用户在2024年初购买过多种饲料添加剂，例如“牧饲康酿酒酵母开胃王” <|prod_begin|><s_a_1809><s_b_2752><s_c_871> 和“牛羊全驱净” <|prod_begin|><s_a_5463><s_b_7756><s_c_7780>，以及在2025年购买过测量猪牛体重的尺子 <|prod_begin|><s_a_6091><s_b_2075><s_c_8062>，我推断用户很可能从事或关心畜牧养殖，特别是牛羊养殖。
|
||
|
||
因此，观看这个养牛技巧视频 <|video_begin|><s_a_82><s_b_6234><s_c_8010> 的行为，可以被视为一个关键的“信息获取”环节。用户可能是在浏览时偶然看到了这个视频，也可能是主动搜索相关内容，但无论如何，这个行为代表了他正在被动或主动地接收关于养牛的专业知识。视频中明确提到的“全驱净驱虫方法”，直接为用户提供了一个具体的问题解决方案。
|
||
|
||
紧接着，我注意到一个关键的后续动作：用户不仅观看了这个视频，还对它进行了点赞。这个“点赞”行为虽然看似微小，但意义重大。它不再是被动地观看，而是一种主动的、明确的价值认同和正向反馈。这表明视频中提到的养牛技巧，特别是驱虫方法，精准地命中了用户的需求点，或者解决了他的某个困惑。通过点赞，用户完成了从“看到信息”到“认可信息”的认知闭环。这个行为链条完美地诠释了从被动接收知识到主动确认其价值的过程，形成了一个完整的行为闭环。
|
||
|
||
综合以上分析，我认为用户的行为逻辑链可以这样归纳：首先，用户通过观看一个关于养牛技巧的视频 <|video_begin|><s_a_82><s_b_6234><s_c_8010>，获取了关于“全驱净驱虫方法”的具体信息，这构成了问题触发与信息获取的起点。随后，用户对该视频进行了点赞 <|video_begin|><s_a_82><s_b_6234><s_c_8010>，这一主动行为表明了他对视频内容的认可，完成了从信息吸收到价值认同的认知闭环。</think>
|
||
{"logic_chain": {"name": "从被动接收信息到主动解决问题的行为闭环", "events": [{"date": "2026-01-22", "action": "[视频-长播] <|video_begin|><s_a_82><s_b_6234><s_c_8010>", "logic": "问题触发与信息获取：用户被动或主动观看了关于“养牛技巧”的科普视频，其中明确提及了“全驱净驱虫方法”，为后续行为提供了具体的知识输入和问题解决方案。"}, {"date": "2026-01-22", "action": "[视频-点赞/长播] <|video_begin|><s_a_82><s_b_6234><s_c_8010>", "logic": "认知确认与行为闭环：用户对视频内容（特别是驱虫方法）表示认可，通过“点赞”这一主动行为表达了正向反馈，并完成了从信息吸收到价值认同的闭环。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "茶叶消费升级：从性价比到品质导向的决策演化", "events": [{"date": "2024-12-24", "action": "[商品-购买] <|prod_begin|><s_a_6865><s_b_1132><s_c_2598>", "logic": "初始状态：首次购买茶叶，明确选择了“性价比款”，表明此刻的核心决策因子是价格和基础饮用功能。"}, {"date": "2025-12-10", "action": "[商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_1129>", "logic": "认知分化与对比探索：在长达近一年的饮用体验后，用户开始主动探索不同品类（从“金骏眉”到“滇红”）、不同产地（“武夷山” vs “云南”）、不同树种（“小种” vs “大叶种”）的茶叶，表明其不再满足于单一品类，开始建立品质对比的认知框架。"}, {"date": "2025-12-13", "action": "[商品-点击] <|prod_begin|><s_a_5749><s_b_3923><s_c_4712>", "logic": "需求场景化：用户的关注点中出现了新的变量“礼盒装”、“送礼茶”，表明其茶叶消费需求从“自饮”拓展到了“社交送礼”，这是对茶叶商品价值认知的一次重要升级。"}, {"date": "2025-12-14", "action": "[商品-购买] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>", "logic": "决策收敛与品质跃迁：经过密集的点击对比后，用户最终完成了一次购买决策。此次购买的商品包含了“特级”、“明前小芽”、“花果蜜香”等大量在前次购买中未出现的、代表高品质的参数。这标志着用户完成了从追求“性价比”到为“高品质”和“特定风味”付费的认知跃迁，形成了决策闭环。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收到主动决策的手机升级路径", "events": [{"date": "2025-12-26", "action": "[广告-点击] <|ad_begin|><s_a_7560><s_b_1711><s_c_4141>", "logic": "初始触发：被动接收到关于荣耀新机长续航和快充特性的广告信息，产生初步兴趣。"}, {"date": "2025-12-27", "action": "[商品-点击] <|prod_begin|><s_a_307><s_b_6213><s_c_6712>", "logic": "行为转化：从广告曝光转化为主动点击广告中提及的同系列商品，验证广告信息的真实性。"}, {"date": "2026-01-25", "action": "[视频-评论/长播] <|video_begin|><s_a_1076><s_b_3594><s_c_2814>", "logic": "认知深化与对比：兴趣从单一品牌扩展到跨品牌的高性能设备对比，开始关注核心硬件参数（如骁龙8 Gen 3芯片、120Hz刷新率），表明用户正在建立自己的评判标准。"}, {"date": "2026-02-01", "action": "[商品-点击] <|prod_begin|><s_a_307><s_b_2312><s_c_5968>", "logic": "决策收敛：在经过跨品牌性能对比后，用户的兴趣最终聚焦到另一款以高性能和游戏体验著称的iQOO品牌旗舰新品上，并产生了预约点击行为，完成了从被动了解到主动决策的闭环。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动健康信息接收到主动解决特定隐疾", "events": [{"date": "2026-01-07", "action": "[广告-点击] <|ad_begin|><s_a_4071><s_b_2221><s_c_4311>", "logic": "问题触发：被动接收到一则宽泛的男性健康管理广告，唤醒了潜在的健康需求意识。"}, {"date": "2026-01-22", "action": "[商品-购买] <|prod_begin|><s_a_4233><s_b_7414><s_c_6011>", "logic": "行为收敛与解决：在被唤醒健康意识后，用户迅速将宽泛的需求聚焦到一个非常具体的、带有隐私性的问题（肛肠不适），并直接购买了针对性极强的外用产品，完成了从“意识”到“行动”的转化。"}]}}<|im_end|>
|
||
[INFO|configuration_utils.py:771] 2026-07-05 17:55:04,123 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-05 17:55:04,126 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": null,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": true,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
|
||
[INFO|2026-07-05 17:55:04] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-05 17:55:04] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-05 17:58:44,797 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-05 17:58:44,797 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-05 17:58:44,862 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"use_cache": false
|
||
}
|
||
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Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
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Loading weights: 25%|██▌ | 78/311 [00:00<00:00, 779.06it/s]
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|
||
[INFO|configuration_utils.py:980] 2026-07-05 17:58:45,817 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-05 17:58:45,817 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-05 17:58:46,098 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-05 17:58:46] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-05 17:58:46] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-05 17:58:46] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-05 17:58:46] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-05 17:58:46] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-05 17:58:46,185 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
||
[INFO|trainer.py:1469] 2026-07-05 17:58:46,299 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-05 17:58:46,299 >> Num examples = 1,597
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[INFO|trainer.py:1471] 2026-07-05 17:58:46,299 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-05 17:58:46,299 >> Num update steps per epoch = 400
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[INFO|trainer.py:1473] 2026-07-05 17:58:46,299 >> Instantaneous batch size per device = 1
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[INFO|trainer.py:1476] 2026-07-05 17:58:46,299 >> Total train batch size (w. parallel, distributed & accumulation) = 4
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[INFO|trainer.py:1477] 2026-07-05 17:58:46,299 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-05 17:58:46,299 >> Total optimization steps = 400
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[INFO|trainer.py:1479] 2026-07-05 17:58:46,299 >> Number of trainable parameters = 801,433,600
|
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100%|██████████| 400/400 [54:10<00:00, 6.45s/it][INFO|trainer.py:3815] 2026-07-05 18:52:56,536 >> Saving model checkpoint to demo/output/onereason_0.8b_sft/checkpoint-400
|
||
[INFO|configuration_utils.py:533] 2026-07-05 18:52:56,537 >> Configuration saved in demo/output/onereason_0.8b_sft/checkpoint-400/config.json
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||
[INFO|configuration_utils.py:816] 2026-07-05 18:52:56,537 >> Configuration saved in demo/output/onereason_0.8b_sft/checkpoint-400/generation_config.json
|
||
{'loss': '3.009', 'grad_norm': '29.62', 'learning_rate': '6.667e-06', 'epoch': '0.01252'}
|
||
{'loss': '2.548', 'grad_norm': '8.812', 'learning_rate': '1.5e-05', 'epoch': '0.02505'}
|
||
{'loss': '2.234', 'grad_norm': '4.938', 'learning_rate': '2e-05', 'epoch': '0.03757'}
|
||
{'loss': '2.058', 'grad_norm': '3.016', 'learning_rate': '1.998e-05', 'epoch': '0.05009'}
|
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|
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|
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|
||
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|
||
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|
||
{'loss': '1.465', 'grad_norm': '2.141', 'learning_rate': '5.46e-07', 'epoch': '0.9017'}
|
||
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|
||
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|
||
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|
||
{'loss': '1.499', 'grad_norm': '2.359', 'learning_rate': '1.442e-07', 'epoch': '0.9518'}
|
||
{'loss': '1.537', 'grad_norm': '2.25', 'learning_rate': '8.38e-08', 'epoch': '0.9643'}
|
||
{'loss': '1.438', 'grad_norm': '2.594', 'learning_rate': '3.964e-08', 'epoch': '0.9768'}
|
||
{'loss': '1.451', 'grad_norm': '2.547', 'learning_rate': '1.18e-08', 'epoch': '0.9894'}
|
||
{'loss': '1.479', 'grad_norm': '3.562', 'learning_rate': '3.278e-10', 'epoch': '1'}
|
||
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s][A
|
||
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.19it/s][A
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.19it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-05 18:52:57,384 >> Model weights saved in demo/output/onereason_0.8b_sft/checkpoint-400/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-05 18:52:57,495 >> chat template saved in demo/output/onereason_0.8b_sft/checkpoint-400/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-05 18:52:57,515 >> tokenizer config file saved in demo/output/onereason_0.8b_sft/checkpoint-400/tokenizer_config.json
|
||
[INFO|trainer.py:1823] 2026-07-05 18:52:59,470 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
||
|
||
|
||
|
||
|
||
|
||
100%|██████████| 400/400 [54:13<00:00, 6.45s/it]
|
||
100%|██████████| 400/400 [54:13<00:00, 8.13s/it]
|
||
[INFO|trainer.py:3815] 2026-07-05 18:52:59,471 >> Saving model checkpoint to demo/output/onereason_0.8b_sft
|
||
[INFO|configuration_utils.py:533] 2026-07-05 18:52:59,473 >> Configuration saved in demo/output/onereason_0.8b_sft/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-05 18:52:59,473 >> Configuration saved in demo/output/onereason_0.8b_sft/generation_config.json
|
||
{'train_runtime': '3253', 'train_samples_per_second': '0.491', 'train_steps_per_second': '0.123', 'train_loss': '1.57', 'epoch': '1'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.17it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.17it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-05 18:53:00,334 >> Model weights saved in demo/output/onereason_0.8b_sft/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-05 18:53:00,439 >> chat template saved in demo/output/onereason_0.8b_sft/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-05 18:53:00,459 >> tokenizer config file saved in demo/output/onereason_0.8b_sft/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.0
|
||
total_flos = 178491204GF
|
||
train_loss = 1.5697
|
||
train_runtime = 0:54:13.17
|
||
train_samples_per_second = 0.491
|
||
train_steps_per_second = 0.123
|
||
Figure saved at: demo/output/onereason_0.8b_sft/training_loss.png
|
||
[WARNING|2026-07-05 18:53:00] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-05 18:53:00] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-05 18:53:00,595 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|