2271 lines
523 KiB
Plaintext
2271 lines
523 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|2026-07-12 04:25:58] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:769] 2026-07-12 04:25:58,574 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055/config.json
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[INFO|configuration_utils.py:847] 2026-07-12 04:25:58,577 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"full_attention",
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[INFO|configuration_utils.py:769] 2026-07-12 04:25:59,252 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055/config.json
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[INFO|configuration_utils.py:847] 2026-07-12 04:25:59,253 >> 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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"dtype": "bfloat16",
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}
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[INFO|configuration_utils.py:769] 2026-07-12 04:25:59,253 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055/config.json
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[INFO|configuration_utils.py:847] 2026-07-12 04:25:59,253 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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[INFO|2026-07-12 04:25:59] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v19_user_world_guard_no_template.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: 11510 examples [00:00, 103866.98 examples/s]
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Generating train split: 18091 examples [00:00, 112750.14 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 18091/18091 [00:00<00:00, 42022.64 examples/s]
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training example:
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input_ids:
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||
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220, 16, 16, 25, 16, 17, 508, 101927, 12, 72651, 60, 220, 176251, 156023, 163911, 174414, 198, 220, 220, 16, 16, 25, 16, 19, 508, 101927, 12, 72651, 60, 220, 176251, 151919, 160597, 173047, 198, 220, 220, 16, 16, 25, 16, 20, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 156784, 161371, 171528, 198, 220, 220, 16, 16, 25, 16, 20, 508, 101927, 12, 72651, 60, 220, 176251, 156784, 161371, 171528, 198, 220, 220, 16, 16, 25, 16, 21, 508, 101927, 12, 72651, 60, 220, 176251, 156023, 163911, 174414, 198, 220, 220, 16, 16, 25, 16, 22, 508, 101927, 12, 72651, 60, 220, 176251, 156023, 163911, 174414, 198, 220, 220, 16, 16, 25, 16, 24, 508, 101927, 12, 72651, 60, 220, 176251, 151886, 161138, 173964, 198, 220, 220, 16, 16, 25, 17, 15, 508, 101927, 12, 72651, 60, 220, 176251, 152367, 167469, 168854, 198, 220, 220, 16, 16, 25, 18, 20, 508, 101927, 12, 72651, 60, 220, 176251, 157301, 166762, 168910, 198, 220, 220, 16, 16, 25, 19, 17, 508, 101927, 12, 72651, 60, 220, 176251, 159796, 166095, 171930, 198, 220, 220, 16, 16, 25, 20, 20, 508, 101927, 12, 72651, 60, 220, 176251, 157037, 160313, 170624, 198, 220, 220, 16, 16, 25, 20, 22, 508, 101927, 12, 72651, 60, 220, 176251, 157037, 160313, 170624, 198, 220, 220, 16, 17, 25, 15, 16, 508, 101927, 12, 72651, 60, 220, 176251, 159378, 160863, 173395, 198, 220, 220, 16, 17, 25, 15, 18, 508, 101927, 12, 72651, 60, 220, 176251, 157037, 160313, 170624, 198, 220, 220, 16, 17, 25, 16, 15, 508, 101927, 12, 72651, 60, 220, 176251, 157037, 160313, 170624, 198, 220, 220, 16, 18, 25, 15, 21, 508, 101927, 12, 72651, 60, 220, 176251, 156384, 165671, 174366, 198, 220, 220, 16, 18, 25, 16, 24, 508, 101927, 12, 72651, 60, 220, 176251, 158715, 165037, 174280, 198, 220, 220, 16, 18, 25, 17, 16, 508, 101927, 12, 72651, 60, 220, 176251, 156898, 167469, 173344, 198, 220, 220, 16, 19, 25, 17, 19, 508, 101927, 12, 72651, 60, 220, 176251, 156859, 161734, 168940, 198, 220, 220, 16, 19, 25, 17, 22, 508, 101927, 12, 72651, 60, 220, 176251, 158715, 165037, 174280, 198, 220, 220, 16, 19, 25, 18, 17, 508, 101927, 12, 72651, 60, 220, 176251, 153512, 164831, 172037, 198, 220, 220, 16, 20, 25, 16, 20, 508, 101927, 12, 72651, 60, 220, 176251, 158715, 165037, 174280, 198, 220, 220, 16, 20, 25, 16, 22, 508, 101927, 12, 72651, 60, 220, 176251, 155296, 160769, 174801, 198, 220, 220, 16, 20, 25, 20, 24, 508, 101927, 12, 72651, 60, 220, 176251, 153512, 164831, 172037, 198, 220, 220, 16, 20, 25, 20, 24, 508, 101927, 12, 72651, 60, 220, 176251, 152710, 160498, 175829, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 153937, 165024, 173440, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 153937, 165024, 174521, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 153937, 165024, 168431, 198, 220, 1177, 25, 313, 508, 45943, 12, 72651, 60, 220, 176247, 156290, 163701, 173638, 198, 100780, 88802, 5122, 105043, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 57218, 20074, 68805, 32108, 101057, 37945, 104282, 70589, 20002, 108221, 100022, 3837, 102074, 89012, 22382, 100220, 107439, 102094, 100520, 41299, 100145, 33108, 108314, 102802, 9370, 108221, 101070, 104913, 63314, 8997, 108221, 101070, 31905, 9909, 101358, 68805, 109756, 111641, 7552, 5122, 74866, 112, 75650, 12, 100020, 5373, 101981, 12, 104181, 75437, 100541, 5373, 45943, 12, 72651, 5373, 45943, 12, 103946, 5373, 78973, 12, 78973, 5373, 87140, 12, 102679, 5373, 87140, 12, 45861, 75650, 5373, 101927, 12, 72651, 5373, 101927, 12, 102217, 101548, 198, 100185, 112983, 104913, 9909, 100520, 41299, 33071, 108023, 7552, 28311, 14880, 99539, 20450, 107684, 107439, 220, 20, 71928, 98, 23031, 102595, 101070, 63314, 90395, 103944, 33447, 47882, 108221, 33, 20412, 24562, 47882, 108221, 32, 9370, 102122, 100354, 102402, 104361, 5373, 111018, 100609, 62112, 57191, 100565, 103340, 100402, 3837, 102200, 425, 88940, 227, 100360, 67071, 362, 43589, 104733, 100354, 31838, 102474, 24968, 109756, 107439, 99885, 107888, 49111, 52334, 5373, 43815, 105444, 57191, 99373, 62112, 104307, 14, 108439, 108165, 62926, 31118, 103005, 23990, 101070, 8997, 16, 13, 102122, 102474, 102402, 5122, 108221, 425, 220, 57218, 220, 108221, 362, 88940, 227, 100360, 113275, 99424, 102122, 5373, 100220, 21515, 29732, 16872, 100629, 99226, 99193, 104378, 99622, 46306, 100145, 8997, 17, 13, 100565, 113597, 100520, 41299, 5122, 108221, 425, 88940, 227, 100360, 67071, 108221, 362, 52506, 243, 28291, 9370, 111018, 57191, 16628, 100354, 68536, 100394, 3837, 100631, 362, 220, 114300, 425, 43589, 100609, 62112, 8997, 18, 13, 100354, 102217, 103340, 5122, 113275, 100220, 21515, 29732, 16872, 3837, 108221, 425, 18137, 250, 222, 109286, 108221, 362, 77407, 101, 93488, 49828, 33126, 100398, 100700, 3837, 77288, 16530, 104708, 105444, 104196, 103946, 5373, 72651, 5373, 78973, 49567, 101070, 3837, 101153, 101894, 105444, 92374, 8997, 14880, 101092, 87752, 100220, 107439, 101070, 104913, 63314, 28311, 100220, 5122, 45181, 100415, 32320, 101754, 26939, 113866, 101964, 110061, 116973, 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, 100415, 32320, 101754, 26939, 113866, 101964, 110061, 116973, 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, 630, 99193, 105852, 5122, 103941, 102349, 100645, 101909, 30440, 99250, 2951, 22961, 85122, 97771, 9370, 4718, 3837, 53153, 102298, 73192, 5373, 104136, 5373, 105444, 60949, 57191, 4718, 40666, 244, 108593, 48391, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 4913, 24225, 30583, 22317, 606, 3252, 45181, 100415, 32320, 101754, 26939, 113866, 101964, 110061, 116973, 2198, 12389, 66582, 1028, 3252, 17, 15, 17, 20, 12, 16, 17, 12, 16, 20, 2198, 1311, 3252, 58, 101981, 12, 104181, 75437, 100541, 60, 220, 176249, 158161, 167078, 173616, 2198, 24225, 3252, 113188, 100385, 5122, 20002, 101070, 23031, 107784, 100415, 100030, 100782, 3837, 100020, 62926, 75437, 100541, 44636, 106564, 5373, 99306, 99434, 24300, 57750, 107206, 3837, 100409, 107285, 43815, 100030, 1773, 36509, 1028, 3252, 17, 15, 17, 20, 12, 16, 17, 12, 17, 24, 2198, 1311, 3252, 58, 101981, 12, 104181, 75437, 100541, 60, 220, 176249, 155602, 167203, 173927, 2198, 24225, 3252, 102875, 100560, 100287, 5122, 20002, 104181, 75437, 100541, 46944, 2073, 16530, 99760, 99684, 97907, 100384, 24300, 101981, 3837, 41146, 100185, 43815, 20412, 2073, 112600, 102223, 18158, 105667, 854, 33108, 2073, 105186, 112142, 106094, 55807, 43288, 108653, 20002, 45181, 109144, 9370, 104143, 3837, 115949, 32664, 100133, 104736, 33108, 113866, 100674, 100394, 100565, 9370, 101964, 28946, 3837, 104415, 45181, 2073, 100030, 854, 26939, 2073, 99426, 14, 110687, 97907, 102875, 102324, 1773, 36509, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 15, 23, 2198, 1311, 3252, 58, 101981, 12, 104181, 75437, 100541, 60, 220, 176249, 159140, 167869, 168730, 2198, 24225, 3252, 101070, 103980, 57218, 102145, 5122, 20002, 103989, 75437, 100541, 40916, 109963, 2073, 113558, 109688, 40301, 117561, 93149, 854, 101981, 3837, 100642, 100020, 2073, 111864, 104199, 102118, 854, 49567, 33126, 113879, 9370, 104736, 1773, 43288, 102406, 41146, 109683, 104799, 100565, 101051, 81167, 62926, 100652, 102145, 3837, 96555, 101966, 100134, 100007, 33126, 107980, 100651, 100133, 99600, 1773, 9207, 60, 3417, 151645, 198, 151644, 872, 198, 105043, 101927, 72881, 64559, 26939, 5839, 9370, 100261, 99759, 110498, 37945, 101113, 101927, 53481, 62926, 43959, 102188, 9370, 101927, 5839, 8997, 14880, 100345, 107083, 101927, 80286, 17256, 43959, 106188, 9370, 101927, 5839, 5122, 43288, 99639, 37474, 101981, 100848, 102254, 9370, 109829, 39762, 42067, 3837, 99558, 108869, 99604, 102122, 101373, 104199, 115076, 1773, 87140, 15946, 104423, 104013, 57218, 119516, 100655, 104199, 111097, 3837, 114083, 2073, 104515, 41362, 99327, 854, 2073, 17, 15, 17, 21, 102358, 64689, 29077, 28291, 28291, 28291, 854, 49567, 18600, 99710, 24968, 100266, 102122, 17714, 104101, 18493, 104517, 108970, 116125, 3837, 114083, 2073, 29767, 110925, 854, 116057, 1773, 87140, 101932, 104401, 100415, 105155, 3837, 102298, 105514, 72881, 33108, 104199, 43815, 3837, 38342, 102031, 100398, 82700, 101955, 57191, 114991, 27369, 1773, 14, 26865, 151645, 198, 151644, 77091, 198, 151667, 198, 107439, 53481, 101047, 100185, 107888, 5373, 79256, 5373, 37029, 102122, 33108, 102248, 3837, 106188, 31235, 104469, 9370, 101927, 72881, 64559, 106918, 8997, 151668, 198, 176251, 156209, 164659, 175728, 151645, 198, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2022-06-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1654><s_c_6162>
|
||
【2022-06-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7808><s_b_5637><s_c_5779>
|
||
【2022-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2563><s_b_5269><s_c_5053>
|
||
【2022-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2017><s_b_2965><s_c_1023>
|
||
【2022-12-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_7388><s_c_7476>
|
||
【2023-01-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_5437><s_c_528>
|
||
【2023-02-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_1186><s_c_5798>
|
||
【2023-03-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2628><s_b_1695><s_c_4856>
|
||
【2023-04-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-04-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-05-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_7388><s_c_3254>
|
||
【2023-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-06-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-07-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_7535><s_c_7066>
|
||
【2023-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1142><s_c_7586>
|
||
【2023-11-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_5886><s_c_1786>
|
||
【2023-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_4037><s_c_3643>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_4037><s_c_817>
|
||
【2025-02-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1595><s_c_6278>
|
||
【2025-03-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2792><s_c_6278>
|
||
【2025-03-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_646>
|
||
【2025-04-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_6537><s_c_1423>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7765><s_c_2403>
|
||
【2025-04-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_573><s_c_955>
|
||
【2025-04-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6475><s_b_5833><s_c_2298>
|
||
【2025-05-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2050><s_b_1806><s_c_7951>
|
||
【2025-05-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_7120><s_c_6757>
|
||
【2025-06-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5914><s_b_1410><s_c_5956>
|
||
【2025-06-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_2272><s_c_7675>
|
||
【2025-06-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6051><s_c_4783>
|
||
【2025-07-02】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4144><s_b_1410><s_c_5465>
|
||
【2025-07-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_543>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1307><s_b_1089><s_c_4053>
|
||
【2025-07-17】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_8049><s_c_2403>
|
||
【2025-07-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_7951>
|
||
【2025-07-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_7343>
|
||
【2025-07-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_1576>
|
||
【2025-07-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_697><s_c_1180>
|
||
【2025-07-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_808>
|
||
【2025-08-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4208>
|
||
【2025-08-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_713><s_c_1649>
|
||
【2025-08-10】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_7894><s_c_875>
|
||
【2025-08-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_2649><s_c_2834>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_446><s_c_8001>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-08-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-09-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_196><s_b_2412><s_c_6504>
|
||
【2025-09-06】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_4571><s_c_875>
|
||
【2025-09-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_2649><s_c_1259>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_3198><s_c_2538>
|
||
【2025-09-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4923><s_b_5124><s_c_3114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-09-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6334><s_c_4067>
|
||
【2025-09-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_5693><s_c_5956>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_2649><s_c_1259>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-10-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
|
||
【2025-10-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5925><s_c_2538>
|
||
【2025-10-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
【2025-10-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
【2025-10-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-10-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_4208>
|
||
【2025-10-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2513>
|
||
【2025-10-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
【2025-10-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3355>
|
||
【2025-10-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_724>
|
||
【2025-10-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6058><s_c_7794>
|
||
【2025-11-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_2298>
|
||
【2025-11-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_209><s_c_3676>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_1941>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7900>
|
||
【2025-11-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_4205><s_c_1613>
|
||
【2025-12-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6409><s_b_6237><s_c_4114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
|
||
【2025-12-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_6454><s_c_8062>
|
||
【2025-12-08】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_4617>
|
||
【2025-12-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_7894><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7033><s_b_6020><s_c_4244>
|
||
【2025-12-15】
|
||
01:46 [广告-点击] <|ad_begin|><s_a_7545><s_b_5810><s_c_7806>
|
||
【2025-12-16】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_799><s_c_3026>
|
||
【2025-12-18】
|
||
03:48 [广告-点击] <|ad_begin|><s_a_4595><s_b_6726><s_c_5004>
|
||
【2025-12-19】
|
||
12:19 [广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>
|
||
【2025-12-22】
|
||
23:20 [广告-点击] <|ad_begin|><s_a_4078><s_b_70><s_c_77>
|
||
【2025-12-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_363><s_b_4494><s_c_1901>
|
||
【2025-12-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_602>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_3355>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_4782><s_c_6409>
|
||
【2025-12-28】
|
||
10:40 [广告-点击] <|ad_begin|><s_a_2257><s_b_6162><s_c_1178>
|
||
【2025-12-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2026-01-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_697><s_c_4887>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7737><s_c_7754>
|
||
【2026-01-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_222><s_c_2084>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7552>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3608>
|
||
【2026-01-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6358><s_c_2135>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_6423><s_c_2880>
|
||
【2026-01-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8167><s_c_4288>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6334><s_c_4067>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
|
||
【2026-01-19】
|
||
10:11 [广告-点击] <|ad_begin|><s_a_16><s_b_315><s_c_2814>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_2649><s_c_334>
|
||
【2026-01-21】
|
||
21:52 [视频-收藏/点赞/长播] <|video_begin|><s_a_6018><s_b_2302><s_c_1396>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
【2026-01-22】
|
||
01:19 [视频-评论/长播] <|video_begin|><s_a_2654><s_b_4179><s_c_6463>
|
||
01:19 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_3614><s_c_6915>
|
||
01:19 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3447><s_c_2568>
|
||
01:21 [视频-评论/长播] <|video_begin|><s_a_6510><s_b_6170><s_c_3025>
|
||
01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3614><s_c_2530>
|
||
02:31 [视频-评论/长播] <|video_begin|><s_a_2526><s_b_6234><s_c_7420>
|
||
03:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_1108><s_b_7180><s_c_6659>
|
||
03:27 [视频-收藏/长播] <|video_begin|><s_a_6666><s_b_4075><s_c_1840>
|
||
03:30 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1149><s_b_1529><s_c_2722>
|
||
04:36 [视频-评论/长播] <|video_begin|><s_a_4667><s_b_1119><s_c_7466>
|
||
06:35 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_6051><s_c_2335>
|
||
11:47 [视频-收藏/长播] <|video_begin|><s_a_7374><s_b_1596><s_c_2374>
|
||
12:26 [视频-浏览] <|video_begin|><s_a_1427><s_b_6761><s_c_6771>
|
||
12:38 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_4958><s_c_2370>
|
||
21:02 [视频-评论/长播] <|video_begin|><s_a_2051><s_b_5200><s_c_5187>
|
||
21:06 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_5200><s_c_2212>
|
||
21:12 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_5349>
|
||
21:13 [视频-收藏/长播] <|video_begin|><s_a_5903><s_b_5106><s_c_4810>
|
||
21:16 [视频-评论/长播] <|video_begin|><s_a_5904><s_b_5200><s_c_4636>
|
||
21:33 [视频-浏览] <|video_begin|><s_a_3689><s_b_1431><s_c_7638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_4782><s_c_6409>
|
||
【2026-01-23】
|
||
00:45 [视频-评论/长播] <|video_begin|><s_a_6775><s_b_6234><s_c_6648>
|
||
00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_1642><s_c_5362>
|
||
00:54 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
|
||
00:54 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_5061><s_c_5936>
|
||
00:54 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_3636><s_c_2781>
|
||
03:37 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3656><s_c_503>
|
||
12:17 [视频-评论/长播] <|video_begin|><s_a_4312><s_b_5841><s_c_7925>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_6278>
|
||
00:40 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_1806><s_c_2370>
|
||
00:48 [视频-评论/长播] <|video_begin|><s_a_599><s_b_1013><s_c_7921>
|
||
00:50 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_7549><s_c_7970>
|
||
00:55 [视频-收藏/长播] <|video_begin|><s_a_1207><s_b_6442><s_c_7106>
|
||
01:07 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_558><s_c_4631>
|
||
16:37 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_3614><s_c_6298>
|
||
18:13 [视频-关注/长播] <|video_begin|><s_a_4816><s_b_725><s_c_1707>
|
||
18:13 [视频-关注/长播] <|video_begin|><s_a_5907><s_b_5961><s_c_3970>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_21><s_c_1690>
|
||
【2026-01-25】
|
||
12:22 [广告-点击] <|ad_begin|><s_a_1106><s_b_315><s_c_2781>
|
||
20:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>
|
||
22:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_7562><s_b_2815><s_c_6565>
|
||
【2026-01-26】
|
||
05:29 [视频-收藏/长播] <|video_begin|><s_a_3396><s_b_2575><s_c_2203>
|
||
【2026-01-27】
|
||
22:43 [广告-点击] <|ad_begin|><s_a_1106><s_b_315><s_c_2781>
|
||
22:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>
|
||
22:46 [视频-评论/长播] <|video_begin|><s_a_2408><s_b_581><s_c_59>
|
||
【2026-01-28】
|
||
04:16 [视频-浏览] <|video_begin|><s_a_5416><s_b_2485><s_c_5622>
|
||
【2026-01-29】
|
||
11:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_4946><s_b_7410><s_c_1449>
|
||
20:53 [视频-评论/长播] <|video_begin|><s_a_7411><s_b_6477><s_c_1275>
|
||
20:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_2080><s_b_4746><s_c_7790>
|
||
23:18 [视频-评论/点赞/长播] <|video_begin|><s_a_1207><s_b_1804><s_c_22>
|
||
【2026-01-30】
|
||
20:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_5166><s_b_6973><s_c_6699>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7325><s_b_691><s_c_2654>
|
||
23:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_410><s_b_4939><s_c_7368>
|
||
【2026-01-31】
|
||
00:13 [视频-评论/长播] <|video_begin|><s_a_5125><s_b_7246><s_c_6240>
|
||
00:17 [视频-评论/长播] <|video_begin|><s_a_532><s_b_876><s_c_8140>
|
||
00:22 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_7671>
|
||
00:24 [视频-评论/长播] <|video_begin|><s_a_7390><s_b_3952><s_c_7466>
|
||
00:26 [视频-评论/长播] <|video_begin|><s_a_7771><s_b_7472><s_c_2070>
|
||
03:08 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_6426><s_c_8042>
|
||
03:48 [视频-评论/点赞/长播] <|video_begin|><s_a_410><s_b_4939><s_c_1966>
|
||
05:25 [视频-评论/点赞/长播] <|video_begin|><s_a_5568><s_b_4958><s_c_5000>
|
||
05:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_735><s_b_3051><s_c_7233>
|
||
05:36 [视频-评论/长播] <|video_begin|><s_a_1853><s_b_2357><s_c_3549>
|
||
05:51 [视频-收藏/长播] <|video_begin|><s_a_4598><s_b_57><s_c_1559>
|
||
06:19 [视频-浏览] <|video_begin|><s_a_876><s_b_5241><s_c_6072>
|
||
06:23 [视频-收藏/长播] <|video_begin|><s_a_5105><s_b_7894><s_c_2654>
|
||
06:30 [视频-浏览] <|video_begin|><s_a_5023><s_b_3832><s_c_3261>
|
||
06:42 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6436><s_c_439>
|
||
07:38 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_2461>
|
||
07:46 [视频-评论/长播] <|video_begin|><s_a_7251><s_b_33><s_c_1428>
|
||
07:49 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_417><s_b_7455><s_c_4188>
|
||
08:11 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_4743><s_c_4479>
|
||
08:13 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_3297><s_c_7899>
|
||
08:15 [视频-评论/长播] <|video_begin|><s_a_399><s_b_1216><s_c_1948>
|
||
08:18 [视频-评论/长播] <|video_begin|><s_a_4999><s_b_763><s_c_2530>
|
||
08:35 [视频-评论/长播] <|video_begin|><s_a_1614><s_b_4275><s_c_7899>
|
||
08:36 [视频-评论/长播] <|video_begin|><s_a_6169><s_b_4009><s_c_1148>
|
||
09:29 [视频-评论/长播] <|video_begin|><s_a_3001><s_b_1002><s_c_6767>
|
||
09:29 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_581><s_c_3877>
|
||
09:35 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_7246><s_c_447>
|
||
09:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_3001><s_b_1792><s_c_7622>
|
||
09:43 [视频-收藏/长播] <|video_begin|><s_a_4487><s_b_5841><s_c_1395>
|
||
10:00 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_1411><s_c_2568>
|
||
10:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_7246><s_c_401>
|
||
11:54 [视频-收藏/长播] <|video_begin|><s_a_3001><s_b_1822><s_c_4636>
|
||
12:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_2762><s_b_4541><s_c_7495>
|
||
18:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_4401><s_b_4059><s_c_1097>
|
||
18:18 [视频-收藏/长播] <|video_begin|><s_a_3801><s_b_5106><s_c_4647>
|
||
18:23 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7246><s_c_6379>
|
||
18:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_5841><s_c_1461>
|
||
18:48 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_1282><s_c_1321>
|
||
18:51 [视频-收藏/长播] <|video_begin|><s_a_542><s_b_6442><s_c_4910>
|
||
18:54 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_4344><s_c_1858>
|
||
18:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_807><s_b_6442><s_c_1591>
|
||
19:12 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7457><s_c_1858>
|
||
22:57 [视频-评论/长播] <|video_begin|><s_a_562><s_b_6100><s_c_4224>
|
||
23:33 [视频-关注/点赞/长播] <|video_begin|><s_a_1957><s_b_3916><s_c_6108>
|
||
23:40 [视频-关注/长播] <|video_begin|><s_a_3367><s_b_3885><s_c_4208>
|
||
23:50 [视频-关注/长播] <|video_begin|><s_a_4372><s_b_1806><s_c_6779>
|
||
【2026-02-01】
|
||
01:21 [视频-评论/长播] <|video_begin|><s_a_6705><s_b_7887><s_c_6047>
|
||
02:29 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7790>
|
||
03:07 [视频-评论/点赞/长播] <|video_begin|><s_a_6258><s_b_2029><s_c_2070>
|
||
04:23 [视频-关注/长播] <|video_begin|><s_a_5023><s_b_3552><s_c_5878>
|
||
04:25 [视频-评论/长播] <|video_begin|><s_a_3935><s_b_6436><s_c_4360>
|
||
05:34 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_6426><s_c_4247>
|
||
21:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_1207><s_b_2575><s_c_2788>
|
||
21:47 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6234><s_c_7899>
|
||
21:47 [视频-关注/点赞/长播] <|video_begin|><s_a_4401><s_b_6158><s_c_3380>
|
||
21:54 [视频-收藏/长播] <|video_begin|><s_a_5904><s_b_4246><s_c_6185>
|
||
22:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5591><s_b_915><s_c_706>
|
||
【2026-02-02】
|
||
00:03 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_4252><s_c_6873>
|
||
11:24 [视频-收藏/长播] <|video_begin|><s_a_3001><s_b_1282><s_c_875>
|
||
【2026-02-03】
|
||
01:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_6867><s_b_1013><s_c_516>
|
||
03:00 [视频-浏览] <|video_begin|><s_a_2948><s_b_7776><s_c_2063>
|
||
14:55 [视频-收藏/点赞/长播] <|video_begin|><s_a_4401><s_b_3380><s_c_2543>
|
||
【2026-02-04】
|
||
05:09 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_4915><s_c_47>
|
||
08:01 [视频-关注/点赞/长播] <|video_begin|><s_a_2067><s_b_7175><s_c_3775>
|
||
08:21 [视频-浏览] <|video_begin|><s_a_3801><s_b_3999><s_c_495>
|
||
08:31 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_7342><s_c_7790>
|
||
09:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_6347><s_b_4915><s_c_5677>
|
||
09:16 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_3614><s_c_871>
|
||
09:27 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_4033><s_c_6771>
|
||
09:28 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_853>
|
||
09:34 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_3198><s_c_6275>
|
||
09:34 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3417><s_c_2522>
|
||
09:36 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_7665><s_c_1939>
|
||
09:40 [视频-点赞/长播] <|video_begin|><s_a_735><s_b_4711><s_c_3670>
|
||
09:42 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_7333><s_c_7289>
|
||
09:46 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_1142><s_c_4548>
|
||
09:46 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_1595><s_c_856>
|
||
09:48 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_6519><s_c_7738>
|
||
09:53 [视频-点赞/长播] <|video_begin|><s_a_189><s_b_6387><s_c_1399>
|
||
09:53 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6334><s_c_5467>
|
||
09:53 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_7455><s_c_3062>
|
||
10:01 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_621><s_c_3347>
|
||
10:02 [视频-点赞/长播] <|video_begin|><s_a_7647><s_b_4246><s_c_3261>
|
||
10:38 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_7381><s_c_7899>
|
||
10:38 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_6761><s_c_8085>
|
||
11:28 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3587><s_c_8042>
|
||
11:55 [广告-点击] <|ad_begin|><s_a_4088><s_b_6874><s_c_6077>
|
||
12:19 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_6642><s_c_7076>
|
||
19:16 [视频-点赞/长播] <|video_begin|><s_a_4834><s_b_7288><s_c_7945>
|
||
19:20 [视频-收藏/长播] <|video_begin|><s_a_6583><s_b_3472><s_c_77>
|
||
19:22 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7246><s_c_8140>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_2834>
|
||
23:59 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_7756><s_c_1082>
|
||
【2026-02-05】
|
||
00:00 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_4733><s_c_6771>
|
||
00:10 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_2854><s_c_6767>
|
||
00:13 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_7069><s_c_5839>
|
||
01:18 [视频-点赞/长播] <|video_begin|><s_a_3935><s_b_6261><s_c_7096>
|
||
01:18 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_3714><s_c_5553>
|
||
01:22 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_4688><s_c_1>
|
||
01:30 [广告-点击] <|ad_begin|><s_a_1106><s_b_7875><s_c_6583>
|
||
01:34 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_6234><s_c_509>
|
||
03:52 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_3714><s_c_8037>
|
||
05:09 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6913><s_c_6812>
|
||
05:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
||
05:11 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_3417><s_c_607>
|
||
05:25 [视频-点赞/长播] <|video_begin|><s_a_877><s_b_6397><s_c_1613>
|
||
05:30 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_8002><s_c_4859>
|
||
05:36 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_2549><s_c_2401>
|
||
05:41 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_4949><s_c_1178>
|
||
05:46 [视频-点赞/长播] <|video_begin|><s_a_1233><s_b_2549><s_c_3454>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_6495><s_c_5353>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_3235><s_c_3793>
|
||
05:51 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_3832><s_c_1363>
|
||
05:51 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6234><s_c_6952>
|
||
05:52 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3147><s_c_5673>
|
||
05:53 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_5102><s_c_6456>
|
||
05:53 [视频-点赞/长播] <|video_begin|><s_a_638><s_b_575><s_c_6686>
|
||
05:53 [视频-点赞/长播] <|video_begin|><s_a_7796><s_b_6170><s_c_3494>
|
||
05:55 [视频-点赞/长播] <|video_begin|><s_a_4419><s_b_4939><s_c_5881>
|
||
10:00 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_1596><s_c_6815>
|
||
10:03 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_7756><s_c_1939>
|
||
10:20 [视频-长播] <|video_begin|><s_a_2051><s_b_6209><s_c_2693>
|
||
10:23 [视频-长播] <|video_begin|><s_a_8164><s_b_7180><s_c_607>
|
||
10:23 [视频-长播] <|video_begin|><s_a_8164><s_b_820><s_c_5965>
|
||
10:23 [视频-长播] <|video_begin|><s_a_5254><s_b_6234><s_c_1774>
|
||
10:23 [视频-长播] <|video_begin|><s_a_3632><s_b_3845><s_c_4631>
|
||
10:24 [视频-长播] <|video_begin|><s_a_1336><s_b_6775><s_c_345>
|
||
10:24 [视频-长播] <|video_begin|><s_a_335><s_b_3961><s_c_7601>
|
||
10:24 [视频-长播] <|video_begin|><s_a_8164><s_b_575><s_c_5749>
|
||
10:26 [视频-长播] <|video_begin|><s_a_1336><s_b_1930><s_c_7106>
|
||
10:28 [视频-长播] <|video_begin|><s_a_6388><s_b_6351><s_c_7689>
|
||
10:28 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_4932><s_c_141>
|
||
10:30 [视频-长播] <|video_begin|><s_a_1883><s_b_3691><s_c_2530>
|
||
10:30 [视频-长播] <|video_begin|><s_a_5166><s_b_2817><s_c_367>
|
||
10:32 [视频-长播] <|video_begin|><s_a_6123><s_b_1230><s_c_7616>
|
||
10:32 [视频-长播] <|video_begin|><s_a_2051><s_b_713><s_c_3477>
|
||
10:32 [视频-长播] <|video_begin|><s_a_6140><s_b_4252><s_c_4705>
|
||
10:32 [视频-长播] <|video_begin|><s_a_7879><s_b_2799><s_c_3770>
|
||
10:32 [视频-长播] <|video_begin|><s_a_5991><s_b_1590><s_c_2988>
|
||
10:36 [视频-长播] <|video_begin|><s_a_7879><s_b_1596><s_c_5193>
|
||
10:36 [视频-长播] <|video_begin|><s_a_3766><s_b_1188><s_c_6771>
|
||
10:36 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_853>
|
||
10:37 [视频-长播] <|video_begin|><s_a_6558><s_b_3932><s_c_6815>
|
||
10:39 [视频-长播] <|video_begin|><s_a_8159><s_b_5511><s_c_4032>
|
||
10:39 [视频-长播] <|video_begin|><s_a_6329><s_b_7348><s_c_6022>
|
||
10:39 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_7598>
|
||
10:39 [视频-长播] <|video_begin|><s_a_5125><s_b_6874><s_c_2482>
|
||
10:41 [视频-长播] <|video_begin|><s_a_6594><s_b_4917><s_c_8096>
|
||
10:41 [视频-长播] <|video_begin|><s_a_3579><s_b_33><s_c_3843>
|
||
10:41 [视频-长播] <|video_begin|><s_a_16><s_b_3857><s_c_1719>
|
||
10:41 [视频-长播] <|video_begin|><s_a_3766><s_b_4252><s_c_377>
|
||
10:41 [视频-长播] <|video_begin|><s_a_2654><s_b_872><s_c_499>
|
||
10:41 [视频-长播] <|video_begin|><s_a_8159><s_b_5706><s_c_7547>
|
||
10:46 [视频-长播] <|video_begin|><s_a_2015><s_b_6400><s_c_5452>
|
||
10:46 [视频-长播] <|video_begin|><s_a_8159><s_b_8058><s_c_7671>
|
||
10:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6532><s_c_3322>
|
||
10:47 [视频-长播] <|video_begin|><s_a_4312><s_b_727><s_c_7598>
|
||
10:47 [视频-长播] <|video_begin|><s_a_3115><s_b_4771><s_c_4636>
|
||
10:47 [视频-长播] <|video_begin|><s_a_3115><s_b_3803><s_c_7790>
|
||
10:47 [视频-长播] <|video_begin|><s_a_5991><s_b_8049><s_c_5416>
|
||
10:47 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_3447><s_c_7807>
|
||
10:52 [视频-长播] <|video_begin|><s_a_7984><s_b_876><s_c_6156>
|
||
10:52 [视频-长播] <|video_begin|><s_a_876><s_b_3278><s_c_1588>
|
||
10:55 [视频-长播] <|video_begin|><s_a_1576><s_b_6234><s_c_3948>
|
||
10:55 [视频-长播] <|video_begin|><s_a_2768><s_b_6234><s_c_6442>
|
||
10:55 [视频-长播] <|video_begin|><s_a_7879><s_b_5646><s_c_853>
|
||
10:55 [视频-长播] <|video_begin|><s_a_7879><s_b_4915><s_c_4636>
|
||
13:03 [视频-长播] <|video_begin|><s_a_2408><s_b_6436><s_c_25>
|
||
13:04 [视频-长播] <|video_begin|><s_a_5858><s_b_6436><s_c_6755>
|
||
13:04 [视频-长播] <|video_begin|><s_a_6843><s_b_2815><s_c_719>
|
||
13:08 [视频-长播] <|video_begin|><s_a_8164><s_b_1532><s_c_7840>
|
||
13:10 [视频-长播] <|video_begin|><s_a_5023><s_b_6400><s_c_6176>
|
||
13:10 [视频-长播] <|video_begin|><s_a_1985><s_b_5419><s_c_853>
|
||
13:10 [视频-长播] <|video_begin|><s_a_6904><s_b_6848><s_c_2276>
|
||
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
||
核心抽取逻辑（递进性准则）：
|
||
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从被动接收信息到主动学习专业技能的认知升级
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收信息到主动学习专业技能的认知升级",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain":{"name":"从被动接收信息到主动学习专业技能的认知升级","events":[{"date":"2025-12-19","action":"[广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>","logic":"初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"},{"date":"2026-01-25","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>","logic":"认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"},{"date":"2026-01-27","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>","logic":"技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-26】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_1241>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_5676><s_c_3026>
|
||
【2025-01-27】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_4617>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_4722>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6475><s_b_6234><s_c_2475>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6059>
|
||
【2025-01-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_3280><s_c_1321>
|
||
【2025-02-13】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_7403><s_b_7576><s_c_3038>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3830><s_b_765><s_c_3026>
|
||
【2025-04-09】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7554><s_c_1234>
|
||
【2025-04-12】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_3776><s_c_7548>
|
||
【2025-04-14】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7894><s_c_6278>
|
||
【2025-04-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6234><s_c_2880>
|
||
【2025-04-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_375><s_b_6234><s_c_4663>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7497><s_c_2403>
|
||
【2025-05-05】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_6306>
|
||
【2025-05-07】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_3676>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_5815>
|
||
【2025-05-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1307><s_b_6978><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_6305>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_6202>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_7325>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3277><s_b_3790><s_c_3373>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
|
||
【2025-06-08】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7246><s_c_6609>
|
||
【2025-06-09】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_5053><s_b_1673><s_c_1608>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6234><s_c_2513>
|
||
【2025-07-05】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_45><s_c_3038>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_5727><s_c_2880>
|
||
【2025-07-19】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6704>
|
||
【2025-07-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_56><s_c_536>
|
||
【2025-07-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_581><s_c_6202>
|
||
【2025-08-04】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6123><s_c_6278>
|
||
【2025-08-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6704>
|
||
【2025-08-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6263><s_b_3428><s_c_5654>
|
||
【2025-09-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_884><s_c_3729>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_2919><s_c_7266>
|
||
【2025-09-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_7378>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_475><s_c_5193>
|
||
【2025-09-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5934><s_c_4212>
|
||
【2025-09-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_899>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_7090><s_c_3055>
|
||
【2025-10-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3790><s_c_5054>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_647><s_b_6804><s_c_7674>
|
||
【2025-10-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_439>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_823>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_4488><s_c_1763>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_1246>
|
||
【2025-10-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7791><s_b_6806><s_c_6585>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_8125><s_c_5558>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3895><s_b_2498><s_c_1066>
|
||
【2025-10-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5727><s_c_1246>
|
||
【2025-11-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4305><s_c_3676>
|
||
【2025-11-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2409><s_b_3393><s_c_1045>
|
||
【2025-11-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2409><s_b_2372><s_c_223>
|
||
【2025-11-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5667><s_b_4885><s_c_5452>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_2864><s_c_5382>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5136><s_c_1230>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_933><s_b_4496><s_c_2644>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
|
||
【2025-11-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5063><s_b_6454><s_c_1416>
|
||
【2025-11-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_747><s_b_729><s_c_6920>
|
||
【2025-11-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1025><s_c_6326>
|
||
【2025-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5516><s_b_2889><s_c_2006>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_729><s_c_1307>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_4839><s_c_2960>
|
||
【2025-11-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_3921>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4225><s_b_729><s_c_1469>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_729><s_c_7055>
|
||
【2025-11-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_6149><s_c_5413>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_199><s_b_6426><s_c_4704>
|
||
【2025-11-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_7125>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_4288><s_c_5395>
|
||
【2025-12-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_4684>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5351><s_c_4493>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6878><s_c_5882>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6878><s_c_5882>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6878><s_c_5882>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4253><s_b_2498><s_c_687>
|
||
【2025-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1025><s_c_6326>
|
||
【2025-12-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_2771><s_c_7777>
|
||
【2025-12-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3393><s_c_1322>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3393><s_c_1322>
|
||
【2025-12-12】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_3898><s_c_7616>
|
||
【2025-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7274><s_b_1055><s_c_3335>
|
||
【2025-12-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2719><s_b_2752><s_c_3305>
|
||
【2025-12-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6152><s_b_2771><s_c_4877>
|
||
【2025-12-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_729><s_c_4675>
|
||
【2025-12-19】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_6891><s_c_2814>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2849><s_b_3147><s_c_5956>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7756><s_c_891>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_3501>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_602>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_8125><s_c_1131>
|
||
【2025-12-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4830>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_573><s_c_4435>
|
||
【2025-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3103><s_b_6483><s_c_1091>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7254><s_b_7090><s_c_1131>
|
||
【2025-12-29】
|
||
10:11 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_5511><s_c_3659>
|
||
10:21 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6435><s_c_6616>
|
||
16:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4648>
|
||
【2025-12-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
|
||
22:21 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_1000>
|
||
23:08 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4552><s_c_339>
|
||
【2026-01-01】
|
||
20:21 [广告-深度转化] <|ad_begin|><s_a_491><s_b_2221><s_c_6767>
|
||
21:03 [广告-深度转化] <|ad_begin|><s_a_491><s_b_5419><s_c_2374>
|
||
21:22 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6435><s_c_6616>
|
||
【2026-01-02】
|
||
23:43 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_665><s_c_5851>
|
||
【2026-01-03】
|
||
20:24 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2532><s_c_3221>
|
||
20:45 [广告-深度转化] <|ad_begin|><s_a_7374><s_b_6901><s_c_7378>
|
||
【2026-01-04】
|
||
03:23 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4073>
|
||
04:45 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_7455><s_c_7076>
|
||
07:04 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_6390>
|
||
07:07 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3611>
|
||
【2026-01-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6058><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3916><s_c_2453>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4225><s_b_5565><s_c_869>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
|
||
12:30 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_6227>
|
||
22:36 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1162>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_6973><s_c_6278>
|
||
00:51 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2756>
|
||
21:36 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5349><s_c_6962>
|
||
23:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_3659>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_2313>
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_404><s_c_5563>
|
||
22:20 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_7571><s_c_853>
|
||
【2026-01-09】
|
||
04:44 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
|
||
23:38 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_6767>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_315><s_b_3898><s_c_2951>
|
||
02:12 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1206><s_c_2194>
|
||
06:46 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4889>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_7096>
|
||
15:36 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2486><s_c_7343>
|
||
23:10 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_1206><s_c_3026>
|
||
23:28 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7214><s_c_3659>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_5008>
|
||
23:18 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_4636>
|
||
【2026-01-13】
|
||
22:09 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2369>
|
||
【2026-01-14】
|
||
05:03 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_2194>
|
||
【2026-01-15】
|
||
14:00 [广告-深度转化] <|ad_begin|><s_a_2038><s_b_2865><s_c_5531>
|
||
【2026-01-16】
|
||
15:30 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_5511><s_c_3363>
|
||
15:50 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7946><s_c_3026>
|
||
22:46 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
|
||
23:48 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_3402>
|
||
23:59 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3402>
|
||
【2026-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_6672>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4976><s_c_7794>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_2379><s_c_259>
|
||
12:41 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_7119>
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_3026>
|
||
21:00 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_4845>
|
||
【2026-01-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3679><s_c_7222>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3278><s_c_646>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_6240>
|
||
11:33 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4829>
|
||
【2026-01-19】
|
||
16:44 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4829>
|
||
【2026-01-20】
|
||
00:23 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_7420>
|
||
00:47 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4229><s_b_7768><s_c_1377>
|
||
07:36 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_2225>
|
||
07:40 [广告-点击] <|ad_begin|><s_a_7331><s_b_2372><s_c_7298>
|
||
07:42 [广告-点击] <|ad_begin|><s_a_7331><s_b_2504><s_c_1477>
|
||
23:50 [广告-点击] <|ad_begin|><s_a_7331><s_b_2504><s_c_1477>
|
||
【2026-01-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_1798><s_c_5747>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_3679><s_c_1416>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3393><s_c_1322>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_5426><s_c_7658>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7506><s_b_1966><s_c_934>
|
||
22:47 [视频-关注/长播] <|video_begin|><s_a_2012><s_b_2003><s_c_3650>
|
||
22:47 [视频-关注/长播] <|video_begin|><s_a_7411><s_b_3898><s_c_4636>
|
||
23:15 [视频-关注/点赞/长播] <|video_begin|><s_a_3069><s_b_1715><s_c_4636>
|
||
23:34 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_5727><s_c_2038>
|
||
23:34 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5154><s_b_177><s_c_1767>
|
||
【2026-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5864><s_c_5063>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4342><s_c_557>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2168><s_b_506><s_c_616>
|
||
06:44 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_599><s_b_763><s_c_4247>
|
||
06:47 [视频-长播] <|video_begin|><s_a_5843><s_b_3314><s_c_2309>
|
||
11:37 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_47>
|
||
14:23 [广告-点击] <|ad_begin|><s_a_5998><s_b_5714><s_c_3501>
|
||
14:27 [广告-点击] <|ad_begin|><s_a_2348><s_b_6828><s_c_6250>
|
||
17:30 [视频-长播] <|video_begin|><s_a_8110><s_b_4010><s_c_5402>
|
||
23:56 [视频-长播] <|video_begin|><s_a_1640><s_b_6234><s_c_3676>
|
||
23:56 [视频-长播] <|video_begin|><s_a_4843><s_b_6973><s_c_1803>
|
||
23:58 [视频-长播] <|video_begin|><s_a_4646><s_b_850><s_c_7925>
|
||
23:58 [视频-长播] <|video_begin|><s_a_4264><s_b_4216><s_c_853>
|
||
23:58 [视频-关注/评论/长播] <|video_begin|><s_a_1658><s_b_3815><s_c_7548>
|
||
【2026-01-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_602>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_5568>
|
||
00:12 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5295><s_b_4305><s_c_5673>
|
||
00:32 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4783>
|
||
00:32 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4783>
|
||
00:56 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_2828><s_c_372>
|
||
00:56 [广告-点击] <|ad_begin|><s_a_5273><s_b_2828><s_c_372>
|
||
06:30 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2082>
|
||
06:30 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2082>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_1966><s_c_7325>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_5832><s_c_2503>
|
||
12:17 [视频-长播] <|video_begin|><s_a_5295><s_b_506><s_c_5673>
|
||
14:41 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_506><s_c_7096>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2112><s_b_3313><s_c_6904>
|
||
00:04 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_1000>
|
||
00:04 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_1000>
|
||
00:33 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_1000>
|
||
00:41 [广告-点击] <|ad_begin|><s_a_2470><s_b_6205><s_c_7902>
|
||
00:47 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_1720>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5138><s_b_3942><s_c_2630>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5384><s_c_4636>
|
||
04:09 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_8042>
|
||
04:09 [广告-点击] <|ad_begin|><s_a_5960><s_b_6435><s_c_8042>
|
||
05:47 [广告-深度转化] <|ad_begin|><s_a_3349><s_b_581><s_c_8096>
|
||
05:47 [广告-点击] <|ad_begin|><s_a_3349><s_b_581><s_c_8096>
|
||
06:04 [广告-点击] <|ad_begin|><s_a_7331><s_b_1259><s_c_532>
|
||
【2026-01-26】
|
||
00:01 [广告-点击] <|ad_begin|><s_a_4517><s_b_6205><s_c_987>
|
||
00:07 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5964>
|
||
00:07 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_5964>
|
||
04:51 [视频-长播] <|video_begin|><s_a_7385><s_b_4949><s_c_3016>
|
||
04:51 [视频-长播] <|video_begin|><s_a_4264><s_b_2826><s_c_2530>
|
||
04:55 [视频-长播] <|video_begin|><s_a_2012><s_b_5646><s_c_1935>
|
||
04:55 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_7549><s_c_6559>
|
||
05:18 [视频-长播] <|video_begin|><s_a_4522><s_b_7549><s_c_2530>
|
||
05:18 [视频-关注/长播] <|video_begin|><s_a_7453><s_b_7894><s_c_2963>
|
||
05:39 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6234><s_c_1397>
|
||
05:39 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_1397>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4375><s_c_6353>
|
||
22:14 [视频-长播] <|video_begin|><s_a_5907><s_b_7603><s_c_5563>
|
||
22:55 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_3009><s_c_6390>
|
||
22:55 [广告-点击] <|ad_begin|><s_a_3082><s_b_3009><s_c_6390>
|
||
22:58 [广告-点击] <|ad_begin|><s_a_3082><s_b_3009><s_c_6390>
|
||
23:04 [视频-长播] <|video_begin|><s_a_4487><s_b_7946><s_c_6361>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7495><s_c_2963>
|
||
00:15 [广告-点击] <|ad_begin|><s_a_7331><s_b_1259><s_c_532>
|
||
00:27 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_4352>
|
||
00:27 [广告-点击] <|ad_begin|><s_a_1393><s_b_581><s_c_4352>
|
||
00:30 [广告-点击] <|ad_begin|><s_a_7331><s_b_2504><s_c_6011>
|
||
00:39 [广告-点击] <|ad_begin|><s_a_2348><s_b_6828><s_c_5845>
|
||
01:06 [广告-点击] <|ad_begin|><s_a_4517><s_b_6205><s_c_5609>
|
||
01:16 [广告-点击] <|ad_begin|><s_a_6162><s_b_7544><s_c_3530>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7384><s_b_3146><s_c_5008>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_8125><s_c_5237>
|
||
15:30 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_6390>
|
||
15:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_1206><s_c_6390>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_324><s_b_2864><s_c_3674>
|
||
07:47 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6815>
|
||
07:47 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6815>
|
||
22:49 [广告-点击] <|ad_begin|><s_a_7088><s_b_1822><s_c_486>
|
||
22:53 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_6447>
|
||
22:53 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_6447>
|
||
23:16 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4147>
|
||
23:16 [广告-点击] <|ad_begin|><s_a_6162><s_b_3727><s_c_1857>
|
||
【2026-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2280>
|
||
00:50 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_6368>
|
||
00:50 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_6368>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1308><s_b_6972><s_c_4141>
|
||
07:11 [广告-点击] <|ad_begin|><s_a_6302><s_b_5727><s_c_1986>
|
||
07:11 [视频-长播] <|video_begin|><s_a_3001><s_b_6047><s_c_4636>
|
||
07:11 [视频-关注/长播] <|video_begin|><s_a_1608><s_b_5511><s_c_3026>
|
||
07:33 [视频-长播] <|video_begin|><s_a_578><s_b_4458><s_c_1708>
|
||
07:33 [视频-长播] <|video_begin|><s_a_4646><s_b_6442><s_c_3229>
|
||
07:37 [视频-长播] <|video_begin|><s_a_363><s_b_1247><s_c_2556>
|
||
07:37 [视频-关注/长播] <|video_begin|><s_a_791><s_b_6244><s_c_5903>
|
||
07:39 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2460>
|
||
07:44 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_4431>
|
||
14:56 [视频-长播] <|video_begin|><s_a_2015><s_b_2826><s_c_1803>
|
||
14:57 [视频-长播] <|video_begin|><s_a_2015><s_b_2029><s_c_7096>
|
||
14:57 [视频-长播] <|video_begin|><s_a_5998><s_b_7342><s_c_3346>
|
||
14:57 [视频-长播] <|video_begin|><s_a_3632><s_b_5885><s_c_7951>
|
||
14:57 [视频-长播] <|video_begin|><s_a_532><s_b_7180><s_c_4087>
|
||
14:57 [视频-关注/长播] <|video_begin|><s_a_6705><s_b_1822><s_c_5851>
|
||
15:24 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_558><s_c_3026>
|
||
15:24 [广告-点击] <|ad_begin|><s_a_2111><s_b_558><s_c_3026>
|
||
15:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
19:27 [视频-长播] <|video_begin|><s_a_4487><s_b_843><s_c_7683>
|
||
19:27 [视频-关注/点赞/长播] <|video_begin|><s_a_4632><s_b_5189><s_c_3882>
|
||
19:27 [视频-点赞/长播] <|video_begin|><s_a_1119><s_b_6234><s_c_286>
|
||
19:46 [视频-长播] <|video_begin|><s_a_4815><s_b_6234><s_c_8096>
|
||
19:46 [视频-关注/长播] <|video_begin|><s_a_6705><s_b_3898><s_c_3447>
|
||
19:57 [视频-长播] <|video_begin|><s_a_3001><s_b_6442><s_c_4923>
|
||
22:04 [视频-长播] <|video_begin|><s_a_1957><s_b_7342><s_c_6116>
|
||
【2026-01-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_7975><s_c_6215>
|
||
05:43 [视频-长播] <|video_begin|><s_a_2832><s_b_6234><s_c_2403>
|
||
05:43 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4646><s_b_1146><s_c_5162>
|
||
06:25 [广告-点击] <|ad_begin|><s_a_5673><s_b_404><s_c_2599>
|
||
06:30 [视频-长播] <|video_begin|><s_a_5181><s_b_4120><s_c_4512>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_1704><s_c_5779>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_3152><s_c_7780>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_3522>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_4458><s_c_3842>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3393><s_c_1322>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_2990><s_c_441>
|
||
10:16 [视频-长播] <|video_begin|><s_a_532><s_b_6244><s_c_557>
|
||
10:24 [广告-点击] <|ad_begin|><s_a_2470><s_b_6205><s_c_7902>
|
||
10:29 [广告-点击] <|ad_begin|><s_a_3385><s_b_620><s_c_1131>
|
||
10:32 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
|
||
10:32 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
|
||
10:37 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
|
||
10:37 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
|
||
10:45 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6240>
|
||
10:45 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6240>
|
||
【2026-01-31】
|
||
00:11 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6879>
|
||
00:11 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6879>
|
||
00:30 [广告-点击] <|ad_begin|><s_a_6162><s_b_6675><s_c_5673>
|
||
08:10 [视频-长播] <|video_begin|><s_a_116><s_b_3393><s_c_5872>
|
||
08:10 [视频-长播] <|video_begin|><s_a_7879><s_b_7390><s_c_1591>
|
||
08:10 [视频-转发/点赞/长播] <|video_begin|><s_a_7771><s_b_4990><s_c_7615>
|
||
08:27 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
|
||
08:37 [视频-关注/长播] <|video_begin|><s_a_1340><s_b_2110><s_c_4600>
|
||
08:41 [视频-长播] <|video_begin|><s_a_2366><s_b_6726><s_c_2551>
|
||
08:41 [视频-长播] <|video_begin|><s_a_3001><s_b_2485><s_c_7656>
|
||
08:41 [视频-长播] <|video_begin|><s_a_2526><s_b_5492><s_c_5673>
|
||
12:45 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
|
||
12:45 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_7340><s_c_6150>
|
||
11:45 [视频-长播] <|video_begin|><s_a_7213><s_b_7342><s_c_6962>
|
||
11:45 [视频-长播] <|video_begin|><s_a_2051><s_b_4746><s_c_2551>
|
||
12:25 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_5374><s_c_853>
|
||
12:25 [广告-点击] <|ad_begin|><s_a_6958><s_b_5374><s_c_853>
|
||
13:58 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_5209>
|
||
13:58 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_5209>
|
||
18:17 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
18:17 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
|
||
18:28 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
18:28 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_6250>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3278><s_c_2513>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6816><s_c_4459>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_909>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6307><s_c_3797>
|
||
07:59 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
|
||
08:04 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6022>
|
||
08:04 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_6022>
|
||
08:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4033><s_c_1000>
|
||
08:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_1000>
|
||
13:08 [视频-长播] <|video_begin|><s_a_532><s_b_978><s_c_77>
|
||
13:08 [视频-关注/点赞/长播] <|video_begin|><s_a_6820><s_b_1259><s_c_4923>
|
||
23:48 [视频-长播] <|video_begin|><s_a_7097><s_b_6234><s_c_7566>
|
||
23:48 [视频-关注/长播] <|video_begin|><s_a_532><s_b_8022><s_c_4341>
|
||
23:51 [视频-关注/点赞/长播] <|video_begin|><s_a_2005><s_b_3472><s_c_3501>
|
||
23:51 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1002><s_c_5553>
|
||
23:57 [广告-点击] <|ad_begin|><s_a_3463><s_b_1822><s_c_3659>
|
||
23:57 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
【2026-02-03】
|
||
00:29 [广告-点击] <|ad_begin|><s_a_3047><s_b_1822><s_c_3540>
|
||
01:13 [视频-关注/评论/长播] <|video_begin|><s_a_4178><s_b_3916><s_c_2988>
|
||
01:18 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_286>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6426><s_c_398>
|
||
07:15 [视频-长播] <|video_begin|><s_a_1119><s_b_6244><s_c_141>
|
||
07:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_3501>
|
||
07:32 [视频-长播] <|video_begin|><s_a_4016><s_b_6519><s_c_46>
|
||
07:36 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_4487>
|
||
07:36 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
07:39 [广告-点击] <|ad_begin|><s_a_7112><s_b_6901><s_c_2915>
|
||
18:07 [视频-长播] <|video_begin|><s_a_264><s_b_6635><s_c_3008>
|
||
18:07 [视频-关注/点赞/长播] <|video_begin|><s_a_4178><s_b_1984><s_c_5673>
|
||
18:19 [视频-长播] <|video_begin|><s_a_5189><s_b_7261><s_c_4636>
|
||
【2026-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2511><s_b_1410><s_c_7916>
|
||
07:14 [广告-点击] <|ad_begin|><s_a_3463><s_b_6435><s_c_607>
|
||
07:54 [视频-长播] <|video_begin|><s_a_532><s_b_7630><s_c_2225>
|
||
07:55 [视频-长播] <|video_begin|><s_a_532><s_b_6776><s_c_5008>
|
||
07:55 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_4949><s_c_5162>
|
||
07:55 [视频-关注/长播] <|video_begin|><s_a_6705><s_b_6519><s_c_4208>
|
||
08:07 [视频-长播] <|video_begin|><s_a_16><s_b_4552><s_c_4636>
|
||
08:07 [视频-长播] <|video_begin|><s_a_2299><s_b_1642><s_c_141>
|
||
08:07 [视频-评论/长播] <|video_begin|><s_a_3482><s_b_4219><s_c_1767>
|
||
13:12 [广告-点击] <|ad_begin|><s_a_3091><s_b_2828><s_c_7879>
|
||
13:16 [视频-长播] <|video_begin|><s_a_557><s_b_2422><s_c_7035>
|
||
【2026-02-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6426><s_c_398>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7399><s_c_1041>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5278><s_b_4516><s_c_7066>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_4255><s_c_5160>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7954><s_b_573><s_c_1131>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6426><s_c_398>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_4516><s_c_7066>
|
||
13:05 [视频-关注/长播] <|video_begin|><s_a_16><s_b_3416><s_c_2568>
|
||
13:23 [视频-长播] <|video_begin|><s_a_532><s_b_1820><s_c_3240>
|
||
13:41 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2461>
|
||
13:41 [广告-点击] <|ad_begin|><s_a_4020><s_b_451><s_c_6292>
|
||
13:47 [视频-长播] <|video_begin|><s_a_7314><s_b_5511><s_c_6699>
|
||
13:47 [视频-长播] <|video_begin|><s_a_4913><s_b_7897><s_c_6940>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_6240>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_2352><s_c_4927>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_4430><s_c_4877>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_4458><s_c_343>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_7126><s_c_6451>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4458><s_c_343>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5711><s_c_6240>
|
||
|
||
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。
|
||
|
||
主题：从泛化健康焦虑到聚焦特定成分的保健品探索
|
||
|
||
输出格式要求：输出必须且仅为包含 SID 的 JSON 数组，绝对不要输出任何额外的解释、提示或格式化外的文字。
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
["<|prod_begin|><s_a_4084><s_b_7090><s_c_3055>","<|prod_begin|><s_a_2757><s_b_6818><s_c_823>","<|prod_begin|><s_a_845><s_b_4488><s_c_1763>","<|prod_begin|><s_a_2950><s_b_1025><s_c_6326>","<|prod_begin|><s_a_2777><s_b_729><s_c_1307>","<|prod_begin|><s_a_7798><s_b_4839><s_c_2960>","<|prod_begin|><s_a_2950><s_b_6878><s_c_5882>","<|prod_begin|><s_a_8174><s_b_3393><s_c_1322>","<|prod_begin|><s_a_2777><s_b_8125><s_c_1131>","<|prod_begin|><s_a_6935><s_b_573><s_c_4435>","<|video_begin|><s_a_2012><s_b_2003><s_c_3650>","<|ad_begin|><s_a_6302><s_b_5727><s_c_1986>","<|prod_begin|><s_a_2375><s_b_1704><s_c_5779>","<|prod_begin|><s_a_8174><s_b_3679><s_c_3522>","<|prod_begin|><s_a_2950><s_b_2990><s_c_441>","<|prod_begin|><s_a_845><s_b_7340><s_c_6150>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-11-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4162><s_b_70><s_c_3165>
|
||
【2024-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6830><s_b_7302><s_c_974>
|
||
【2024-11-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_191><s_b_3408><s_c_3055>
|
||
【2024-11-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2064><s_b_3967><s_c_3112>
|
||
【2024-11-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4162><s_b_70><s_c_3165>
|
||
【2024-12-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7156><s_b_4538><s_c_6498>
|
||
【2024-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1004><s_b_4303><s_c_81>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_506><s_c_3923>
|
||
【2024-12-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1004><s_b_5050><s_c_2203>
|
||
【2024-12-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_1692><s_c_2758>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_3930><s_c_843>
|
||
【2024-12-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_506><s_c_1167>
|
||
【2024-12-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4062><s_c_7366>
|
||
【2024-12-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_966><s_c_3080>
|
||
【2025-01-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_615>
|
||
【2025-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2641><s_b_6902><s_c_2717>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2568><s_b_6902><s_c_3254>
|
||
【2025-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7754>
|
||
【2025-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7723><s_b_7495><s_c_5359>
|
||
【2025-01-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_3726>
|
||
【2025-02-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_883><s_b_7858><s_c_2399>
|
||
【2025-02-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_1148>
|
||
【2025-02-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
【2025-02-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_6234><s_c_3346>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_3857><s_c_1786>
|
||
【2025-02-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6398><s_c_5347>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_3278><s_c_2107>
|
||
【2025-03-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_7342><s_c_6596>
|
||
【2025-03-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3507><s_b_3731><s_c_1148>
|
||
【2025-03-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_680><s_b_765><s_c_2403>
|
||
【2025-03-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_7063><s_c_3261>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_875>
|
||
【2025-03-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_1337><s_c_4631>
|
||
【2025-03-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_526><s_c_7951>
|
||
【2025-03-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5876><s_b_1991><s_c_5827>
|
||
【2025-03-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_7342><s_c_5563>
|
||
【2025-03-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5131><s_b_2550><s_c_3501>
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_526><s_c_4631>
|
||
【2025-03-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1269>
|
||
【2025-04-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8012><s_b_2687><s_c_1613>
|
||
【2025-04-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2667><s_b_1536><s_c_1553>
|
||
【2025-04-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3112><s_c_6035>
|
||
【2025-04-20】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1307><s_b_1247><s_c_1578>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6038><s_c_2793>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
|
||
【2025-04-23】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_3614><s_c_5267>
|
||
【2025-04-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2616><s_b_3865><s_c_6278>
|
||
【2025-04-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1469><s_c_557>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_875>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_8022><s_c_3402>
|
||
【2025-05-03】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_1702><s_c_7570>
|
||
【2025-05-04】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7111><s_c_1285>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_2793>
|
||
【2025-05-06】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_5627><s_c_535>
|
||
【2025-05-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5850><s_b_4292><s_c_5352>
|
||
【2025-05-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_6320><s_c_1131>
|
||
【2025-05-19】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_6477><s_c_5452>
|
||
【2025-05-28】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_697><s_c_3501>
|
||
【2025-06-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
|
||
【2025-06-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7683>
|
||
【2025-06-07】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6475><s_b_451><s_c_3676>
|
||
【2025-06-17】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_5146>
|
||
【2025-06-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_901><s_b_526><s_c_7547>
|
||
【2025-06-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_8008><s_c_557>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_7616>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7390><s_c_3355>
|
||
【2025-07-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_6268>
|
||
【2025-07-23】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6234><s_c_986>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_2407>
|
||
【2025-07-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_3634>
|
||
【2025-08-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7894><s_c_4043>
|
||
【2025-08-04】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7403><s_b_5270><s_c_7267>
|
||
【2025-08-05】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7390><s_c_3882>
|
||
【2025-08-06】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6400><s_c_4859>
|
||
【2025-08-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2514>
|
||
【2025-08-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7186><s_c_6353>
|
||
【2025-09-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_750><s_b_632><s_c_4508>
|
||
【2025-09-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_1321>
|
||
【2025-09-11】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_1110>
|
||
【2025-09-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7016><s_c_5193>
|
||
【2025-09-16】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_3026>
|
||
【2025-09-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7156><s_b_2990><s_c_6223>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3941><s_b_2990><s_c_6223>
|
||
【2025-10-07】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_2002>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7143><s_b_8117><s_c_1649>
|
||
【2025-10-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_1856><s_c_5671>
|
||
【2025-10-21】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7142><s_b_6848><s_c_5671>
|
||
【2025-10-23】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6185>
|
||
【2025-10-26】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3751><s_b_2221><s_c_3026>
|
||
【2025-10-30】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_7272><s_c_909>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3930><s_c_1041>
|
||
【2025-11-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7699><s_b_697><s_c_3676>
|
||
【2025-11-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_1546><s_c_2403>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_1144><s_c_7064>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_4241><s_c_5563>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_404><s_c_4636>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3898><s_c_439>
|
||
【2025-11-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4062><s_c_2688>
|
||
【2025-12-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3538><s_b_4516><s_c_5187>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_3428><s_c_7187>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6108><s_b_7587><s_c_5795>
|
||
【2025-12-04】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5850><s_b_697><s_c_5305>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_2957>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5723><s_b_7581><s_c_5060>
|
||
【2025-12-08】
|
||
09:06 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_7072>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_7072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1736><s_b_6434><s_c_5882>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_6234><s_c_4352>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_3676>
|
||
09:32 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
09:32 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
23:01 [广告-点击] <|ad_begin|><s_a_6162><s_b_2307><s_c_3098>
|
||
【2025-12-10】
|
||
10:25 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
10:25 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
【2025-12-11】
|
||
10:27 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
10:27 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
【2025-12-12】
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1339>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1339>
|
||
04:28 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_581><s_c_5776>
|
||
04:28 [广告-点击] <|ad_begin|><s_a_5960><s_b_581><s_c_5776>
|
||
04:47 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_581><s_c_5776>
|
||
04:47 [广告-点击] <|ad_begin|><s_a_5960><s_b_581><s_c_5776>
|
||
08:21 [广告-点击] <|ad_begin|><s_a_4517><s_b_4139><s_c_4654>
|
||
09:20 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
09:20 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_1534><s_c_4908>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6839><s_b_5198><s_c_454>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_1144><s_c_7064>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_1534><s_c_4908>
|
||
【2025-12-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7205><s_c_3414>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_175><s_b_1129><s_c_6764>
|
||
【2025-12-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4590><s_b_2660><s_c_6466>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7547><s_b_8101><s_c_744>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5><s_b_6922><s_c_29>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2827><s_b_4411><s_c_7907>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7547><s_b_8101><s_c_744>
|
||
【2025-12-17】
|
||
08:03 [广告-点击] <|ad_begin|><s_a_2624><s_b_2846><s_c_1009>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7635><s_b_3206><s_c_1179>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
|
||
【2025-12-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3729><s_b_6234><s_c_7951>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6839><s_b_2855><s_c_3101>
|
||
【2025-12-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1002><s_c_6361>
|
||
【2025-12-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3267><s_b_6724><s_c_50>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2641><s_c_603>
|
||
【2025-12-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6839><s_b_2307><s_c_1940>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7635><s_b_3206><s_c_1179>
|
||
【2025-12-24】
|
||
06:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1939>
|
||
06:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1939>
|
||
【2025-12-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3230><s_c_2408>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_200><s_b_3230><s_c_1102>
|
||
【2025-12-26】
|
||
16:28 [广告-点击] <|ad_begin|><s_a_2554><s_b_8068><s_c_5413>
|
||
【2025-12-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3735><s_b_6763><s_c_3903>
|
||
【2025-12-28】
|
||
00:54 [广告-点击] <|ad_begin|><s_a_7331><s_b_1636><s_c_7015>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4803><s_b_1430><s_c_1045>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_3651><s_c_1524>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_140><s_b_1711><s_c_460>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_3651><s_c_1524>
|
||
【2025-12-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_715><s_b_1604><s_c_223>
|
||
【2025-12-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_3651><s_c_1524>
|
||
【2025-12-31】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4315><s_b_4682><s_c_3303>
|
||
【2026-01-01】
|
||
00:56 [广告-点击] <|ad_begin|><s_a_7331><s_b_1636><s_c_7015>
|
||
01:36 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
01:36 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
04:25 [广告-点击] <|ad_begin|><s_a_8152><s_b_3447><s_c_548>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_6747><s_c_7541>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_506><s_c_3923>
|
||
16:15 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
16:15 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
【2026-01-02】
|
||
03:11 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
03:12 [广告-点击] <|ad_begin|><s_a_7331><s_b_1636><s_c_7015>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_623><s_b_5075><s_c_2726>
|
||
【2026-01-03】
|
||
02:07 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
02:07 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
12:48 [广告-深度转化] <|ad_begin|><s_a_655><s_b_4879><s_c_2699>
|
||
12:48 [广告-点击] <|ad_begin|><s_a_655><s_b_4879><s_c_2699>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_623><s_b_2894><s_c_3305>
|
||
【2026-01-04】
|
||
09:35 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
09:35 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
10:06 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_4923>
|
||
10:06 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_4923>
|
||
【2026-01-05】
|
||
08:45 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
08:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
09:15 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1382><s_c_4043>
|
||
09:15 [广告-点击] <|ad_begin|><s_a_5894><s_b_1382><s_c_4043>
|
||
【2026-01-06】
|
||
06:10 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
06:10 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
【2026-01-07】
|
||
08:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5220>
|
||
08:38 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
08:38 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
15:53 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_876><s_c_6616>
|
||
15:53 [广告-点击] <|ad_begin|><s_a_2817><s_b_876><s_c_6616>
|
||
15:54 [广告-点击] <|ad_begin|><s_a_4646><s_b_7184><s_c_1>
|
||
【2026-01-08】
|
||
09:14 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
09:14 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6683><s_b_27><s_c_131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2539><s_b_7883><s_c_267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_5044><s_c_708>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_602>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5803><s_b_8008><s_c_8033>
|
||
08:10 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
|
||
08:10 [广告-点击] <|ad_begin|><s_a_4403><s_b_4033><s_c_5749>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_5570><s_b_1822><s_c_495>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_5570><s_b_1822><s_c_495>
|
||
09:25 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1399>
|
||
09:25 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1399>
|
||
09:49 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>
|
||
09:49 [广告-点击] <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>
|
||
10:26 [广告-点击] <|ad_begin|><s_a_6162><s_b_2671><s_c_2671>
|
||
10:51 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3674>
|
||
10:51 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3674>
|
||
【2026-01-10】
|
||
00:55 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_8180>
|
||
00:55 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_8180>
|
||
01:26 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>
|
||
01:26 [广告-点击] <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>
|
||
01:29 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
01:29 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_495>
|
||
04:12 [广告-点击] <|ad_begin|><s_a_4815><s_b_404><s_c_5563>
|
||
04:22 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_286>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6683><s_b_27><s_c_1714>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1144><s_c_2150>
|
||
【2026-01-11】
|
||
01:10 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_1317>
|
||
01:10 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_1317>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1039><s_b_27><s_c_131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6683><s_b_27><s_c_1714>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6683><s_b_27><s_c_131>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_3642>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_7264>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1144><s_c_2150>
|
||
【2026-01-16】
|
||
09:28 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_7184><s_c_1935>
|
||
09:28 [广告-点击] <|ad_begin|><s_a_5863><s_b_7184><s_c_1935>
|
||
【2026-01-18】
|
||
06:21 [广告-点击] <|ad_begin|><s_a_5229><s_b_3845><s_c_6559>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7023><s_b_5070><s_c_5734>
|
||
23:12 [广告-点击] <|ad_begin|><s_a_2470><s_b_5473><s_c_6313>
|
||
【2026-01-20】
|
||
09:20 [广告-点击] <|ad_begin|><s_a_2470><s_b_5636><s_c_3552>
|
||
23:10 [广告-点击] <|ad_begin|><s_a_2470><s_b_6379><s_c_1260>
|
||
【2026-01-21】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_3127><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1290><s_c_1392>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1290><s_c_1640>
|
||
22:55 [视频-长播] <|video_begin|><s_a_4064><s_b_558><s_c_5823>
|
||
【2026-01-22】
|
||
23:02 [视频-长播] <|video_begin|><s_a_4039><s_b_7608><s_c_7383>
|
||
23:02 [视频-长播] <|video_begin|><s_a_1726><s_b_558><s_c_2341>
|
||
【2026-01-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_6902><s_c_3909>
|
||
【2026-01-24】
|
||
13:48 [视频-长播] <|video_begin|><s_a_4946><s_b_1413><s_c_3288>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_7319>
|
||
05:05 [广告-点击] <|ad_begin|><s_a_2470><s_b_633><s_c_1333>
|
||
08:12 [视频-长播] <|video_begin|><s_a_1299><s_b_3803><s_c_5162>
|
||
22:42 [视频-长播] <|video_begin|><s_a_5673><s_b_6170><s_c_3070>
|
||
22:52 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
22:52 [视频-长播] <|video_begin|><s_a_4312><s_b_5087><s_c_1026>
|
||
【2026-01-26】
|
||
05:54 [广告-点击] <|ad_begin|><s_a_2470><s_b_6205><s_c_5903>
|
||
12:39 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_7999>
|
||
12:39 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_7999>
|
||
12:43 [广告-点击] <|ad_begin|><s_a_2464><s_b_4746><s_c_1140>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5803><s_b_3636><s_c_6977>
|
||
10:54 [视频-长播] <|video_begin|><s_a_2139><s_b_1399><s_c_1906>
|
||
10:54 [视频-长播] <|video_begin|><s_a_899><s_b_2260><s_c_597>
|
||
22:51 [视频-长播] <|video_begin|><s_a_4064><s_b_6234><s_c_6792>
|
||
22:59 [广告-点击] <|ad_begin|><s_a_4517><s_b_4139><s_c_4654>
|
||
【2026-01-29】
|
||
23:01 [广告-点击] <|ad_begin|><s_a_4517><s_b_4139><s_c_4654>
|
||
23:10 [广告-点击] <|ad_begin|><s_a_4517><s_b_4139><s_c_4654>
|
||
23:15 [广告-点击] <|ad_begin|><s_a_118><s_b_171><s_c_6712>
|
||
【2026-01-30】
|
||
14:42 [广告-点击] <|ad_begin|><s_a_6162><s_b_2504><s_c_7106>
|
||
14:50 [视频-长播] <|video_begin|><s_a_6904><s_b_5576><s_c_1127>
|
||
14:50 [视频-长播] <|video_begin|><s_a_4946><s_b_2817><s_c_2051>
|
||
15:06 [视频-长播] <|video_begin|><s_a_6159><s_b_27><s_c_3622>
|
||
【2026-01-31】
|
||
14:13 [视频-长播] <|video_begin|><s_a_3578><s_b_6234><s_c_6956>
|
||
15:20 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5646><s_c_1148>
|
||
15:20 [广告-点击] <|ad_begin|><s_a_5115><s_b_5646><s_c_1148>
|
||
23:35 [视频-长播] <|video_begin|><s_a_7149><s_b_6828><s_c_7676>
|
||
【2026-02-01】
|
||
05:55 [广告-点击] <|ad_begin|><s_a_4517><s_b_4139><s_c_4654>
|
||
14:26 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5961><s_c_927>
|
||
14:26 [广告-点击] <|ad_begin|><s_a_5894><s_b_5961><s_c_927>
|
||
14:27 [广告-点击] <|ad_begin|><s_a_1584><s_b_6978><s_c_5673>
|
||
【2026-02-02】
|
||
09:00 [视频-长播] <|video_begin|><s_a_148><s_b_1277><s_c_216>
|
||
09:00 [视频-长播] <|video_begin|><s_a_7044><s_b_6973><s_c_2699>
|
||
21:58 [视频-长播] <|video_begin|><s_a_1708><s_b_3193><s_c_1170>
|
||
22:16 [视频-长播] <|video_begin|><s_a_2299><s_b_5061><s_c_2756>
|
||
22:16 [视频-长播] <|video_begin|><s_a_6321><s_b_7458><s_c_5553>
|
||
【2026-02-03】
|
||
09:15 [视频-长播] <|video_begin|><s_a_7314><s_b_6234><s_c_314>
|
||
13:49 [视频-长播] <|video_begin|><s_a_457><s_b_800><s_c_1535>
|
||
13:49 [视频-长播] <|video_begin|><s_a_3606><s_b_6234><s_c_7897>
|
||
14:03 [视频-长播] <|video_begin|><s_a_1393><s_b_59><s_c_2530>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5302><s_c_92>
|
||
【2026-02-04】
|
||
05:57 [广告-点击] <|ad_begin|><s_a_2470><s_b_6205><s_c_5903>
|
||
12:44 [视频-长播] <|video_begin|><s_a_1119><s_b_3009><s_c_6278>
|
||
22:37 [视频-长播] <|video_begin|><s_a_7961><s_b_1822><s_c_5713>
|
||
【2026-02-05】
|
||
07:56 [广告-点击] <|ad_begin|><s_a_4517><s_b_4139><s_c_4654>
|
||
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）： 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
|
||
核心判定逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 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 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请针对下列主题提取行为逻辑链：
|
||
主题：从被动接收到主动探索的烹饪技能学习路径
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收到主动探索的烹饪技能学习路径",
|
||
"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"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这位用户的行为数据，以推断其在烹饪技能学习上的行为路径。
|
||
|
||
从整体时间线来看，我注意到用户的行为模式在2026年1月下旬出现了一个有趣的变化，特别是在烹饪这个主题上。最初，用户的购物行为主要集中在生活日用品、零食、服饰以及一些与家庭教育相关的商品上，并没有表现出对烹饪过程本身的强烈兴趣。然而，一个细微的兴趣点似乎在1月21日被点燃了。
|
||
|
||
那天，我发现用户点击了一款儿童也能食用的山楂糖醋汁 <|prod_begin|><s_a_6488><s_b_1290><s_c_1640>。这个行为本身很普通，但它揭示了一个潜在的需求：用户想要制作糖醋口味的菜肴，比如糖醋里脊或排骨，并且可能是为了满足家庭成员（特别是孩子）的口味。此时，用户的解决方案非常直接，倾向于购买现成的调味酱汁，这是一种典型的“被动接收”或寻求便捷方案的模式，希望通过成品快速达到烹饪目标，而不是深入学习制作过程。
|
||
|
||
然而，仅仅几天后，用户的行为发生了显著的转变。在1月25日，我看到用户观看了一个详细教学如何制作糖醋里脊和糖醋排骨的视频 <|video_begin|><s_a_4312><s_b_5087><s_c_1026>。这个视频的核心内容之一就是“糖醋汁调制”。这表明，用户可能对之前考虑购买的成品糖醋汁效果不满意，或者在使用过程中遇到了问题，也可能是在浏览相关内容时，好奇心被激发，从而转向了“主动探索”的模式。用户不再满足于仅仅使用成品调料，而是开始希望掌握这道菜的核心技术，即如何亲手调制出完美的糖醋汁。这是一个关键的认知升级，标志着用户从一个单纯的烹饪执行者，向一个技能学习者转变。
|
||
|
||
紧接着，这种对烹饪技巧的探索欲似乎被进一步拓宽和深化了。就在前一天，也就是1月24日，用户还观看了一个关于如何制作美味饺子的视频 <|video_begin|><s_a_4946><s_b_1413><s_c_3288>。这个视频的重点是讲解饺子馅调味的“四不放”与“五放”技巧。我推测，当用户成功掌握或理解了“糖醋汁”这种单一、目标明确的调味方法后，其信心和兴趣得到了增强，开始向更复杂、更讲究经验和配比的复合调味领域拓展。饺子馅的调味显然比单一的糖醋汁要复杂得多，涉及到多种食材和调料的平衡。这个行为表明，用户的烹饪学习已经从解决单一菜品的需求，泛化到了对中式烹饪中更底层、更通用的调味原理的探究。
|
||
|
||
综合来看，我认为这位用户的烹饪技能学习路径体现了一个清晰的递进关系。整个过程始于一个具体的烹饪需求，最初尝试通过最简单的方式解决，但随后兴趣被激发，转而主动学习核心技巧，并最终将这种学习热情泛化到更广泛的烹饪知识领域。因此，我倾向于认为，用户对烹饪的兴趣正在增长，未来可能会继续关注更深入的烹饪教程、食材选购以及厨房用具等相关内容，有较大概率被此类推荐内容所吸引。
|
||
|
||
我将这个行为逻辑链总结如下：用户的烹饪兴趣最初由对糖醋类菜品的需求触发，表现为点击购买便捷的糖醋汁 <|prod_begin|><s_a_6488><s_b_1290><s_c_1640>。随后，用户不满足于成品调料，开始主动学习核心烹饪技巧，观看了关于糖醋里脊和排骨制作的教学视频 <|video_begin|><s_a_4312><s_b_5087><s_c_1026>，重点关注糖醋汁的调制方法。在掌握了单一调味技巧后，用户的兴趣进一步泛化和深化，开始学习更复杂的复合调味知识，例如观看关于饺子馅调味技巧的视频 <|video_begin|><s_a_4946><s_b_1413><s_c_3288>。</think>
|
||
{"logic_chain": {"name": "从被动接收到主动探索的烹饪技能学习路径", "events": [{"date": "2026-01-21", "action": "[商品-点击] <|prod_begin|><s_a_6488><s_b_1290><s_c_1640>", "logic": "问题触发：对“糖醋”类菜品产生兴趣，但初始行为是寻求成品的“糖醋汁”，试图通过购买便捷调料来解决烹饪问题。"}, {"date": "2026-01-25", "action": "[视频-长播] <|video_begin|><s_a_4312><s_b_5087><s_c_1026>", "logic": "行为转变与认知升级：从依赖成品调料转向主动学习核心技能。观看教学视频，重点关注了前期商品中涉及的“糖醋汁调制”方法，表明用户不满足于便捷方案，开始探究底层原理。"}, {"date": "2026-01-24", "action": "[视频-长播] <|video_begin|><s_a_4946><s_b_1413><s_c_3288>", "logic": "兴趣泛化与深化：在掌握了“糖醋汁”这一特定调味技巧后，用户的烹饪兴趣扩展到更复杂的调味领域——饺子馅的“四不放”与“五放”，这代表了从单一菜品调味到复合型调味技巧的认知深化。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-09-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_40><s_b_1801><s_c_825>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5290><s_b_1966><s_c_7261>
|
||
【2024-09-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1436><s_b_4937><s_c_6423>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_6944><s_c_1644>
|
||
【2024-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4262><s_b_6454><s_c_3931>
|
||
【2024-12-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_5699><s_c_574>
|
||
【2025-02-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_2382><s_c_5221>
|
||
【2025-03-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_280><s_b_7795><s_c_3419>
|
||
【2025-04-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_1630><s_c_398>
|
||
【2025-05-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3379><s_c_3770>
|
||
【2025-05-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7727><s_b_376><s_c_2226>
|
||
【2025-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5540><s_b_1371><s_c_823>
|
||
【2025-06-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_4692><s_c_2873>
|
||
【2025-06-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4138><s_b_7808><s_c_4801>
|
||
【2025-06-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5436><s_b_6020><s_c_586>
|
||
【2025-06-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_826><s_b_2865><s_c_3783>
|
||
【2025-07-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3379><s_b_1132><s_c_3379>
|
||
【2025-08-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4663><s_c_661>
|
||
【2025-10-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_277><s_b_3982><s_c_7332>
|
||
【2025-11-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_5163><s_c_919>
|
||
【2025-12-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4585><s_b_843><s_c_3374>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3676>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_451><s_c_7951>
|
||
【2025-12-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3898><s_c_4684>
|
||
【2025-12-15】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7217><s_c_5563>
|
||
【2025-12-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_1214><s_c_2793>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7096><s_c_5054>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3854><s_c_3676>
|
||
【2025-12-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6727><s_c_7315>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_5172><s_c_7616>
|
||
【2025-12-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_1255>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6039><s_c_7257>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_7342><s_c_5222>
|
||
【2025-12-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_677>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3476>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6640><s_b_697><s_c_6310>
|
||
【2025-12-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5693><s_c_3477>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_7754>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_3898><s_c_219>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_665><s_c_4781>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_4617>
|
||
【2025-12-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_1477>
|
||
【2025-12-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_8006><s_b_451><s_c_6609>
|
||
【2025-12-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_5921>
|
||
【2025-12-25】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6633><s_b_6234><s_c_6347>
|
||
【2025-12-26】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_6234><s_c_7548>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_7403><s_b_697><s_c_5692>
|
||
【2025-12-27】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_7888><s_b_7342><s_c_4043>
|
||
【2025-12-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2403>
|
||
【2025-12-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3933><s_b_7342><s_c_5874>
|
||
【2025-12-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1957>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5106><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1905>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2793>
|
||
【2026-01-01】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7390><s_c_1269>
|
||
【2026-01-03】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_315><s_b_7919><s_c_5563>
|
||
【2026-01-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1297><s_c_5654>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_3319><s_c_7125>
|
||
【2026-01-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_5928>
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_4043>
|
||
10:50 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_3589><s_c_5563>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
|
||
15:17 [广告-深度转化] <|ad_begin|><s_a_4284><s_b_1029><s_c_2341>
|
||
15:55 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_157>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_2221><s_c_6900>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1811><s_c_6769>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_451><s_c_6275>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_7984>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_839><s_c_909>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_6275>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1701><s_c_2513>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_665><s_c_5404>
|
||
02:09 [广告-深度转化] <|ad_begin|><s_a_557><s_b_7175><s_c_6305>
|
||
02:13 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_4978>
|
||
02:40 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
|
||
04:18 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5061><s_c_38>
|
||
09:39 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_1510><s_c_7583>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_6202>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_4636>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_697><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3751><s_b_8008><s_c_236>
|
||
【2026-01-08】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_7471><s_b_8008><s_c_677>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_4724>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6413><s_b_7175><s_c_925>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6872><s_b_3865><s_c_3038>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_3915><s_c_5563>
|
||
11:32 [广告-深度转化] <|ad_begin|><s_a_4540><s_b_4508><s_c_1953>
|
||
【2026-01-11】
|
||
10:57 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6519><s_c_7676>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_535>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_5540>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_7603><s_c_4043>
|
||
【2026-01-14】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_7776><s_b_665><s_c_2403>
|
||
【2026-01-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_870>
|
||
【2026-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_909>
|
||
【2026-01-18】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_7225><s_c_2298>
|
||
【2026-01-19】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_1227><s_c_602>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6552><s_b_6234><s_c_1809>
|
||
【2026-01-20】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_3636><s_c_2403>
|
||
【2026-01-21】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_438><s_b_1410><s_c_4467>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_3874>
|
||
10:11 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_3648>
|
||
10:18 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_3648>
|
||
12:19 [广告-深度转化] <|ad_begin|><s_a_4963><s_b_3589><s_c_5506>
|
||
12:20 [广告-深度转化] <|ad_begin|><s_a_4963><s_b_3589><s_c_5506>
|
||
12:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4386><s_c_3026>
|
||
13:26 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
|
||
13:31 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3932><s_c_3338>
|
||
13:38 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7225><s_c_5776>
|
||
13:39 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7756><s_c_6227>
|
||
13:43 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_6442>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
|
||
14:08 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1188><s_c_157>
|
||
14:17 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_908><s_c_6748>
|
||
14:32 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_908><s_c_6748>
|
||
14:39 [广告-深度转化] <|ad_begin|><s_a_143><s_b_6324><s_c_6390>
|
||
14:44 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_2817><s_c_4952>
|
||
15:07 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6592><s_c_1962>
|
||
15:09 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_2321>
|
||
15:10 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1282><s_c_113>
|
||
【2026-01-22】
|
||
01:29 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6907><s_c_535>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_2188><s_c_7377>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_2188><s_c_7377>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5089><s_b_1043><s_c_2314>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4965><s_b_483><s_c_5237>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_5163><s_c_5387>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_8081><s_c_343>
|
||
04:32 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_4626>
|
||
04:36 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_727><s_c_2988>
|
||
04:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_455><s_c_6223>
|
||
11:43 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_2299><s_c_4693>
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1510><s_c_25>
|
||
12:18 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_985><s_c_5733>
|
||
17:20 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_7333><s_c_4487>
|
||
【2026-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1307><s_b_108><s_c_7272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2271><s_b_2498><s_c_6423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_2188><s_c_7377>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_2188><s_c_7377>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_2188><s_c_7377>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1760><s_b_6466><s_c_2332>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3727><s_c_1982>
|
||
04:59 [广告-深度转化] <|ad_begin|><s_a_7268><s_b_7572><s_c_3845>
|
||
08:26 [视频-长播] <|video_begin|><s_a_7892><s_b_2419><s_c_3501>
|
||
11:42 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_3346>
|
||
13:27 [视频-长播] <|video_begin|><s_a_1393><s_b_7888><s_c_7099>
|
||
13:47 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_6442>
|
||
14:40 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_3044><s_c_5349>
|
||
【2026-01-24】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_1935>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5163><s_c_2585>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2271><s_b_2498><s_c_6423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4663><s_c_3887>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1767><s_b_275><s_c_8075>
|
||
07:38 [视频-长播] <|video_begin|><s_a_1119><s_b_7762><s_c_7548>
|
||
09:52 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_4636>
|
||
10:39 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4932><s_c_7616>
|
||
11:44 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_5647>
|
||
15:57 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_445><s_c_7244>
|
||
15:58 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_2817><s_c_4952>
|
||
15:59 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6442><s_c_4479>
|
||
17:12 [视频-长播] <|video_begin|><s_a_5673><s_b_985><s_c_141>
|
||
【2026-01-25】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_6945>
|
||
00:12 [视频-长播] <|video_begin|><s_a_4808><s_b_7333><s_c_1708>
|
||
00:43 [视频-长播] <|video_begin|><s_a_2111><s_b_6234><s_c_47>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_1025><s_c_7732>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_5163><s_c_6468>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4663><s_c_3887>
|
||
01:55 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4746><s_c_2530>
|
||
03:09 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_5085>
|
||
03:33 [视频-长播] <|video_begin|><s_a_4815><s_b_2545><s_c_8091>
|
||
03:33 [视频-长播] <|video_begin|><s_a_1708><s_b_4173><s_c_2568>
|
||
05:20 [广告-深度转化] <|ad_begin|><s_a_4651><s_b_6726><s_c_7754>
|
||
10:54 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_4491><s_c_5563>
|
||
10:57 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_1497><s_c_1261>
|
||
12:37 [视频-长播] <|video_begin|><s_a_5910><s_b_4033><s_c_4318>
|
||
13:48 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7665><s_c_1111>
|
||
14:17 [广告-深度转化] <|ad_begin|><s_a_143><s_b_1519><s_c_1708>
|
||
14:19 [广告-深度转化] <|ad_begin|><s_a_6755><s_b_2789><s_c_1708>
|
||
14:20 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6545><s_c_6856>
|
||
【2026-01-26】
|
||
01:01 [视频-长播] <|video_begin|><s_a_5185><s_b_2451><s_c_7343>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_1966><s_c_7706>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_2865><s_c_3783>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_2188><s_c_7377>
|
||
21:55 [视频-长播] <|video_begin|><s_a_1393><s_b_4033><s_c_4407>
|
||
21:55 [视频-长播] <|video_begin|><s_a_923><s_b_6123><s_c_3501>
|
||
【2026-01-27】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6633><s_b_7342><s_c_5563>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7878><s_c_557>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_229><s_b_697><s_c_3775>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_1966><s_c_7706>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1575><s_c_3950>
|
||
03:50 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_6156>
|
||
04:32 [视频-长播] <|video_begin|><s_a_16><s_b_5646><s_c_5061>
|
||
04:58 [广告-深度转化] <|ad_begin|><s_a_6846><s_b_3992><s_c_809>
|
||
10:16 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_987>
|
||
10:28 [视频-长播] <|video_begin|><s_a_7879><s_b_3399><s_c_853>
|
||
【2026-01-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6633><s_b_6234><s_c_3676>
|
||
01:18 [视频-长播] <|video_begin|><s_a_2111><s_b_5349><s_c_3363>
|
||
01:18 [视频-长播] <|video_begin|><s_a_6958><s_b_6234><s_c_1616>
|
||
08:01 [视频-长播] <|video_begin|><s_a_2832><s_b_6234><s_c_8180>
|
||
【2026-01-30】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_6234><s_c_875>
|
||
03:38 [视频-长播] <|video_begin|><s_a_2111><s_b_6234><s_c_3517>
|
||
【2026-01-31】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_3845><s_c_2403>
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6640><s_b_7894><s_c_7840>
|
||
00:32 [视频-长播] <|video_begin|><s_a_2832><s_b_2828><s_c_1004>
|
||
00:53 [视频-长播] <|video_begin|><s_a_7879><s_b_2439><s_c_6368>
|
||
00:53 [视频-长播] <|video_begin|><s_a_7879><s_b_6234><s_c_4373>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6545><s_c_6513>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5461><s_c_439>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6177><s_b_5461><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_393><s_b_5461><s_c_2509>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5461><s_c_439>
|
||
07:16 [视频-长播] <|video_begin|><s_a_7879><s_b_1141><s_c_4373>
|
||
08:27 [视频-长播] <|video_begin|><s_a_1721><s_b_3193><s_c_1129>
|
||
08:27 [视频-长播] <|video_begin|><s_a_6417><s_b_1411><s_c_7570>
|
||
14:15 [视频-长播] <|video_begin|><s_a_5673><s_b_5429><s_c_4932>
|
||
16:10 [视频-长播] <|video_begin|><s_a_1106><s_b_5231><s_c_7106>
|
||
16:10 [视频-长播] <|video_begin|><s_a_5673><s_b_4950><s_c_6822>
|
||
16:10 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_4654>
|
||
16:23 [视频-长播] <|video_begin|><s_a_923><s_b_1141><s_c_5650>
|
||
【2026-02-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_3501>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_4216><s_c_8>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6665><s_b_8008><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6690><s_c_2600>
|
||
03:39 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_987>
|
||
17:01 [视频-长播] <|video_begin|><s_a_2832><s_b_1701><s_c_6075>
|
||
【2026-02-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_5676><s_c_535>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_3898><s_c_1354>
|
||
04:06 [视频-长播] <|video_begin|><s_a_4039><s_b_7608><s_c_7383>
|
||
04:06 [视频-长播] <|video_begin|><s_a_3578><s_b_6234><s_c_2403>
|
||
04:33 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_59><s_c_2460>
|
||
13:57 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_7598>
|
||
13:57 [视频-长播] <|video_begin|><s_a_5185><s_b_6234><s_c_1129>
|
||
16:00 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_5563>
|
||
16:00 [视频-长播] <|video_begin|><s_a_5673><s_b_1431><s_c_5156>
|
||
16:00 [视频-长播] <|video_begin|><s_a_5185><s_b_2246><s_c_2740>
|
||
【2026-02-03】
|
||
00:30 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_8090>
|
||
00:30 [视频-长播] <|video_begin|><s_a_3091><s_b_1141><s_c_2783>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5461><s_c_439>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_5461><s_c_2625>
|
||
04:47 [视频-长播] <|video_begin|><s_a_6037><s_b_2333><s_c_4042>
|
||
15:13 [广告-深度转化] <|ad_begin|><s_a_99><s_b_3024><s_c_6557>
|
||
15:14 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_1510><s_c_6222>
|
||
16:06 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_5967>
|
||
【2026-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_2513>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_665><s_c_1716>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3815><s_c_1269>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_7616>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_870>
|
||
01:19 [视频-长播] <|video_begin|><s_a_1721><s_b_7762><s_c_2460>
|
||
01:19 [视频-长播] <|video_begin|><s_a_1119><s_b_6374><s_c_7733>
|
||
08:54 [广告-深度转化] <|ad_begin|><s_a_805><s_b_1527><s_c_2038>
|
||
08:57 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_985><s_c_994>
|
||
09:00 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_581><s_c_6616>
|
||
11:16 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
|
||
13:40 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_4864><s_c_7806>
|
||
15:59 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
|
||
16:21 [视频-长播] <|video_begin|><s_a_1106><s_b_3854><s_c_7598>
|
||
16:21 [视频-长播] <|video_begin|><s_a_4946><s_b_3147><s_c_2661>
|
||
【2026-02-05】
|
||
00:43 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
00:57 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
|
||
00:57 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
|
||
01:02 [广告-点击] <|ad_begin|><s_a_229><s_b_4515><s_c_5835>
|
||
01:07 [广告-点击] <|ad_begin|><s_a_2876><s_b_329><s_c_4707>
|
||
01:07 [广告-点击] <|ad_begin|><s_a_229><s_b_4515><s_c_5835>
|
||
01:08 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
01:09 [广告-点击] <|ad_begin|><s_a_5190><s_b_6392><s_c_7216>
|
||
01:27 [广告-点击] <|ad_begin|><s_a_229><s_b_4515><s_c_5835>
|
||
01:33 [广告-点击] <|ad_begin|><s_a_3157><s_b_4932><s_c_358>
|
||
01:50 [广告-点击] <|ad_begin|><s_a_1096><s_b_4949><s_c_7609>
|
||
01:58 [广告-点击] <|ad_begin|><s_a_1096><s_b_4949><s_c_7609>
|
||
02:00 [广告-点击] <|ad_begin|><s_a_1096><s_b_4949><s_c_7609>
|
||
02:07 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
|
||
02:26 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
|
||
04:03 [广告-点击] <|ad_begin|><s_a_118><s_b_2323><s_c_1857>
|
||
04:04 [广告-点击] <|ad_begin|><s_a_7479><s_b_7877><s_c_58>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
04:43 [广告-点击] <|ad_begin|><s_a_3330><s_b_3932><s_c_145>
|
||
04:44 [广告-点击] <|ad_begin|><s_a_4354><s_b_4050><s_c_6361>
|
||
04:46 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_6442>
|
||
04:46 [广告-点击] <|ad_begin|><s_a_5368><s_b_3447><s_c_6442>
|
||
04:47 [广告-点击] <|ad_begin|><s_a_3113><s_b_168><s_c_6451>
|
||
04:48 [广告-点击] <|ad_begin|><s_a_5948><s_b_6170><s_c_7791>
|
||
04:49 [广告-点击] <|ad_begin|><s_a_6746><s_b_5641><s_c_2722>
|
||
04:49 [广告-点击] <|ad_begin|><s_a_118><s_b_5151><s_c_6712>
|
||
04:49 [广告-点击] <|ad_begin|><s_a_5229><s_b_1720><s_c_6523>
|
||
04:50 [广告-点击] <|ad_begin|><s_a_5229><s_b_7514><s_c_398>
|
||
04:51 [广告-点击] <|ad_begin|><s_a_3918><s_b_4990><s_c_7491>
|
||
04:55 [广告-点击] <|ad_begin|><s_a_6289><s_b_6387><s_c_2484>
|
||
05:09 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
05:10 [广告-点击] <|ad_begin|><s_a_1041><s_b_1366><s_c_369>
|
||
05:12 [广告-点击] <|ad_begin|><s_a_5190><s_b_5900><s_c_6863>
|
||
05:13 [广告-点击] <|ad_begin|><s_a_2675><s_b_8068><s_c_6250>
|
||
05:15 [广告-点击] <|ad_begin|><s_a_1584><s_b_6544><s_c_2988>
|
||
05:22 [广告-点击] <|ad_begin|><s_a_229><s_b_4515><s_c_5835>
|
||
05:35 [广告-点击] <|ad_begin|><s_a_229><s_b_4515><s_c_5835>
|
||
07:31 [广告-点击] <|ad_begin|><s_a_2799><s_b_1119><s_c_3747>
|
||
08:31 [广告-点击] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
|
||
08:32 [广告-点击] <|ad_begin|><s_a_7374><s_b_3348><s_c_7323>
|
||
09:03 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
09:05 [广告-点击] <|ad_begin|><s_a_1843><s_b_4970><s_c_3984>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_7130><s_b_7391><s_c_1584>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_824><s_b_2299><s_c_6785>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_1726><s_b_6874><s_c_6977>
|
||
09:48 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_5563>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_7261><s_b_7551><s_c_1118>
|
||
11:07 [广告-点击] <|ad_begin|><s_a_5632><s_b_1873><s_c_3036>
|
||
11:08 [广告-点击] <|ad_begin|><s_a_5229><s_b_5916><s_c_1914>
|
||
11:12 [广告-点击] <|ad_begin|><s_a_4354><s_b_4050><s_c_6361>
|
||
11:14 [广告-点击] <|ad_begin|><s_a_250><s_b_736><s_c_4994>
|
||
11:15 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_3475>
|
||
11:15 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_3475>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_4354><s_b_4050><s_c_6361>
|
||
11:17 [广告-点击] <|ad_begin|><s_a_4354><s_b_4050><s_c_6361>
|
||
11:19 [广告-点击] <|ad_begin|><s_a_217><s_b_1277><s_c_5911>
|
||
11:20 [广告-点击] <|ad_begin|><s_a_698><s_b_7608><s_c_801>
|
||
11:35 [广告-点击] <|ad_begin|><s_a_5632><s_b_6901><s_c_857>
|
||
11:42 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_3877>
|
||
11:55 [广告-点击] <|ad_begin|><s_a_5368><s_b_452><s_c_2571>
|
||
11:57 [广告-点击] <|ad_begin|><s_a_5368><s_b_452><s_c_2571>
|
||
12:01 [广告-点击] <|ad_begin|><s_a_7709><s_b_1002><s_c_5342>
|
||
12:03 [广告-点击] <|ad_begin|><s_a_5368><s_b_452><s_c_2571>
|
||
12:10 [广告-点击] <|ad_begin|><s_a_5368><s_b_452><s_c_2571>
|
||
13:06 [广告-点击] <|ad_begin|><s_a_4715><s_b_5810><s_c_6313>
|
||
13:19 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
13:21 [广告-点击] <|ad_begin|><s_a_5229><s_b_7608><s_c_5291>
|
||
14:24 [广告-点击] <|ad_begin|><s_a_5190><s_b_1873><s_c_887>
|
||
14:27 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
14:32 [广告-点击] <|ad_begin|><s_a_1843><s_b_4970><s_c_3984>
|
||
15:15 [广告-点击] <|ad_begin|><s_a_7046><s_b_5176><s_c_6227>
|
||
15:17 [广告-点击] <|ad_begin|><s_a_3627><s_b_908><s_c_6748>
|
||
15:59 [广告-点击] <|ad_begin|><s_a_1843><s_b_4970><s_c_3984>
|
||
15:59 [广告-点击] <|ad_begin|><s_a_1041><s_b_637><s_c_7776>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_5163><s_c_5387>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_5163><s_c_6468>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_5163><s_c_378>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4621><s_b_3840><s_c_5585>
|
||
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）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
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 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 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。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从娱乐消遣到变现探索的认知演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从娱乐消遣到变现探索的认知演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain":{"name":"从娱乐消遣到变现探索的认知演化","events":[{"date":"2025-12-15","action":"[直播-首次打赏] <|living_begin|><s_a_6492><s_b_7217><s_c_5563>","logic":"初始阶段：用户行为以典型的娱乐消费为主，关注并打赏高颜值、才艺型女主播，属于被动内容消费。"},{"date":"2025-12-29","action":"[直播-首次打赏] <|living_begin|><s_a_3933><s_b_7342><s_c_5874>","logic":"认知跃迁：用户首次打赏一个“不露脸”的教学型直播，其核心内容是“金币赚取攻略”和“账号权重科普”。这标志着用户从纯粹的观众，转变为对平台玩法和变现机制产生兴趣的探索者，实现了从“消费”到“生产/获利”的认知转变。"},{"date":"2026-01-08","action":"[直播-首次打赏] <|living_begin|><s_a_7471><s_b_8008><s_c_677>","logic":"行为强化与深化：用户再次打赏同类型的“快手极速版干货分享”直播，进一步关注“停留互动技巧”等更深层次的玩法。这表明其对该领域的兴趣得到确认并持续深化，正在主动学习如何更有效地参与平台活动。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
你是广告语义到token的映射助手，请阅读广告描述并生成准确的广告token。
|
||
请根据这段广告dense caption生成匹配的广告token：这是一段直播精彩时刻的短视频合集，主要展示了不同场景下的互动片段。视频中出现了人物与鳄鱼互动的画面，配有“我要验牌”“2026丈门接发发发”等字幕；另一场景为两人在室内走廊欢呼，配有“开雷达”字样。视频整体呈现娱乐性质，包含祝福语和互动内容，未涉及具体产品推广或售卖信息。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
提取描述中的核心品类、属性、使用场景和人群，匹配最接近的广告语义标识。
|
||
</think>
|
||
<|ad_begin|><s_a_4540><s_b_4798><s_c_7675><|im_end|>
|
||
<|endoftext|>
|
||
label_ids:
|
||
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04:26:27,817 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-12 04:26:27,819 >> 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": null,
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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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"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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"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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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_type": "default"
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},
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"transformers_version": "5.6.0",
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"vocab_size": 176253
|
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}
|
||
|
||
|
||
labels:
|
||
{"logic_chain":{"name":"从被动接收信息到主动学习专业技能的认知升级","events":[{"date":"2025-12-19","action":"[广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>","logic":"初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"},{"date":"2026-01-25","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>","logic":"认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"},{"date":"2026-01-27","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>","logic":"技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|>
|
||
["<|prod_begin|><s_a_4084><s_b_7090><s_c_3055>","<|prod_begin|><s_a_2757><s_b_6818><s_c_823>","<|prod_begin|><s_a_845><s_b_4488><s_c_1763>","<|prod_begin|><s_a_2950><s_b_1025><s_c_6326>","<|prod_begin|><s_a_2777><s_b_729><s_c_1307>","<|prod_begin|><s_a_7798><s_b_4839><s_c_2960>","<|prod_begin|><s_a_2950><s_b_6878><s_c_5882>","<|prod_begin|><s_a_8174><s_b_3393><s_c_1322>","<|prod_begin|><s_a_2777><s_b_8125><s_c_1131>","<|prod_begin|><s_a_6935><s_b_573><s_c_4435>","<|video_begin|><s_a_2012><s_b_2003><s_c_3650>","<|ad_begin|><s_a_6302><s_b_5727><s_c_1986>","<|prod_begin|><s_a_2375><s_b_1704><s_c_5779>","<|prod_begin|><s_a_8174><s_b_3679><s_c_3522>","<|prod_begin|><s_a_2950><s_b_2990><s_c_441>","<|prod_begin|><s_a_845><s_b_7340><s_c_6150>"]<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这位用户的行为数据，以推断其在烹饪技能学习上的行为路径。
|
||
|
||
从整体时间线来看，我注意到用户的行为模式在2026年1月下旬出现了一个有趣的变化，特别是在烹饪这个主题上。最初，用户的购物行为主要集中在生活日用品、零食、服饰以及一些与家庭教育相关的商品上，并没有表现出对烹饪过程本身的强烈兴趣。然而，一个细微的兴趣点似乎在1月21日被点燃了。
|
||
|
||
那天，我发现用户点击了一款儿童也能食用的山楂糖醋汁 <|prod_begin|><s_a_6488><s_b_1290><s_c_1640>。这个行为本身很普通，但它揭示了一个潜在的需求：用户想要制作糖醋口味的菜肴，比如糖醋里脊或排骨，并且可能是为了满足家庭成员（特别是孩子）的口味。此时，用户的解决方案非常直接，倾向于购买现成的调味酱汁，这是一种典型的“被动接收”或寻求便捷方案的模式，希望通过成品快速达到烹饪目标，而不是深入学习制作过程。
|
||
|
||
然而，仅仅几天后，用户的行为发生了显著的转变。在1月25日，我看到用户观看了一个详细教学如何制作糖醋里脊和糖醋排骨的视频 <|video_begin|><s_a_4312><s_b_5087><s_c_1026>。这个视频的核心内容之一就是“糖醋汁调制”。这表明，用户可能对之前考虑购买的成品糖醋汁效果不满意，或者在使用过程中遇到了问题，也可能是在浏览相关内容时，好奇心被激发，从而转向了“主动探索”的模式。用户不再满足于仅仅使用成品调料，而是开始希望掌握这道菜的核心技术，即如何亲手调制出完美的糖醋汁。这是一个关键的认知升级，标志着用户从一个单纯的烹饪执行者，向一个技能学习者转变。
|
||
|
||
紧接着，这种对烹饪技巧的探索欲似乎被进一步拓宽和深化了。就在前一天，也就是1月24日，用户还观看了一个关于如何制作美味饺子的视频 <|video_begin|><s_a_4946><s_b_1413><s_c_3288>。这个视频的重点是讲解饺子馅调味的“四不放”与“五放”技巧。我推测，当用户成功掌握或理解了“糖醋汁”这种单一、目标明确的调味方法后，其信心和兴趣得到了增强，开始向更复杂、更讲究经验和配比的复合调味领域拓展。饺子馅的调味显然比单一的糖醋汁要复杂得多，涉及到多种食材和调料的平衡。这个行为表明，用户的烹饪学习已经从解决单一菜品的需求，泛化到了对中式烹饪中更底层、更通用的调味原理的探究。
|
||
|
||
综合来看，我认为这位用户的烹饪技能学习路径体现了一个清晰的递进关系。整个过程始于一个具体的烹饪需求，最初尝试通过最简单的方式解决，但随后兴趣被激发，转而主动学习核心技巧，并最终将这种学习热情泛化到更广泛的烹饪知识领域。因此，我倾向于认为，用户对烹饪的兴趣正在增长，未来可能会继续关注更深入的烹饪教程、食材选购以及厨房用具等相关内容，有较大概率被此类推荐内容所吸引。
|
||
|
||
我将这个行为逻辑链总结如下：用户的烹饪兴趣最初由对糖醋类菜品的需求触发，表现为点击购买便捷的糖醋汁 <|prod_begin|><s_a_6488><s_b_1290><s_c_1640>。随后，用户不满足于成品调料，开始主动学习核心烹饪技巧，观看了关于糖醋里脊和排骨制作的教学视频 <|video_begin|><s_a_4312><s_b_5087><s_c_1026>，重点关注糖醋汁的调制方法。在掌握了单一调味技巧后，用户的兴趣进一步泛化和深化，开始学习更复杂的复合调味知识，例如观看关于饺子馅调味技巧的视频 <|video_begin|><s_a_4946><s_b_1413><s_c_3288>。</think>
|
||
{"logic_chain": {"name": "从被动接收到主动探索的烹饪技能学习路径", "events": [{"date": "2026-01-21", "action": "[商品-点击] <|prod_begin|><s_a_6488><s_b_1290><s_c_1640>", "logic": "问题触发：对“糖醋”类菜品产生兴趣，但初始行为是寻求成品的“糖醋汁”，试图通过购买便捷调料来解决烹饪问题。"}, {"date": "2026-01-25", "action": "[视频-长播] <|video_begin|><s_a_4312><s_b_5087><s_c_1026>", "logic": "行为转变与认知升级：从依赖成品调料转向主动学习核心技能。观看教学视频，重点关注了前期商品中涉及的“糖醋汁调制”方法，表明用户不满足于便捷方案，开始探究底层原理。"}, {"date": "2026-01-24", "action": "[视频-长播] <|video_begin|><s_a_4946><s_b_1413><s_c_3288>", "logic": "兴趣泛化与深化：在掌握了“糖醋汁”这一特定调味技巧后，用户的烹饪兴趣扩展到更复杂的调味领域——饺子馅的“四不放”与“五放”，这代表了从单一菜品调味到复合型调味技巧的认知深化。"}]}}<|im_end|>
|
||
{"logic_chain":{"name":"从娱乐消遣到变现探索的认知演化","events":[{"date":"2025-12-15","action":"[直播-首次打赏] <|living_begin|><s_a_6492><s_b_7217><s_c_5563>","logic":"初始阶段：用户行为以典型的娱乐消费为主，关注并打赏高颜值、才艺型女主播，属于被动内容消费。"},{"date":"2025-12-29","action":"[直播-首次打赏] <|living_begin|><s_a_3933><s_b_7342><s_c_5874>","logic":"认知跃迁：用户首次打赏一个“不露脸”的教学型直播，其核心内容是“金币赚取攻略”和“账号权重科普”。这标志着用户从纯粹的观众，转变为对平台玩法和变现机制产生兴趣的探索者，实现了从“消费”到“生产/获利”的认知转变。"},{"date":"2026-01-08","action":"[直播-首次打赏] <|living_begin|><s_a_7471><s_b_8008><s_c_677>","logic":"行为强化与深化：用户再次打赏同类型的“快手极速版干货分享”直播，进一步关注“停留互动技巧”等更深层次的玩法。这表明其对该领域的兴趣得到确认并持续深化，正在主动学习如何更有效地参与平台活动。"}]}}<|im_end|>
|
||
<think>
|
||
提取描述中的核心品类、属性、使用场景和人群，匹配最接近的广告语义标识。
|
||
</think>
|
||
<|ad_begin|><s_a_4540><s_b_4798><s_c_7675><|im_end|>
|
||
|
||
[INFO|2026-07-12 04:26:27] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
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||
[INFO|2026-07-12 04:26:28] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
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[INFO|modeling_utils.py:748] 2026-07-12 04:26:28,193 >> loading weights file /home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055/model.safetensors
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||
[INFO|modeling_utils.py:821] 2026-07-12 04:26:28,193 >> Will use dtype=torch.bfloat16 as defined in model's config object
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||
[INFO|configuration_utils.py:1027] 2026-07-12 04:26:28,350 >> Generate config GenerationConfig {
|
||
"eos_token_id": 151645,
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"output_attentions": false,
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"output_hidden_states": false,
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"pad_token_id": 151643,
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"use_cache": false
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}
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||
[INFO|configuration_utils.py:978] 2026-07-12 04:26:28,743 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-12 04:26:28,743 >> Generate config GenerationConfig {
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
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||
151643
|
||
],
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||
"pad_token_id": 151643,
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||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
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|
||
[INFO|dynamic_module_utils.py:406] 2026-07-12 04:26:28,743 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055.
|
||
[INFO|2026-07-12 04:26:28] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
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||
[INFO|2026-07-12 04:26:28] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
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[INFO|2026-07-12 04:26:28] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
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[INFO|2026-07-12 04:26:28] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
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[INFO|2026-07-12 04:26:28] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
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[INFO|trainer.py:1469] 2026-07-12 04:26:28,912 >> ***** Running training *****
|
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[INFO|trainer.py:1470] 2026-07-12 04:26:28,912 >> Num examples = 1,027
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[INFO|trainer.py:1471] 2026-07-12 04:26:28,912 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-12 04:26:28,912 >> Num update steps per epoch = 257
|
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[INFO|trainer.py:1473] 2026-07-12 04:26:28,912 >> Instantaneous batch size per device = 1
|
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[INFO|trainer.py:1476] 2026-07-12 04:26:28,912 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
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[INFO|trainer.py:1477] 2026-07-12 04:26:28,912 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-12 04:26:28,912 >> Total optimization steps = 47
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[INFO|trainer.py:1479] 2026-07-12 04:26:28,912 >> Number of trainable parameters = 801,433,600
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100%|██████████| 47/47 [06:34<00:00, 8.39s/it][INFO|trainer.py:1823] 2026-07-12 04:33:03,829 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
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100%|██████████| 47/47 [06:34<00:00, 8.40s/it]
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[INFO|trainer.py:3815] 2026-07-12 04:33:03,847 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018
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[INFO|configuration_utils.py:533] 2026-07-12 04:33:03,848 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:816] 2026-07-12 04:33:03,849 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
|
||
{'loss': '1.598', 'grad_norm': '6.594', 'learning_rate': '7.916e-07', 'epoch': '0.01947'}
|
||
{'loss': '1.48', 'grad_norm': '32.75', 'learning_rate': '7.418e-07', 'epoch': '0.03895'}
|
||
{'loss': '1.378', 'grad_norm': '8.312', 'learning_rate': '6.524e-07', 'epoch': '0.05842'}
|
||
{'loss': '1.375', 'grad_norm': '6.906', 'learning_rate': '5.34e-07', 'epoch': '0.0779'}
|
||
{'loss': '1.41', 'grad_norm': '33.5', 'learning_rate': '4e-07', 'epoch': '0.09737'}
|
||
{'loss': '1.57', 'grad_norm': '13.12', 'learning_rate': '2.66e-07', 'epoch': '0.1168'}
|
||
{'loss': '1.434', 'grad_norm': '13.19', 'learning_rate': '1.476e-07', 'epoch': '0.1363'}
|
||
{'loss': '1.53', 'grad_norm': '14.56', 'learning_rate': '5.823e-08', 'epoch': '0.1558'}
|
||
{'loss': '1.511', 'grad_norm': '6', 'learning_rate': '8.366e-09', 'epoch': '0.1753'}
|
||
{'train_runtime': '394.9', 'train_samples_per_second': '0.468', 'train_steps_per_second': '0.119', 'train_loss': '1.48', 'epoch': '0.1831'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
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||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.20it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.20it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-12 04:33:04,688 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-12 04:33:04,803 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-12 04:33:04,825 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 0.1831
|
||
total_flos = 20887212GF
|
||
train_loss = 1.4801
|
||
train_runtime = 0:06:34.93
|
||
train_samples_per_second = 0.468
|
||
train_steps_per_second = 0.119
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/training_loss.png
|
||
[WARNING|2026-07-12 04:33:04] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-12 04:33:04] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-12 04:33:04,921 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|