2246 lines
518 KiB
Plaintext
2246 lines
518 KiB
Plaintext
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[2026-07-16 01:29:43] stage 1/1: /home/ll/llm4rec/experiments/configs/v44_v29_clean_live_temporal_lr6e7_ep045.yaml
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/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|2026-07-16 01:29:46] 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] 2026-07-16 01:29:46,378 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 01:29:46,380 >> 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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"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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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-16 01:29:47,066 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 01:29:47,067 >> 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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],
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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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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-16 01:29:47,067 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 01:29:47,067 >> 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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"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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|||
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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|||
|
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
|
|||
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"rope_parameters": {
|
|||
|
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"rope_theta": 1000000,
|
|||
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"rope_type": "default"
|
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},
|
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"sliding_window": null,
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|||
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"tie_word_embeddings": false,
|
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"transformers_version": "5.6.0",
|
|||
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"use_cache": false,
|
|||
|
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|2026-07-16 01:29:47] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v44_clean_live_temporal.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]
Generating train split: 9970 examples [00:00, 161626.15 examples/s]
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Converting format of dataset (num_proc=16): 0%| | 0/9970 [00:00<?, ? examples/s]
Converting format of dataset (num_proc=16): 6%|▋ | 624/9970 [00:00<00:04, 2266.46 examples/s]
Converting format of dataset (num_proc=16): 100%|██████████| 9970/9970 [00:00<00:00, 23321.22 examples/s]
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Running tokenizer on dataset (num_proc=16): 0%| | 0/9970 [00:00<?, ? examples/s]
Running tokenizer on dataset (num_proc=16): 6%|▋ | 624/9970 [00:02<00:32, 287.53 examples/s]
Running tokenizer on dataset (num_proc=16): 13%|█▎ | 1248/9970 [00:03<00:21, 404.89 examples/s]
Running tokenizer on dataset (num_proc=16): 19%|█▉ | 1871/9970 [00:04<00:16, 497.80 examples/s]
Running tokenizer on dataset (num_proc=16): 25%|██▌ | 2494/9970 [00:05<00:14, 511.31 examples/s]
Running tokenizer on dataset (num_proc=16): 31%|███▏ | 3117/9970 [00:06<00:12, 570.60 examples/s]
Running tokenizer on dataset (num_proc=16): 38%|███▊ | 3740/9970 [00:07<00:10, 604.03 examples/s]
Running tokenizer on dataset (num_proc=16): 44%|████▍ | 4363/9970 [00:08<00:09, 584.66 examples/s]
Running tokenizer on dataset (num_proc=16): 50%|█████ | 4986/9970 [00:09<00:08, 594.94 examples/s]
Running tokenizer on dataset (num_proc=16): 56%|█████▋ | 5609/9970 [00:10<00:07, 596.67 examples/s]
Running tokenizer on dataset (num_proc=16): 63%|██████▎ | 6232/9970 [00:11<00:05, 629.95 examples/s]
Running tokenizer on dataset (num_proc=16): 69%|██████▉ | 6855/9970 [00:12<00:05, 603.62 examples/s]
Running tokenizer on dataset (num_proc=16): 75%|███████▌ | 7478/9970 [00:13<00:03, 632.93 examples/s]
Running tokenizer on dataset (num_proc=16): 81%|████████▏ | 8101/9970 [00:14<00:03, 622.40 examples/s]
Running tokenizer on dataset (num_proc=16): 88%|████████▊ | 8724/9970 [00:15<00:02, 611.34 examples/s]
Running tokenizer on dataset (num_proc=16): 94%|█████████▍| 9347/9970 [00:16<00:01, 619.21 examples/s]
Running tokenizer on dataset (num_proc=16): 100%|██████████| 9970/9970 [00:17<00:00, 658.06 examples/s]
Running tokenizer on dataset (num_proc=16): 100%|██████████| 9970/9970 [00:17<00:00, 579.43 examples/s]
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training example:
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input_ids:
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inputs:
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<|im_start|>user
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【用户交互历史】：
|
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【2025-01-11】
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--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_8049><s_c_846>
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【2025-01-12】
|
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--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_5727><s_c_937>
|
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【2025-01-14】
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|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7410><s_c_7264>
|
|||
|
|
【2025-01-20】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1374><s_b_8049><s_c_3676>
|
|||
|
|
【2025-01-21】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6704>
|
|||
|
|
【2025-07-16】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_620><s_c_6758>
|
|||
|
|
【2025-09-12】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3614><s_c_6439>
|
|||
|
|
【2025-09-14】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6627><s_b_6234><s_c_7602>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_469><s_b_1811><s_c_7319>
|
|||
|
|
【2025-09-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6427><s_c_7683>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_2513>
|
|||
|
|
【2025-10-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5934><s_c_535>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4567><s_b_1410><s_c_7264>
|
|||
|
|
【2025-10-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_7529>
|
|||
|
|
【2025-10-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3795><s_c_2513>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4443><s_b_5974><s_c_1129>
|
|||
|
|
【2025-10-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7344><s_c_7261>
|
|||
|
|
【2025-10-08】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_6804><s_c_4948>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_3217><s_c_7638>
|
|||
|
|
【2025-10-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_7602>
|
|||
|
|
【2025-10-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3798><s_b_7858><s_c_1786>
|
|||
|
|
【2025-10-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3798><s_b_8117><s_c_7055>
|
|||
|
|
【2025-10-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3882>
|
|||
|
|
【2025-10-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_5921>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_519>
|
|||
|
|
【2025-10-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_7605>
|
|||
|
|
【2025-10-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6595><s_c_2513>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5934><s_c_4961>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_5563>
|
|||
|
|
【2025-10-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_451><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2513>
|
|||
|
|
【2025-10-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4043>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7395>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3456><s_c_3026>
|
|||
|
|
【2025-10-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5582><s_c_5558>
|
|||
|
|
【2025-10-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_1620>
|
|||
|
|
【2025-10-27】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_3380><s_c_5563>
|
|||
|
|
【2025-10-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7142><s_b_5801><s_c_4909>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_1828>
|
|||
|
|
【2025-10-29】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_4014>
|
|||
|
|
【2025-10-31】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_1638><s_c_5540>
|
|||
|
|
【2025-11-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_5449><s_c_5008>
|
|||
|
|
【2025-11-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3614><s_c_4304>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_3131><s_c_1743>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_586><s_c_3601>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6879><s_b_4516><s_c_2658>
|
|||
|
|
【2025-11-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_6451><s_c_7261>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6575><s_b_6091><s_c_1984>
|
|||
|
|
【2025-11-08】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
|
|||
|
|
【2025-11-09】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_2498><s_c_2173>
|
|||
|
|
【2025-11-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_3953>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_8188><s_c_2224>
|
|||
|
|
【2025-11-11】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_3887>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5342><s_b_4556><s_c_1084>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_7367><s_c_5235>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_5576><s_c_1720>
|
|||
|
|
【2025-11-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6879><s_b_7367><s_c_3692>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_651><s_b_8002><s_c_603>
|
|||
|
|
【2025-11-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_8125><s_c_2960>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_989><s_c_6943>
|
|||
|
|
【2025-11-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6757><s_b_576><s_c_7951>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_615>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_3614><s_c_5563>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_8125><s_c_2960>
|
|||
|
|
【2025-11-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_566><s_c_3340>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7492><s_c_4890>
|
|||
|
|
【2025-11-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1112><s_b_6484><s_c_3038>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4443><s_b_1717><s_c_7091>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_7756><s_c_5829>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6467><s_c_225>
|
|||
|
|
【2025-11-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4443><s_b_8002><s_c_2696>
|
|||
|
|
【2025-11-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7891><s_b_7544><s_c_8039>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1809><s_b_1465><s_c_5008>
|
|||
|
|
【2025-11-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_8188><s_c_2224>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3302><s_c_925>
|
|||
|
|
【2025-11-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_3363>
|
|||
|
|
【2025-11-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5667><s_b_3614><s_c_822>
|
|||
|
|
【2025-11-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_4058>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7877><s_c_3501>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1815><s_b_441><s_c_7984>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1959><s_c_7935>
|
|||
|
|
【2025-11-27】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3614><s_c_7506>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2246><s_c_3676>
|
|||
|
|
【2025-11-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_704><s_b_765><s_c_2881>
|
|||
|
|
【2025-12-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_5699><s_c_5244>
|
|||
|
|
【2025-12-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_5693><s_c_1146>
|
|||
|
|
【2025-12-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_1144><s_c_7064>
|
|||
|
|
【2025-12-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3916><s_c_1935>
|
|||
|
|
【2025-12-31】
|
|||
|
|
07:10 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_4127><s_c_3913>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_1966><s_c_825>
|
|||
|
|
【2026-01-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7304><s_c_646>
|
|||
|
|
【2026-01-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5369><s_c_6912>
|
|||
|
|
【2026-01-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3768><s_b_6722><s_c_619>
|
|||
|
|
【2026-01-08】
|
|||
|
|
11:50 [广告-深度转化] <|ad_begin|><s_a_250><s_b_6085><s_c_4952>
|
|||
|
|
【2026-01-09】
|
|||
|
|
01:18 [广告-深度转化] <|ad_begin|><s_a_606><s_b_7919><s_c_447>
|
|||
|
|
12:30 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_1636><s_c_7015>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1144><s_c_2150>
|
|||
|
|
【2026-01-12】
|
|||
|
|
12:44 [广告-深度转化] <|ad_begin|><s_a_7130><s_b_1141><s_c_88>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_6595><s_c_6498>
|
|||
|
|
【2026-01-13】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_2985><s_c_7414>
|
|||
|
|
【2026-01-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4018><s_b_6771><s_c_4018>
|
|||
|
|
【2026-01-15】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6879><s_b_7367><s_c_7706>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_396><s_c_7602>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5342><s_b_5658><s_c_3993>
|
|||
|
|
【2026-01-16】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_4516><s_c_7476>
|
|||
|
|
【2026-01-18】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_6690><s_c_685>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
【2026-01-19】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_4782><s_c_2224>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
【2026-01-20】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_566><s_c_3340>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
【2026-01-21】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5101><s_c_7691>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_566><s_c_3340>
|
|||
|
|
【2026-01-22】
|
|||
|
|
15:00 [视频-评论/点赞/长播] <|video_begin|><s_a_532><s_b_5346><s_c_7315>
|
|||
|
|
15:08 [视频-评论/点赞/长播] <|video_begin|><s_a_6099><s_b_7180><s_c_3726>
|
|||
|
|
【2026-01-23】
|
|||
|
|
15:59 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_5106><s_c_6583>
|
|||
|
|
【2026-01-24】
|
|||
|
|
15:56 [视频-关注/点赞/长播] <|video_begin|><s_a_1164><s_b_7877><s_c_853>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_7891><s_c_7742>
|
|||
|
|
【2026-01-25】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_8188><s_c_2224>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_4062><s_c_636>
|
|||
|
|
18:58 [视频-评论/点赞/长播] <|video_begin|><s_a_2168><s_b_3143><s_c_7848>
|
|||
|
|
18:58 [视频-评论/点赞/长播] <|video_begin|><s_a_1336><s_b_6234><s_c_4212>
|
|||
|
|
18:58 [视频-评论/点赞/长播] <|video_begin|><s_a_2764><s_b_1380><s_c_2595>
|
|||
|
|
19:08 [视频-评论/点赞/长播] <|video_begin|><s_a_6757><s_b_6234><s_c_3111>
|
|||
|
|
19:10 [视频-评论/点赞/长播] <|video_begin|><s_a_532><s_b_6761><s_c_5831>
|
|||
|
|
19:10 [视频-评论/点赞/长播] <|video_begin|><s_a_6140><s_b_1806><s_c_3116>
|
|||
|
|
19:34 [视频-点赞/长播] <|video_begin|><s_a_6913><s_b_7969><s_c_1405>
|
|||
|
|
19:34 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_6234><s_c_3225>
|
|||
|
|
19:42 [视频-评论/点赞/长播] <|video_begin|><s_a_7443><s_b_4125><s_c_7790>
|
|||
|
|
【2026-01-26】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_7342><s_c_3676>
|
|||
|
|
13:11 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_2130><s_c_7448>
|
|||
|
|
13:14 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_6234><s_c_6857>
|
|||
|
|
14:01 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1292><s_c_2156>
|
|||
|
|
15:53 [广告-深度转化] <|ad_begin|><s_a_99><s_b_3999><s_c_4405>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_7756><s_c_5829>
|
|||
|
|
【2026-01-27】
|
|||
|
|
16:07 [视频-点赞/长播] <|video_begin|><s_a_2367><s_b_5511><s_c_3560>
|
|||
|
|
16:46 [视频-评论/点赞/长播] <|video_begin|><s_a_5903><s_b_6234><s_c_7466>
|
|||
|
|
16:46 [视频-点赞/长播] <|video_begin|><s_a_2367><s_b_581><s_c_7818>
|
|||
|
|
16:46 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_4305><s_c_59>
|
|||
|
|
17:01 [视频-转发/长播] <|video_begin|><s_a_1427><s_b_6379><s_c_2057>
|
|||
|
|
18:19 [视频-点赞/长播] <|video_begin|><s_a_5910><s_b_1645><s_c_3402>
|
|||
|
|
【2026-01-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4024>
|
|||
|
|
05:40 [广告-深度转化] <|ad_begin|><s_a_1988><s_b_4515><s_c_1337>
|
|||
|
|
12:45 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_4932><s_c_1939>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_1966><s_c_646>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2103><s_c_4297>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_4578><s_c_3230>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_4062><s_c_636>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_4578><s_c_3230>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_4062><s_c_636>
|
|||
|
|
16:02 [视频-评论/点赞/长播] <|video_begin|><s_a_5600><s_b_558><s_c_7448>
|
|||
|
|
16:02 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_7342><s_c_6170>
|
|||
|
|
16:10 [视频-评论/点赞/长播] <|video_begin|><s_a_5903><s_b_6234><s_c_1009>
|
|||
|
|
16:10 [视频-点赞/长播] <|video_begin|><s_a_2135><s_b_7342><s_c_6676>
|
|||
|
|
16:18 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_859>
|
|||
|
|
16:24 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_1590><s_c_5563>
|
|||
|
|
16:38 [视频-评论/长播] <|video_begin|><s_a_4632><s_b_4292><s_c_2057>
|
|||
|
|
16:55 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_2031><s_c_1462>
|
|||
|
|
17:01 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_575><s_c_607>
|
|||
|
|
17:14 [视频-点赞/长播] <|video_begin|><s_a_2367><s_b_2482><s_c_3716>
|
|||
|
|
17:14 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_575><s_c_1265>
|
|||
|
|
18:45 [视频-评论/长播] <|video_begin|><s_a_7893><s_b_6761><s_c_2530>
|
|||
|
|
18:54 [视频-点赞/长播] <|video_begin|><s_a_2367><s_b_7498><s_c_7390>
|
|||
|
|
18:54 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_1595><s_c_6815>
|
|||
|
|
【2026-01-29】
|
|||
|
|
10:34 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_4898><s_c_6601>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_7725><s_c_7978>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7897><s_b_2439><s_c_696>
|
|||
|
|
【2026-01-30】
|
|||
|
|
04:04 [视频-点赞/长播] <|video_begin|><s_a_6492><s_b_1873><s_c_4208>
|
|||
|
|
04:10 [视频-长播] <|video_begin|><s_a_1427><s_b_6307><s_c_7448>
|
|||
|
|
06:28 [广告-点击] <|ad_begin|><s_a_2817><s_b_6084><s_c_6227>
|
|||
|
|
06:54 [广告-点击] <|ad_begin|><s_a_6246><s_b_4134><s_c_2957>
|
|||
|
|
06:55 [广告-点击] <|ad_begin|><s_a_4222><s_b_1232><s_c_2049>
|
|||
|
|
06:56 [广告-点击] <|ad_begin|><s_a_250><s_b_1749><s_c_8127>
|
|||
|
|
06:58 [广告-点击] <|ad_begin|><s_a_2799><s_b_4600><s_c_2656>
|
|||
|
|
06:58 [广告-点击] <|ad_begin|><s_a_5399><s_b_2148><s_c_5563>
|
|||
|
|
07:00 [广告-点击] <|ad_begin|><s_a_4942><s_b_5869><s_c_1051>
|
|||
|
|
07:02 [广告-点击] <|ad_begin|><s_a_5229><s_b_581><s_c_7268>
|
|||
|
|
07:02 [广告-点击] <|ad_begin|><s_a_1351><s_b_4753><s_c_416>
|
|||
|
|
07:03 [广告-点击] <|ad_begin|><s_a_250><s_b_1795><s_c_5362>
|
|||
|
|
07:06 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_4423>
|
|||
|
|
07:06 [广告-点击] <|ad_begin|><s_a_1351><s_b_4753><s_c_416>
|
|||
|
|
07:48 [广告-点击] <|ad_begin|><s_a_6590><s_b_8179><s_c_1708>
|
|||
|
|
08:00 [广告-点击] <|ad_begin|><s_a_4942><s_b_7410><s_c_8079>
|
|||
|
|
08:03 [广告-点击] <|ad_begin|><s_a_2518><s_b_4515><s_c_1500>
|
|||
|
|
08:35 [视频-长播] <|video_begin|><s_a_2051><s_b_6442><s_c_7448>
|
|||
|
|
08:58 [广告-点击] <|ad_begin|><s_a_3641><s_b_1288><s_c_7072>
|
|||
|
|
08:59 [广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>
|
|||
|
|
09:02 [广告-点击] <|ad_begin|><s_a_6162><s_b_3465><s_c_7719>
|
|||
|
|
10:32 [广告-点击] <|ad_begin|><s_a_2058><s_b_4688><s_c_4923>
|
|||
|
|
12:05 [广告-点击] <|ad_begin|><s_a_7902><s_b_4970><s_c_7671>
|
|||
|
|
13:08 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_5349>
|
|||
|
|
13:10 [广告-点击] <|ad_begin|><s_a_606><s_b_8179><s_c_3540>
|
|||
|
|
13:16 [广告-点击] <|ad_begin|><s_a_1512><s_b_5176><s_c_7261>
|
|||
|
|
13:42 [广告-点击] <|ad_begin|><s_a_7479><s_b_2345><s_c_6486>
|
|||
|
|
14:32 [广告-点击] <|ad_begin|><s_a_1923><s_b_3932><s_c_6390>
|
|||
|
|
14:33 [广告-点击] <|ad_begin|><s_a_1645><s_b_6874><s_c_6915>
|
|||
|
|
15:06 [广告-点击] <|ad_begin|><s_a_1492><s_b_3932><s_c_1909>
|
|||
|
|
15:44 [广告-点击] <|ad_begin|><s_a_3014><s_b_1119><s_c_88>
|
|||
|
|
15:53 [广告-点击] <|ad_begin|><s_a_698><s_b_7214><s_c_6768>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_7725><s_c_460>
|
|||
|
|
【2026-01-31】
|
|||
|
|
02:51 [广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>
|
|||
|
|
02:53 [广告-点击] <|ad_begin|><s_a_3014><s_b_8151><s_c_2369>
|
|||
|
|
02:58 [广告-点击] <|ad_begin|><s_a_4222><s_b_1232><s_c_2049>
|
|||
|
|
03:00 [广告-点击] <|ad_begin|><s_a_698><s_b_1411><s_c_5563>
|
|||
|
|
03:05 [视频-长播] <|video_begin|><s_a_5903><s_b_3417><s_c_544>
|
|||
|
|
03:05 [视频-长播] <|video_begin|><s_a_5906><s_b_6852><s_c_6754>
|
|||
|
|
05:13 [广告-点击] <|ad_begin|><s_a_7331><s_b_713><s_c_7019>
|
|||
|
|
05:20 [广告-点击] <|ad_begin|><s_a_2897><s_b_928><s_c_7732>
|
|||
|
|
05:29 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_988><s_c_308>
|
|||
|
|
05:32 [广告-点击] <|ad_begin|><s_a_6474><s_b_7894><s_c_1444>
|
|||
|
|
07:09 [广告-点击] <|ad_begin|><s_a_7679><s_b_7340><s_c_4543>
|
|||
|
|
07:21 [视频-长播] <|video_begin|><s_a_2526><s_b_2737><s_c_6962>
|
|||
|
|
07:21 [视频-长播] <|video_begin|><s_a_5561><s_b_7762><s_c_3616>
|
|||
|
|
07:41 [视频-长播] <|video_begin|><s_a_2578><s_b_3923><s_c_7311>
|
|||
|
|
07:41 [视频-长播] <|video_begin|><s_a_2051><s_b_6209><s_c_6227>
|
|||
|
|
08:03 [视频-长播] <|video_begin|><s_a_5903><s_b_1596><s_c_7616>
|
|||
|
|
08:03 [视频-长播] <|video_begin|><s_a_2526><s_b_1596><s_c_853>
|
|||
|
|
08:57 [广告-点击] <|ad_begin|><s_a_7679><s_b_56><s_c_4631>
|
|||
|
|
09:26 [视频-长播] <|video_begin|><s_a_2051><s_b_2246><s_c_5563>
|
|||
|
|
09:26 [视频-长播] <|video_begin|><s_a_2051><s_b_4556><s_c_7448>
|
|||
|
|
10:04 [视频-长播] <|video_begin|><s_a_5314><s_b_5163><s_c_401>
|
|||
|
|
10:04 [视频-长播] <|video_begin|><s_a_5452><s_b_7261><s_c_5563>
|
|||
|
|
10:04 [视频-长播] <|video_begin|><s_a_7879><s_b_3831><s_c_2795>
|
|||
|
|
10:04 [视频-长播] <|video_begin|><s_a_5424><s_b_3148><s_c_7311>
|
|||
|
|
12:20 [广告-点击] <|ad_begin|><s_a_7112><s_b_3916><s_c_3501>
|
|||
|
|
12:23 [广告-点击] <|ad_begin|><s_a_7088><s_b_59><s_c_1278>
|
|||
|
|
12:30 [广告-点击] <|ad_begin|><s_a_1351><s_b_1811><s_c_7003>
|
|||
|
|
12:31 [视频-长播] <|video_begin|><s_a_7984><s_b_7498><s_c_7534>
|
|||
|
|
13:22 [广告-点击] <|ad_begin|><s_a_7679><s_b_1701><s_c_3464>
|
|||
|
|
14:23 [广告-点击] <|ad_begin|><s_a_5632><s_b_5632><s_c_5687>
|
|||
|
|
14:25 [广告-点击] <|ad_begin|><s_a_7259><s_b_1740><s_c_1708>
|
|||
|
|
14:25 [广告-点击] <|ad_begin|><s_a_1923><s_b_3930><s_c_5076>
|
|||
|
|
15:29 [广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>
|
|||
|
|
15:31 [广告-点击] <|ad_begin|><s_a_606><s_b_4305><s_c_3034>
|
|||
|
|
15:43 [广告-点击] <|ad_begin|><s_a_8003><s_b_839><s_c_7899>
|
|||
|
|
15:45 [视频-关注/长播] <|video_begin|><s_a_189><s_b_5200><s_c_7073>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_502><s_b_4666><s_c_2717>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_5711><s_c_5347>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_7725><s_c_460>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_4666><s_c_2717>
|
|||
|
|
18:14 [视频-长播] <|video_begin|><s_a_2764><s_b_25><s_c_4092>
|
|||
|
|
【2026-02-01】
|
|||
|
|
01:57 [广告-点击] <|ad_begin|><s_a_5904><s_b_4460><s_c_4636>
|
|||
|
|
01:58 [广告-点击] <|ad_begin|><s_a_1726><s_b_5349><s_c_2647>
|
|||
|
|
01:59 [广告-点击] <|ad_begin|><s_a_250><s_b_827><s_c_3517>
|
|||
|
|
02:00 [广告-点击] <|ad_begin|><s_a_7331><s_b_5182><s_c_5297>
|
|||
|
|
02:02 [广告-点击] <|ad_begin|><s_a_7296><s_b_5887><s_c_4384>
|
|||
|
|
02:03 [广告-点击] <|ad_begin|><s_a_606><s_b_4305><s_c_3034>
|
|||
|
|
02:35 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_3043><s_c_2>
|
|||
|
|
05:59 [广告-点击] <|ad_begin|><s_a_6474><s_b_7608><s_c_3709>
|
|||
|
|
05:59 [广告-点击] <|ad_begin|><s_a_4222><s_b_1232><s_c_2049>
|
|||
|
|
06:36 [视频-长播] <|video_begin|><s_a_6166><s_b_7180><s_c_3968>
|
|||
|
|
08:37 [广告-点击] <|ad_begin|><s_a_1351><s_b_325><s_c_7456>
|
|||
|
|
14:26 [视频-长播] <|video_begin|><s_a_2015><s_b_6690><s_c_3380>
|
|||
|
|
15:02 [视频-评论/点赞/长播] <|video_begin|><s_a_4795><s_b_1447><s_c_7550>
|
|||
|
|
15:02 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_1596><s_c_237>
|
|||
|
|
15:12 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_4949><s_c_3877>
|
|||
|
|
15:12 [视频-点赞/长播] <|video_begin|><s_a_4113><s_b_6477><s_c_4194>
|
|||
|
|
15:12 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7801><s_c_4078>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_200><s_c_366>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_2960><s_c_6327>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7384><s_b_4497><s_c_112>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_502><s_b_4666><s_c_2717>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_200><s_c_366>
|
|||
|
|
16:53 [广告-点击] <|ad_begin|><s_a_4222><s_b_1232><s_c_2049>
|
|||
|
|
17:13 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_612><s_c_3747>
|
|||
|
|
17:13 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_581><s_c_3693>
|
|||
|
|
17:28 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_2815><s_c_853>
|
|||
|
|
17:40 [视频-长播] <|video_begin|><s_a_2051><s_b_3678><s_c_7420>
|
|||
|
|
17:46 [视频-长播] <|video_begin|><s_a_3300><s_b_1471><s_c_6831>
|
|||
|
|
17:52 [广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>
|
|||
|
|
17:54 [广告-点击] <|ad_begin|><s_a_7296><s_b_5887><s_c_4384>
|
|||
|
|
18:08 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_1590><s_c_5749>
|
|||
|
|
18:22 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_985><s_c_3874>
|
|||
|
|
18:31 [视频-长播] <|video_begin|><s_a_8164><s_b_6567><s_c_532>
|
|||
|
|
18:33 [视频-长播] <|video_begin|><s_a_5903><s_b_4125><s_c_1082>
|
|||
|
|
18:39 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_1596><s_c_5600>
|
|||
|
|
18:39 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_7406><s_c_4350>
|
|||
|
|
18:45 [视频-长播] <|video_begin|><s_a_3300><s_b_1596><s_c_6497>
|
|||
|
|
18:45 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_1596><s_c_1542>
|
|||
|
|
18:55 [视频-长播] <|video_begin|><s_a_7314><s_b_2828><s_c_3402>
|
|||
|
|
【2026-02-02】
|
|||
|
|
15:09 [广告-点击] <|ad_begin|><s_a_99><s_b_1268><s_c_6390>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
|
|||
|
|
17:41 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_3447><s_c_7462>
|
|||
|
|
17:41 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_1292><s_c_7609>
|
|||
|
|
17:49 [视频-评论/点赞/长播] <|video_begin|><s_a_1164><s_b_713><s_c_7772>
|
|||
|
|
17:49 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_2569><s_c_8042>
|
|||
|
|
18:00 [视频-评论/点赞/长播] <|video_begin|><s_a_5295><s_b_4033><s_c_3011>
|
|||
|
|
18:04 [视频-评论/点赞/长播] <|video_begin|><s_a_4646><s_b_3280><s_c_2057>
|
|||
|
|
18:14 [视频-评论/点赞/长播] <|video_begin|><s_a_2367><s_b_7498><s_c_7390>
|
|||
|
|
18:14 [视频-评论/点赞/长播] <|video_begin|><s_a_7308><s_b_7333><s_c_7899>
|
|||
|
|
18:26 [视频-长播] <|video_begin|><s_a_7984><s_b_581><s_c_7448>
|
|||
|
|
18:36 [视频-长播] <|video_begin|><s_a_2899><s_b_4125><s_c_6583>
|
|||
|
|
18:45 [视频-长播] <|video_begin|><s_a_2899><s_b_4125><s_c_7790>
|
|||
|
|
18:45 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_4125><s_c_2530>
|
|||
|
|
18:59 [视频-评论/点赞/长播] <|video_begin|><s_a_4016><s_b_6519><s_c_46>
|
|||
|
|
19:02 [视频-评论/点赞/长播] <|video_begin|><s_a_3738><s_b_7381><s_c_7315>
|
|||
|
|
19:10 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_2737><s_c_3014>
|
|||
|
|
19:16 [视频-长播] <|video_begin|><s_a_532><s_b_3618><s_c_2668>
|
|||
|
|
19:37 [视频-长播] <|video_begin|><s_a_7896><s_b_5647><s_c_3692>
|
|||
|
|
19:52 [视频-长播] <|video_begin|><s_a_2899><s_b_4125><s_c_2661>
|
|||
|
|
19:55 [视频-点赞/长播] <|video_begin|><s_a_7894><s_b_3916><s_c_2282>
|
|||
|
|
【2026-02-03】
|
|||
|
|
05:49 [广告-点击] <|ad_begin|><s_a_2799><s_b_123><s_c_5563>
|
|||
|
|
05:53 [广告-点击] <|ad_begin|><s_a_3385><s_b_7270><s_c_2950>
|
|||
|
|
05:54 [广告-点击] <|ad_begin|><s_a_1190><s_b_7129><s_c_3913>
|
|||
|
|
10:50 [广告-点击] <|ad_begin|><s_a_698><s_b_7214><s_c_77>
|
|||
|
|
14:18 [视频-长播] <|video_begin|><s_a_6099><s_b_6234><s_c_2224>
|
|||
|
|
14:18 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_5571><s_c_6047>
|
|||
|
|
14:18 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_8179><s_c_2357>
|
|||
|
|
14:36 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_3818>
|
|||
|
|
14:38 [广告-点击] <|ad_begin|><s_a_2937><s_b_1411><s_c_1345>
|
|||
|
|
14:39 [广告-点击] <|ad_begin|><s_a_6474><s_b_4134><s_c_8109>
|
|||
|
|
14:43 [视频-长播] <|video_begin|><s_a_1726><s_b_2702><s_c_853>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3721><s_b_506><s_c_6250>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_566><s_c_8130>
|
|||
|
|
18:40 [广告-点击] <|ad_begin|><s_a_6341><s_b_5543><s_c_6059>
|
|||
|
|
21:30 [视频-长播] <|video_begin|><s_a_4667><s_b_3973><s_c_7323>
|
|||
|
|
21:30 [视频-长播] <|video_begin|><s_a_2211><s_b_1337><s_c_8056>
|
|||
|
|
21:30 [视频-长播] <|video_begin|><s_a_1013><s_b_2737><s_c_4518>
|
|||
|
|
21:30 [视频-长播] <|video_begin|><s_a_7385><s_b_850><s_c_3116>
|
|||
|
|
【2026-02-04】
|
|||
|
|
01:43 [广告-点击] <|ad_begin|><s_a_7088><s_b_4917><s_c_1935>
|
|||
|
|
10:29 [视频-长播] <|video_begin|><s_a_1427><s_b_4125><s_c_5220>
|
|||
|
|
10:29 [视频-长播] <|video_begin|><s_a_4113><s_b_3338><s_c_4194>
|
|||
|
|
10:29 [视频-长播] <|video_begin|><s_a_5058><s_b_3827><s_c_6676>
|
|||
|
|
10:40 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_1946>
|
|||
|
|
15:45 [广告-点击] <|ad_begin|><s_a_2469><s_b_2500><s_c_6915>
|
|||
|
|
15:47 [视频-长播] <|video_begin|><s_a_2364><s_b_7936><s_c_907>
|
|||
|
|
15:47 [视频-长播] <|video_begin|><s_a_6018><s_b_5707><s_c_6252>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3141><s_b_5488><s_c_5589>
|
|||
|
|
16:34 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_2335>
|
|||
|
|
16:50 [视频-长播] <|video_begin|><s_a_1427><s_b_7180><s_c_1953>
|
|||
|
|
17:08 [视频-长播] <|video_begin|><s_a_532><s_b_4000><s_c_7315>
|
|||
|
|
17:08 [视频-评论/点赞/长播] <|video_begin|><s_a_5144><s_b_5343><s_c_5187>
|
|||
|
|
17:08 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_7342><s_c_6486>
|
|||
|
|
17:19 [视频-长播] <|video_begin|><s_a_3689><s_b_1165><s_c_8042>
|
|||
|
|
17:19 [视频-长播] <|video_begin|><s_a_1427><s_b_4932><s_c_6919>
|
|||
|
|
17:19 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_123><s_c_2930>
|
|||
|
|
18:25 [视频-长播] <|video_begin|><s_a_532><s_b_4125><s_c_7622>
|
|||
|
|
18:25 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_1590><s_c_3973>
|
|||
|
|
【2026-02-05】
|
|||
|
|
14:27 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_2854><s_c_1935>
|
|||
|
|
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
|||
|
|
核心抽取逻辑（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 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：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
|
|||
|
|
请围绕以下主题提取行为逻辑链：
|
|||
|
|
主题：从被动接收到主动探索的健康焦虑演化
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从被动接收到主动探索的健康焦虑演化",
|
|||
|
|
"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。/think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
<think>
|
|||
|
|
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条关于“从被动接收到主动探索的健康焦虑演化”的行为链。我需要按照时间顺序，找出那些在场景、兴趣或需求上有递进关系的行为，并最终总结出符合任务要求的逻辑链。 我首先注意到，用户的行为时间线跨度很大，从2025年初一直延续到2026年初。在分析初期，我发现用户的兴趣点非常广泛，从美女/帅哥直播，到文化收藏，再到各种日用品和工具的购买，显得有些分散。然而，当我把目光聚焦在“健康”这个主题上时，一条有趣的线索开始浮现，这条线索并非关于用户自身的健康，而是指向了动物或养殖领域。 我的分析起点是2026年1月30日的一次广告点击行为。在这一天，用户点击了一则关于如何处理小猫软便和饮水问题的广告 <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>。虽然这只是一个简单的点击，但它像一颗石子投入水中，激起了涟漪。我推测，这个广告可能首次将“动物健康”这一具体问题推送到用户面前，触发了他对这类问题的初步认知。这是一种被动的信息接收，可能源于偶然的推送，也可能用户家中确实有宠物或对此类话题有潜在的关注。 顺着这条线索，我回溯了用户的购买历史，试图寻找与此相关的行为。我发现在2025年11月，也就是在点击那则宠物健康广告之前，用户已经有过一些非常专业的购买行为。具体来说，在11月17日，他购买了黄芪多糖 <|prod_begin|><s_a_2777><s_b_6467><s_c_225>，这是一种常用于提升猪、牛、羊等禽畜免疫力的产品。这个行为让我感到惊讶，因为它远比处理小猫软便要专业得多。这表明用户对动物健康的关注并非一时兴起，而是已经进入了主动寻求解决方案的阶段，并且关注点是更大型的养殖动物，而非普通宠物。 紧接着，在两天后的11月19日，用户的行为进一步印证了我的推测。他购买了一款名为“犊牛快长”的浓缩加强型产品 <|prod_begin|><s_a_1809><s_b_1465><s_c_5008>。这次购买显示出他的需求变得更加具体和聚焦。
|
|||
|
|
</think>
|
|||
|
|
{"logic_chain":{"name":"从被动接收到主动探索的健康焦虑演化","events":[{"date":"2026-01-30","action":"[广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>","logic":"问题触发：被动接收到关于“宠物软便”和“饮水问题”的广告信息，这构成了用户对动物健康问题的初始认知输入或问题意识的唤醒。"},{"date":"2025-11-17","action":"[商品-购买] <|prod_begin|><s_a_2777><s_b_6467><s_c_225>","logic":"解决方案探索（免疫调节）：在接触到宠物健康信息后，用户购买了“黄芪多糖”，这是一种常用于提升畜禽免疫力的中兽药成分。行为从泛化的健康知识转向了具体的药物成分购买，显示出用户开始主动寻求解决方案。"},{"date":"2025-11-19","action":"[商品-购买] <|prod_begin|><s_a_1809><s_b_1465><s_c_5008>","logic":"需求聚焦（特定功能）：在购买了普适性的免疫调节产品后，用户的需求进一步聚焦到“犊牛快长”这类更具针对性的生长发育类产品上。这表明用户的关注点从“防病”向“促生长”深化，需求更加具体化。"},{"date":"2025-11-30","action":"[直播-关注] <|living_begin|><s_a_704><s_b_765><s_c_2881>","logic":"认知深化与信息渠道升级：在连续购买了两种专业兽药后，用户开始关注专门讲解“林可霉素”、“氟尼辛”等更专业抗生素的“兽药推荐达人”直播。这标志着用户的认知从“买产品”跃迁至“学知识”，主动寻求专业人士的指导，形成了从被动接收信息到主动购买产品，再到寻求专业知识的完整闭环。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2024-10-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_4763><s_c_7586>
|
|||
|
|
【2024-10-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5270><s_c_7599>
|
|||
|
|
【2024-11-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3831><s_b_6092><s_c_6995>
|
|||
|
|
【2024-11-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_7178><s_c_6582>
|
|||
|
|
【2024-12-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2639><s_b_4618><s_c_1061>
|
|||
|
|
【2025-01-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2661><s_b_2916><s_c_968>
|
|||
|
|
【2025-01-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_4516><s_c_4481>
|
|||
|
|
【2025-01-17】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3850><s_b_6454><s_c_8023>
|
|||
|
|
【2025-05-02】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3460><s_b_1910><s_c_4805>
|
|||
|
|
【2025-05-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4009><s_b_4391><s_c_5485>
|
|||
|
|
【2025-05-17】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_7014>
|
|||
|
|
【2025-07-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2073><s_b_765><s_c_1386>
|
|||
|
|
【2025-07-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_3676>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7052><s_c_4724>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3676>
|
|||
|
|
【2025-07-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_7502>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_6525><s_c_7754>
|
|||
|
|
【2025-07-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3898><s_c_7616>
|
|||
|
|
【2025-07-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_624><s_c_5432>
|
|||
|
|
【2025-07-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_1234>
|
|||
|
|
【2025-07-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6758>
|
|||
|
|
【2025-07-22】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4252><s_c_5452>
|
|||
|
|
【2025-07-26】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_4043>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5518>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_6788><s_c_3038>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2087><s_c_4209>
|
|||
|
|
【2025-07-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3815><s_c_439>
|
|||
|
|
【2025-07-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_909>
|
|||
|
|
【2025-08-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_56><s_c_3970>
|
|||
|
|
【2025-08-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1901>
|
|||
|
|
【2025-08-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1362><s_c_4987>
|
|||
|
|
【2025-08-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2221><s_c_4467>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_6611>
|
|||
|
|
【2025-08-22】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5944><s_b_2010><s_c_3450>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2098><s_c_1703>
|
|||
|
|
【2025-08-23】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_4962><s_c_5981>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_5658><s_c_6555>
|
|||
|
|
【2025-08-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_697><s_c_6609>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3501>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6509>
|
|||
|
|
【2025-08-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_2809><s_c_4053>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
|
|||
|
|
【2025-08-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_3722><s_c_20>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4879><s_c_5452>
|
|||
|
|
【2025-08-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_7754>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3791><s_c_536>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4185><s_c_594>
|
|||
|
|
【2025-09-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6058><s_c_875>
|
|||
|
|
【2025-09-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1590><s_c_4315>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4732><s_b_2498><s_c_5135>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4430><s_c_2028>
|
|||
|
|
【2025-09-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_2403>
|
|||
|
|
【2025-09-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
|
|||
|
|
【2025-09-23】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5145><s_c_6202>
|
|||
|
|
【2025-10-01】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
|
|||
|
|
【2025-10-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_1313><s_c_1613>
|
|||
|
|
【2025-10-27】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_35>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5961><s_c_2793>
|
|||
|
|
【2025-10-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
|||
|
|
【2025-10-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4976><s_c_7794>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_3803><s_c_4586>
|
|||
|
|
【2025-12-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5956>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_875>
|
|||
|
|
【2025-12-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5379><s_b_2687><s_c_495>
|
|||
|
|
【2025-12-27】
|
|||
|
|
02:54 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_581><s_c_4978>
|
|||
|
|
03:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2370>
|
|||
|
|
05:26 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6544><s_c_6227>
|
|||
|
|
08:33 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_1029><s_c_4625>
|
|||
|
|
10:03 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2737><s_c_4636>
|
|||
|
|
11:52 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7180><s_c_4636>
|
|||
|
|
14:53 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7180>
|
|||
|
|
【2025-12-29】
|
|||
|
|
10:01 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_113>
|
|||
|
|
【2025-12-31】
|
|||
|
|
00:29 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
|
|||
|
|
00:40 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
|
|||
|
|
【2026-01-02】
|
|||
|
|
09:50 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_1322>
|
|||
|
|
11:58 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3476>
|
|||
|
|
【2026-01-03】
|
|||
|
|
11:44 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1322>
|
|||
|
|
12:09 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_414><s_c_2988>
|
|||
|
|
16:00 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1206><s_c_3998>
|
|||
|
|
17:05 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_3193><s_c_7449>
|
|||
|
|
【2026-01-04】
|
|||
|
|
11:29 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1141><s_c_2370>
|
|||
|
|
13:22 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5200><s_c_5563>
|
|||
|
|
16:14 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_5339><s_c_6313>
|
|||
|
|
17:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
|
|||
|
|
【2026-01-05】
|
|||
|
|
10:44 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2370>
|
|||
|
|
13:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_1935>
|
|||
|
|
【2026-01-06】
|
|||
|
|
06:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7665><s_c_1659>
|
|||
|
|
18:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_191>
|
|||
|
|
19:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1368>
|
|||
|
|
19:41 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7608><s_c_5554>
|
|||
|
|
【2026-01-07】
|
|||
|
|
01:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6776><s_c_4879>
|
|||
|
|
13:47 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_2737><s_c_143>
|
|||
|
|
【2026-01-08】
|
|||
|
|
05:04 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_5267>
|
|||
|
|
16:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
|
|||
|
|
【2026-01-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_7342><s_c_2513>
|
|||
|
|
08:15 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_6879>
|
|||
|
|
08:30 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5840><s_c_597>
|
|||
|
|
【2026-01-11】
|
|||
|
|
02:48 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
|
|||
|
|
【2026-01-12】
|
|||
|
|
06:12 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1141><s_c_3877>
|
|||
|
|
08:20 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5073>
|
|||
|
|
【2026-01-13】
|
|||
|
|
05:16 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6519><s_c_2568>
|
|||
|
|
08:17 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_1206><s_c_7003>
|
|||
|
|
12:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
|||
|
|
12:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
|||
|
|
13:24 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
|
|||
|
|
13:24 [广告-点击] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
|
|||
|
|
【2026-01-14】
|
|||
|
|
05:47 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
|
|||
|
|
05:47 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
|
|||
|
|
06:32 [广告-深度转化] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
|
|||
|
|
06:32 [广告-点击] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
|
|||
|
|
11:54 [广告-点击] <|ad_begin|><s_a_6921><s_b_1141><s_c_4923>
|
|||
|
|
12:11 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
|
|||
|
|
12:11 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
|
|||
|
|
12:43 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
|
|||
|
|
14:28 [广告-点击] <|ad_begin|><s_a_3738><s_b_839><s_c_3501>
|
|||
|
|
【2026-01-15】
|
|||
|
|
03:23 [广告-点击] <|ad_begin|><s_a_7075><s_b_3932><s_c_1284>
|
|||
|
|
13:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
|
|||
|
|
13:04 [广告-点击] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
|
|||
|
|
【2026-01-16】
|
|||
|
|
04:24 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
|
|||
|
|
04:24 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
|
|||
|
|
07:37 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
|
|||
|
|
07:37 [广告-点击] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
|
|||
|
|
16:20 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
|
|||
|
|
16:20 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
|
|||
|
|
20:35 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
|
|||
|
|
【2026-01-17】
|
|||
|
|
01:27 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
|
|||
|
|
01:27 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
|
|||
|
|
03:32 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
|||
|
|
03:32 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
|||
|
|
05:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
|
|||
|
|
05:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
|
|||
|
|
07:13 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
|
|||
|
|
07:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
|
|||
|
|
13:13 [广告-点击] <|ad_begin|><s_a_1351><s_b_1277><s_c_842>
|
|||
|
|
13:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
|
|||
|
|
13:33 [广告-点击] <|ad_begin|><s_a_5687><s_b_7498><s_c_141>
|
|||
|
|
14:47 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
|
|||
|
|
14:47 [广告-点击] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
|
|||
|
|
【2026-01-18】
|
|||
|
|
08:11 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
|
|||
|
|
08:11 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
|
|||
|
|
09:23 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
|
|||
|
|
【2026-01-19】
|
|||
|
|
11:47 [广告-点击] <|ad_begin|><s_a_7931><s_b_1206><s_c_7548>
|
|||
|
|
13:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
|
|||
|
|
13:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
|
|||
|
|
【2026-01-20】
|
|||
|
|
04:07 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
|||
|
|
04:07 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
|||
|
|
【2026-01-21】
|
|||
|
|
15:51 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
|
|||
|
|
15:51 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
|
|||
|
|
【2026-01-22】
|
|||
|
|
00:28 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
|
|||
|
|
00:28 [广告-点击] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
|
|||
|
|
01:22 [广告-点击] <|ad_begin|><s_a_1754><s_b_3518><s_c_4742>
|
|||
|
|
04:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
|
|||
|
|
04:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
|
|||
|
|
04:51 [广告-点击] <|ad_begin|><s_a_5555><s_b_1141><s_c_7449>
|
|||
|
|
【2026-01-23】
|
|||
|
|
03:41 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
|
|||
|
|
14:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3594><s_c_5609>
|
|||
|
|
17:44 [广告-点击] <|ad_begin|><s_a_562><s_b_1717><s_c_1009>
|
|||
|
|
20:38 [广告-点击] <|ad_begin|><s_a_2470><s_b_5074><s_c_5952>
|
|||
|
|
【2026-01-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
|||
|
|
07:31 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3026>
|
|||
|
|
08:02 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
|
|||
|
|
08:02 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
|
|||
|
|
08:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_7671>
|
|||
|
|
12:37 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
|||
|
|
15:07 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
|
|||
|
|
15:07 [广告-点击] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
|
|||
|
|
15:24 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
|||
|
|
【2026-01-25】
|
|||
|
|
04:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
|||
|
|
23:17 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
|||
|
|
【2026-01-26】
|
|||
|
|
07:12 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
|||
|
|
07:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
|||
|
|
07:36 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
|
|||
|
|
07:36 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
|
|||
|
|
12:35 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
|
|||
|
|
12:35 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
|
|||
|
|
18:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
|
|||
|
|
18:12 [广告-点击] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
|
|||
|
|
【2026-01-27】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_3340><s_c_1342>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_2237><s_c_4277>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_200><s_c_2035>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_5590><s_c_6542>
|
|||
|
|
09:33 [广告-深度转化] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
|
|||
|
|
09:33 [广告-点击] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
|
|||
|
|
12:33 [广告-点击] <|ad_begin|><s_a_2899><s_b_3193><s_c_3402>
|
|||
|
|
16:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_1277><s_c_5964>
|
|||
|
|
【2026-01-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_7537><s_c_1167>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
|||
|
|
13:03 [广告-点击] <|ad_begin|><s_a_7374><s_b_4497><s_c_439>
|
|||
|
|
14:27 [视频-评论/长播] <|video_begin|><s_a_7729><s_b_2200><s_c_535>
|
|||
|
|
15:32 [视频-评论/长播] <|video_begin|><s_a_6258><s_b_6924><s_c_4654>
|
|||
|
|
【2026-01-29】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6194><s_c_642>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3147><s_c_5434>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2448><s_c_912>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_6351><s_c_6777>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_7251>
|
|||
|
|
07:03 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
|
|||
|
|
07:03 [广告-点击] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
|
|||
|
|
15:12 [视频-评论/长播] <|video_begin|><s_a_5720><s_b_7762><s_c_71>
|
|||
|
|
15:16 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3898><s_c_3115>
|
|||
|
|
16:05 [视频-评论/长播] <|video_begin|><s_a_6697><s_b_4688><s_c_2788>
|
|||
|
|
16:13 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_3472><s_c_1321>
|
|||
|
|
16:24 [广告-点击] <|ad_begin|><s_a_8127><s_b_8058><s_c_2568>
|
|||
|
|
17:46 [视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>
|
|||
|
|
【2026-01-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5963><s_c_3909>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5658><s_c_2237>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2572><s_c_4908>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1966><s_c_5540>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3378><s_c_1164>
|
|||
|
|
04:18 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_2678>
|
|||
|
|
【2026-01-31】
|
|||
|
|
05:00 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
|
|||
|
|
05:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
|
|||
|
|
11:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_6170>
|
|||
|
|
14:54 [视频-转发/长播] <|video_begin|><s_a_2616><s_b_3417><s_c_7684>
|
|||
|
|
17:10 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_4311>
|
|||
|
|
17:11 [视频-评论/长播] <|video_begin|><s_a_16><s_b_7549><s_c_1004>
|
|||
|
|
17:40 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
|||
|
|
【2026-02-01】
|
|||
|
|
00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
|
|||
|
|
02:09 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_6436><s_c_7076>
|
|||
|
|
02:16 [视频-评论/长播] <|video_begin|><s_a_4113><s_b_5647><s_c_7241>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_2752><s_c_3965>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5348><s_c_7506>
|
|||
|
|
04:30 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_7566>
|
|||
|
|
04:44 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
|
|||
|
|
04:44 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
|
|||
|
|
11:55 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_1315>
|
|||
|
|
14:57 [视频-转发/点赞/长播] <|video_begin|><s_a_4684><s_b_6436><s_c_2344>
|
|||
|
|
19:22 [视频-评论/长播] <|video_begin|><s_a_5741><s_b_4932><s_c_1403>
|
|||
|
|
【2026-02-02】
|
|||
|
|
01:19 [视频-评论/长播] <|video_begin|><s_a_488><s_b_4879><s_c_5657>
|
|||
|
|
01:47 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_7894><s_c_7452>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_102><s_b_6160><s_c_7486>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6158><s_c_6608>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_3471><s_c_4856>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_5246>
|
|||
|
|
05:25 [视频-评论/长播] <|video_begin|><s_a_457><s_b_6400><s_c_5737>
|
|||
|
|
05:40 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1552>
|
|||
|
|
05:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_800><s_c_2262>
|
|||
|
|
07:03 [广告-点击] <|ad_begin|><s_a_3001><s_b_4753><s_c_3447>
|
|||
|
|
07:47 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_3902><s_c_7899>
|
|||
|
|
08:10 [视频-评论/长播] <|video_begin|><s_a_3026><s_b_2817><s_c_2661>
|
|||
|
|
12:04 [视频-评论/长播] <|video_begin|><s_a_5146><s_b_59><s_c_7790>
|
|||
|
|
【2026-02-03】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_1226><s_c_3207>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_1395><s_c_4085>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1263><s_b_1966><s_c_3797>
|
|||
|
|
06:37 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_6436><s_c_1535>
|
|||
|
|
06:47 [视频-浏览] <|video_begin|><s_a_5144><s_b_6436><s_c_2693>
|
|||
|
|
06:54 [视频-评论/长播] <|video_begin|><s_a_892><s_b_988><s_c_2568>
|
|||
|
|
07:01 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_7257>
|
|||
|
|
12:33 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
|||
|
|
12:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
|||
|
|
12:57 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
|
|||
|
|
12:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
|
|||
|
|
13:23 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_7549><s_c_3116>
|
|||
|
|
14:47 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_8008><s_c_6185>
|
|||
|
|
15:20 [视频-评论/长播] <|video_begin|><s_a_457><s_b_4410><s_c_7601>
|
|||
|
|
16:58 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6006><s_c_6185>
|
|||
|
|
17:21 [视频-评论/长播] <|video_begin|><s_a_457><s_b_3193><s_c_5679>
|
|||
|
|
17:39 [视频-浏览] <|video_begin|><s_a_5023><s_b_6436><s_c_3330>
|
|||
|
|
【2026-02-04】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_4072><s_c_5975>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6634><s_b_1991><s_c_6005>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6148><s_b_4975><s_c_7297>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_689><s_c_81>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_1700><s_c_1609>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5755><s_b_4150><s_c_4244>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_5487><s_c_6981>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_4692><s_c_234>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7772><s_b_3297><s_c_5785>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_326><s_c_4886>
|
|||
|
|
20:43 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7586>
|
|||
|
|
20:53 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_2568>
|
|||
|
|
21:10 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_2419><s_c_5209>
|
|||
|
|
21:18 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6761><s_c_4247>
|
|||
|
|
21:25 [视频-评论/长播] <|video_begin|><s_a_2080><s_b_7164><s_c_2447>
|
|||
|
|
21:35 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6051><s_c_2425>
|
|||
|
|
21:39 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_4548>
|
|||
|
|
21:44 [视频-评论/长播] <|video_begin|><s_a_3363><s_b_6436><s_c_5928>
|
|||
|
|
21:52 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_6436><s_c_967>
|
|||
|
|
21:52 [视频-评论/长播] <|video_begin|><s_a_4284><s_b_4939><s_c_6185>
|
|||
|
|
21:59 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_853>
|
|||
|
|
22:12 [视频-评论/长播] <|video_begin|><s_a_6776><s_b_2919><s_c_2768>
|
|||
|
|
23:19 [广告-点击] <|ad_begin|><s_a_1726><s_b_6432><s_c_3777>
|
|||
|
|
23:52 [视频-浏览] <|video_begin|><s_a_5555><s_b_2799><s_c_6547>
|
|||
|
|
【2026-02-05】
|
|||
|
|
00:37 [视频-长播] <|video_begin|><s_a_5903><s_b_8008><s_c_7899>
|
|||
|
|
00:41 [视频-长播] <|video_begin|><s_a_1336><s_b_4508><s_c_77>
|
|||
|
|
00:41 [视频-长播] <|video_begin|><s_a_8127><s_b_4496><s_c_4373>
|
|||
|
|
00:41 [视频-长播] <|video_begin|><s_a_3766><s_b_3417><s_c_6379>
|
|||
|
|
01:08 [视频-收藏/长播] <|video_begin|><s_a_3095><s_b_6726><s_c_7187>
|
|||
|
|
01:25 [视频-长播] <|video_begin|><s_a_5903><s_b_6442><s_c_1939>
|
|||
|
|
01:31 [视频-长播] <|video_begin|><s_a_7328><s_b_5714><s_c_499>
|
|||
|
|
01:31 [视频-长播] <|video_begin|><s_a_2058><s_b_1292><s_c_853>
|
|||
|
|
01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_4125><s_c_4451>
|
|||
|
|
01:38 [视频-长播] <|video_begin|><s_a_3431><s_b_7684><s_c_359>
|
|||
|
|
01:38 [视频-长播] <|video_begin|><s_a_6442><s_b_1284><s_c_1658>
|
|||
|
|
01:54 [视频-评论/长播] <|video_begin|><s_a_532><s_b_978><s_c_814>
|
|||
|
|
01:54 [视频-长播] <|video_begin|><s_a_7130><s_b_4932><s_c_6767>
|
|||
|
|
01:54 [视频-长播] <|video_begin|><s_a_3115><s_b_4932><s_c_2913>
|
|||
|
|
02:06 [视频-评论/长播] <|video_begin|><s_a_1210><s_b_8024><s_c_7598>
|
|||
|
|
02:06 [视频-长播] <|video_begin|><s_a_4598><s_b_6761><s_c_2398>
|
|||
|
|
02:16 [视频-评论/长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
|
|||
|
|
02:25 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6730><s_c_47>
|
|||
|
|
02:25 [视频-长播] <|video_begin|><s_a_5146><s_b_1190><s_c_4923>
|
|||
|
|
02:25 [视频-长播] <|video_begin|><s_a_2051><s_b_7337><s_c_7073>
|
|||
|
|
02:30 [视频-长播] <|video_begin|><s_a_6594><s_b_978><s_c_2530>
|
|||
|
|
02:40 [视频-长播] <|video_begin|><s_a_6219><s_b_7386><s_c_2298>
|
|||
|
|
02:43 [视频-长播] <|video_begin|><s_a_5720><s_b_5511><s_c_677>
|
|||
|
|
02:43 [视频-长播] <|video_begin|><s_a_5568><s_b_1292><s_c_6379>
|
|||
|
|
02:47 [视频-长播] <|video_begin|><s_a_2015><s_b_3873><s_c_6509>
|
|||
|
|
02:51 [视频-评论/长播] <|video_begin|><s_a_5134><s_b_1411><s_c_3716>
|
|||
|
|
03:11 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_4944><s_c_7899>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_2469><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_6358><s_c_7329>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4048><s_b_206><s_c_4393>
|
|||
|
|
03:32 [视频-长播] <|video_begin|><s_a_757><s_b_177><s_c_6047>
|
|||
|
|
03:32 [视频-长播] <|video_begin|><s_a_2367><s_b_6442><s_c_7390>
|
|||
|
|
03:37 [视频-长播] <|video_begin|><s_a_2367><s_b_5511><s_c_7390>
|
|||
|
|
03:55 [视频-长播] <|video_begin|><s_a_4367><s_b_6358><s_c_5641>
|
|||
|
|
03:55 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_696>
|
|||
|
|
04:01 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_4252><s_c_7754>
|
|||
|
|
04:01 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_4746><s_c_2912>
|
|||
|
|
04:01 [视频-长播] <|video_begin|><s_a_4540><s_b_5676><s_c_1933>
|
|||
|
|
04:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
|||
|
|
04:09 [视频-长播] <|video_begin|><s_a_4615><s_b_1292><s_c_441>
|
|||
|
|
04:17 [视频-长播] <|video_begin|><s_a_3689><s_b_2737><s_c_4629>
|
|||
|
|
04:53 [视频-长播] <|video_begin|><s_a_7562><s_b_3235><s_c_638>
|
|||
|
|
04:53 [视频-长播] <|video_begin|><s_a_4392><s_b_2817><s_c_3171>
|
|||
|
|
05:45 [视频-长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
|||
|
|
05:59 [视频-长播] <|video_begin|><s_a_3738><s_b_6234><s_c_1178>
|
|||
|
|
05:59 [视频-长播] <|video_begin|><s_a_3001><s_b_3063><s_c_5563>
|
|||
|
|
05:59 [视频-长播] <|video_begin|><s_a_6704><s_b_5714><s_c_6674>
|
|||
|
|
06:13 [视频-长播] <|video_begin|><s_a_4615><s_b_5797><s_c_6962>
|
|||
|
|
06:13 [视频-长播] <|video_begin|><s_a_148><s_b_434><s_c_25>
|
|||
|
|
06:32 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_7493><s_c_6707>
|
|||
|
|
06:32 [视频-长播] <|video_begin|><s_a_2015><s_b_1799><s_c_7315>
|
|||
|
|
06:39 [视频-长播] <|video_begin|><s_a_1853><s_b_4246><s_c_2070>
|
|||
|
|
06:45 [视频-长播] <|video_begin|><s_a_3738><s_b_1206><s_c_3026>
|
|||
|
|
07:01 [视频-长播] <|video_begin|><s_a_5903><s_b_5797><s_c_6873>
|
|||
|
|
07:01 [视频-长播] <|video_begin|><s_a_2015><s_b_978><s_c_4636>
|
|||
|
|
07:07 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4595>
|
|||
|
|
07:07 [视频-长播] <|video_begin|><s_a_942><s_b_4746><s_c_5737>
|
|||
|
|
07:22 [视频-长播] <|video_begin|><s_a_4615><s_b_1795><s_c_2693>
|
|||
|
|
07:22 [视频-长播] <|video_begin|><s_a_6604><s_b_7344><s_c_406>
|
|||
|
|
07:22 [视频-长播] <|video_begin|><s_a_3935><s_b_850><s_c_3775>
|
|||
|
|
07:34 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_978><s_c_1118>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_2411><s_b_7337><s_c_6032>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_892><s_b_6436><s_c_7456>
|
|||
|
|
07:41 [视频-长播] <|video_begin|><s_a_4615><s_b_3235><s_c_4712>
|
|||
|
|
07:41 [视频-长播] <|video_begin|><s_a_1781><s_b_5200><s_c_7420>
|
|||
|
|
07:57 [视频-长播] <|video_begin|><s_a_7453><s_b_5216><s_c_4221>
|
|||
|
|
07:57 [视频-长播] <|video_begin|><s_a_7385><s_b_3731><s_c_47>
|
|||
|
|
08:10 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1265>
|
|||
|
|
13:01 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
|
|||
|
|
13:01 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
|
|||
|
|
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 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
|
|||
|
|
核心逻辑要求（递进性准则）：
|
|||
|
|
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
|||
|
|
1.场景驱动协同：交互 B 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 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
|
|||
|
|
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 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。
|
|||
|
|
请根据以下主题提取行为逻辑链：
|
|||
|
|
主题：从被动接收信息到主动探索知识的兴趣演化
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从被动接收信息到主动探索知识的兴趣演化",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
{"logic_chain":{"name":"从被动接收信息到主动探索知识的兴趣演化","events":[{"date":"2026-01-26","action":"[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>","logic":"初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"},{"date":"2026-01-29","action":"[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>","logic":"行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2023-09-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_6205><s_c_862>
|
|||
|
|
【2023-09-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_2469><s_c_3919>
|
|||
|
|
【2023-10-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_2312><s_c_5978>
|
|||
|
|
【2023-10-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7692><s_b_3718><s_c_386>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_5456><s_c_2273>
|
|||
|
|
【2023-11-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_2312><s_c_5211>
|
|||
|
|
【2023-12-09】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_5636><s_c_5286>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_2095><s_c_3056>
|
|||
|
|
【2023-12-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_6065><s_c_2194>
|
|||
|
|
【2024-02-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4619><s_c_1894>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5272><s_c_2895>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6243><s_c_817>
|
|||
|
|
【2024-07-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5127><s_b_3585><s_c_5765>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5323><s_b_2127><s_c_6247>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_4962><s_c_3013>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5402><s_b_1101><s_c_1221>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5402><s_b_3559><s_c_7741>
|
|||
|
|
【2024-07-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1748><s_b_1695><s_c_6920>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_5588><s_c_1469>
|
|||
|
|
【2024-09-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_747><s_b_7355><s_c_5688>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1094><s_b_1762><s_c_6423>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_81><s_b_6780><s_c_1045>
|
|||
|
|
【2024-10-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1751><s_c_7691>
|
|||
|
|
【2024-10-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5258><s_b_2187><s_c_1670>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1604><s_b_3146><s_c_3335>
|
|||
|
|
【2024-10-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7523><s_b_5763><s_c_1005>
|
|||
|
|
【2024-12-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3351><s_b_1992><s_c_1809>
|
|||
|
|
【2024-12-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4620><s_b_4516><s_c_5647>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_89><s_c_5435>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3351><s_b_1992><s_c_1809>
|
|||
|
|
【2025-01-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7364><s_b_4516><s_c_3236>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_2191><s_c_277>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5206><s_b_6641><s_c_3111>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_21><s_c_3692>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3027><s_b_81><s_c_7213>
|
|||
|
|
【2025-01-11】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_3589>
|
|||
|
|
【2025-01-13】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_602>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_417><s_b_451><s_c_6278>
|
|||
|
|
【2025-01-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_1354>
|
|||
|
|
【2025-01-16】
|
|||
|
|
--:-- [直播-关注/打赏] <|living_begin|><s_a_1658><s_b_3280><s_c_875>
|
|||
|
|
【2025-01-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4885><s_c_6322>
|
|||
|
|
--:-- [直播-关注/打赏] <|living_begin|><s_a_6475><s_b_451><s_c_6185>
|
|||
|
|
【2025-01-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_1140>
|
|||
|
|
【2025-02-03】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4567><s_b_3313><s_c_2536>
|
|||
|
|
【2025-02-11】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4409><s_b_581><s_c_2695>
|
|||
|
|
【2025-02-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4288><s_c_6202>
|
|||
|
|
【2025-02-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_602>
|
|||
|
|
【2025-02-16】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_6189>
|
|||
|
|
【2025-02-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6456><s_b_6244><s_c_875>
|
|||
|
|
【2025-03-05】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
|||
|
|
【2025-03-26】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_5523><s_b_7495><s_c_6327>
|
|||
|
|
【2025-04-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_677>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_239><s_b_6039><s_c_875>
|
|||
|
|
【2025-04-12】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_3916><s_c_1957>
|
|||
|
|
【2025-04-18】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_7342><s_c_3676>
|
|||
|
|
【2025-04-20】
|
|||
|
|
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_4864><s_c_6509>
|
|||
|
|
【2025-04-26】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6704>
|
|||
|
|
【2025-05-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5667><s_b_404><s_c_7951>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_3006><s_c_536>
|
|||
|
|
【2025-05-12】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_2168><s_b_1089><s_c_2475>
|
|||
|
|
【2025-05-14】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_5696><s_c_3501>
|
|||
|
|
【2025-05-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_4617>
|
|||
|
|
【2025-05-20】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_946><s_c_3501>
|
|||
|
|
【2025-05-23】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_909>
|
|||
|
|
【2025-06-19】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_1495>
|
|||
|
|
【2025-07-02】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
|
|||
|
|
【2025-07-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7698><s_b_5343><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3006><s_c_7754>
|
|||
|
|
【2025-07-04】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_6475><s_b_7342><s_c_2514>
|
|||
|
|
【2025-09-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_7768><s_c_7319>
|
|||
|
|
【2025-09-23】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_459><s_b_3898><s_c_2411>
|
|||
|
|
【2025-09-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_5921>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_4037><s_c_2298>
|
|||
|
|
【2025-10-06】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_5384><s_c_3026>
|
|||
|
|
【2025-10-24】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_1715><s_c_3080>
|
|||
|
|
【2025-10-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7571><s_c_6202>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3236><s_c_5>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
|||
|
|
【2025-10-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3916><s_c_4092>
|
|||
|
|
【2025-10-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_2752><s_c_2655>
|
|||
|
|
【2025-11-01】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_2498><s_c_5882>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_6466><s_c_6256>
|
|||
|
|
【2025-11-04】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_3248><s_c_4084>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3248><s_b_5442><s_c_6073>
|
|||
|
|
【2025-11-05】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_616>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
|
|||
|
|
【2025-11-07】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_1021><s_c_1692>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_203><s_c_1469>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3598><s_c_528>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4555><s_c_2282>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4659><s_c_6932>
|
|||
|
|
【2025-11-09】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_6119><s_c_173>
|
|||
|
|
【2025-11-11】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_425><s_b_222><s_c_6005>
|
|||
|
|
【2025-11-27】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
|||
|
|
【2025-11-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
|||
|
|
【2025-11-29】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
|||
|
|
【2025-11-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4659><s_c_6932>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_4156><s_c_2282>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3236><s_c_5>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_6466><s_c_6256>
|
|||
|
|
【2025-12-01】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_7687><s_c_3187>
|
|||
|
|
【2025-12-03】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
|||
|
|
【2025-12-10】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
|||
|
|
17:27 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2854><s_c_495>
|
|||
|
|
【2025-12-15】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_3313><s_c_710>
|
|||
|
|
15:32 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_597>
|
|||
|
|
19:41 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_1407><s_c_6278>
|
|||
|
|
23:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
|
|||
|
|
【2025-12-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8049><s_c_6278>
|
|||
|
|
21:45 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_2756>
|
|||
|
|
【2025-12-17】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5343><s_c_2411>
|
|||
|
|
10:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1265>
|
|||
|
|
21:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5893><s_c_869>
|
|||
|
|
【2025-12-18】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1747><s_c_527>
|
|||
|
|
【2025-12-19】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_7476>
|
|||
|
|
【2025-12-22】
|
|||
|
|
18:08 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5378><s_c_1015>
|
|||
|
|
【2025-12-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_4208>
|
|||
|
|
20:28 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7638>
|
|||
|
|
20:40 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1288><s_c_5563>
|
|||
|
|
【2025-12-24】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_5841><s_c_6202>
|
|||
|
|
【2025-12-26】
|
|||
|
|
22:10 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4932>
|
|||
|
|
【2025-12-27】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2027><s_b_2027><s_c_2168>
|
|||
|
|
【2025-12-28】
|
|||
|
|
21:05 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4468>
|
|||
|
|
【2025-12-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_363><s_b_7650><s_c_3373>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4073><s_b_7291><s_c_6278>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_7664><s_c_5773>
|
|||
|
|
【2025-12-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_1715><s_c_589>
|
|||
|
|
【2025-12-31】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2168><s_b_5727><s_c_2953>
|
|||
|
|
06:10 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1093>
|
|||
|
|
06:38 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_655>
|
|||
|
|
06:38 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_655>
|
|||
|
|
06:58 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2460>
|
|||
|
|
07:01 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_5776>
|
|||
|
|
08:07 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_1009>
|
|||
|
|
08:41 [广告-点击] <|ad_begin|><s_a_2464><s_b_4746><s_c_1140>
|
|||
|
|
【2026-01-01】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_1137><s_c_3026>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_194><s_b_6234><s_c_2403>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_56><s_c_1908>
|
|||
|
|
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_451><s_c_2838>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_1856><s_c_5452>
|
|||
|
|
【2026-01-02】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7217><s_c_6278>
|
|||
|
|
【2026-01-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4579><s_b_2379><s_c_6202>
|
|||
|
|
06:56 [广告-点击] <|ad_begin|><s_a_2464><s_b_4746><s_c_3775>
|
|||
|
|
06:57 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_859>
|
|||
|
|
06:57 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_859>
|
|||
|
|
【2026-01-04】
|
|||
|
|
01:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4033><s_c_3363>
|
|||
|
|
01:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_3363>
|
|||
|
|
01:45 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1402>
|
|||
|
|
19:07 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_4932>
|
|||
|
|
19:07 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_4932>
|
|||
|
|
19:51 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3006><s_c_195>
|
|||
|
|
19:51 [广告-点击] <|ad_begin|><s_a_786><s_b_3006><s_c_195>
|
|||
|
|
20:13 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_6051><s_c_5558>
|
|||
|
|
20:13 [广告-点击] <|ad_begin|><s_a_6399><s_b_6051><s_c_5558>
|
|||
|
|
【2026-01-05】
|
|||
|
|
01:05 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_5543><s_c_5563>
|
|||
|
|
01:05 [广告-点击] <|ad_begin|><s_a_6275><s_b_5543><s_c_5563>
|
|||
|
|
03:54 [广告-点击] <|ad_begin|><s_a_2832><s_b_5551><s_c_5563>
|
|||
|
|
03:56 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_7608><s_c_5563>
|
|||
|
|
03:56 [广告-点击] <|ad_begin|><s_a_6921><s_b_7608><s_c_5563>
|
|||
|
|
【2026-01-06】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2098><s_c_6074>
|
|||
|
|
【2026-01-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6252>
|
|||
|
|
18:10 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_1330><s_c_997>
|
|||
|
|
18:10 [广告-点击] <|ad_begin|><s_a_7314><s_b_1330><s_c_997>
|
|||
|
|
【2026-01-10】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_2007><s_c_7173>
|
|||
|
|
【2026-01-12】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_7858><s_c_2325>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_4386><s_c_2944>
|
|||
|
|
【2026-01-13】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5089><s_b_1704><s_c_4379>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1574><s_b_5852><s_c_4368>
|
|||
|
|
17:23 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_4648>
|
|||
|
|
17:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_907>
|
|||
|
|
17:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_907>
|
|||
|
|
【2026-01-14】
|
|||
|
|
02:18 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
|
|||
|
|
02:18 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
|
|||
|
|
02:30 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_4571><s_c_1933>
|
|||
|
|
02:30 [广告-点击] <|ad_begin|><s_a_1708><s_b_4571><s_c_1933>
|
|||
|
|
【2026-01-15】
|
|||
|
|
17:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7719>
|
|||
|
|
18:58 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
|
|||
|
|
18:58 [广告-点击] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
|
|||
|
|
【2026-01-17】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7891><s_b_4937><s_c_7065>
|
|||
|
|
【2026-01-18】
|
|||
|
|
18:16 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_2492>
|
|||
|
|
18:23 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_1952><s_c_5687>
|
|||
|
|
18:23 [广告-点击] <|ad_begin|><s_a_7314><s_b_1952><s_c_5687>
|
|||
|
|
【2026-01-19】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1674><s_b_931><s_c_2639>
|
|||
|
|
【2026-01-20】
|
|||
|
|
20:05 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_1358><s_c_7797>
|
|||
|
|
20:05 [广告-点击] <|ad_begin|><s_a_2996><s_b_1358><s_c_7797>
|
|||
|
|
20:12 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_2398>
|
|||
|
|
20:13 [广告-点击] <|ad_begin|><s_a_2038><s_b_1411><s_c_2309>
|
|||
|
|
21:50 [广告-点击] <|ad_begin|><s_a_7112><s_b_1926><s_c_3047>
|
|||
|
|
【2026-01-21】
|
|||
|
|
17:02 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6519><s_c_5673>
|
|||
|
|
17:02 [广告-点击] <|ad_begin|><s_a_1393><s_b_6519><s_c_5673>
|
|||
|
|
17:39 [广告-点击] <|ad_begin|><s_a_4351><s_b_3472><s_c_1306>
|
|||
|
|
17:40 [视频-点赞/长播] <|video_begin|><s_a_7738><s_b_5696><s_c_7894>
|
|||
|
|
17:40 [视频-浏览] <|video_begin|><s_a_7542><s_b_441><s_c_499>
|
|||
|
|
18:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_314>
|
|||
|
|
21:56 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_1935>
|
|||
|
|
22:22 [视频-浏览] <|video_begin|><s_a_3388><s_b_5260><s_c_2513>
|
|||
|
|
【2026-01-22】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_1354>
|
|||
|
|
【2026-01-23】
|
|||
|
|
18:54 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6045><s_c_6278>
|
|||
|
|
19:25 [广告-点击] <|ad_begin|><s_a_4020><s_b_3182><s_c_8109>
|
|||
|
|
19:31 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_1659>
|
|||
|
|
19:31 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1659>
|
|||
|
|
【2026-01-24】
|
|||
|
|
13:07 [视频-点赞/长播] <|video_begin|><s_a_3996><s_b_1013><s_c_3217>
|
|||
|
|
16:28 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5676><s_c_7353>
|
|||
|
|
16:28 [视频-评论/长播] <|video_begin|><s_a_7411><s_b_2419><s_c_4543>
|
|||
|
|
17:11 [视频-点赞/长播] <|video_begin|><s_a_768><s_b_3417><s_c_1>
|
|||
|
|
18:58 [视频-评论/长播] <|video_begin|><s_a_6140><s_b_3564><s_c_8061>
|
|||
|
|
【2026-01-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4344>
|
|||
|
|
01:21 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_2569><s_c_47>
|
|||
|
|
09:17 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3340>
|
|||
|
|
09:17 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_3340>
|
|||
|
|
14:38 [视频-点赞/长播] <|video_begin|><s_a_3532><s_b_25><s_c_2309>
|
|||
|
|
19:24 [广告-点击] <|ad_begin|><s_a_7294><s_b_6582><s_c_7263>
|
|||
|
|
19:54 [广告-深度转化] <|ad_begin|><s_a_2954><s_b_7655><s_c_424>
|
|||
|
|
19:54 [广告-点击] <|ad_begin|><s_a_2954><s_b_7655><s_c_424>
|
|||
|
|
19:54 [广告-点击] <|ad_begin|><s_a_4632><s_b_6907><s_c_4994>
|
|||
|
|
19:55 [广告-点击] <|ad_begin|><s_a_2038><s_b_5061><s_c_6962>
|
|||
|
|
19:56 [广告-点击] <|ad_begin|><s_a_2038><s_b_6819><s_c_3221>
|
|||
|
|
19:58 [广告-点击] <|ad_begin|><s_a_4632><s_b_4340><s_c_3016>
|
|||
|
|
20:00 [广告-点击] <|ad_begin|><s_a_7294><s_b_6582><s_c_7263>
|
|||
|
|
20:01 [广告-点击] <|ad_begin|><s_a_3014><s_b_6973><s_c_929>
|
|||
|
|
20:03 [广告-点击] <|ad_begin|><s_a_4020><s_b_477><s_c_6176>
|
|||
|
|
20:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_4932>
|
|||
|
|
20:08 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_4932>
|
|||
|
|
【2026-01-26】
|
|||
|
|
07:42 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_1952><s_c_5259>
|
|||
|
|
22:05 [广告-点击] <|ad_begin|><s_a_7294><s_b_6582><s_c_7263>
|
|||
|
|
22:10 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_853>
|
|||
|
|
22:10 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_853>
|
|||
|
|
23:18 [广告-点击] <|ad_begin|><s_a_2859><s_b_3006><s_c_7609>
|
|||
|
|
23:58 [广告-点击] <|ad_begin|><s_a_1726><s_b_3006><s_c_4997>
|
|||
|
|
【2026-01-27】
|
|||
|
|
00:03 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4978>
|
|||
|
|
19:44 [广告-点击] <|ad_begin|><s_a_1708><s_b_665><s_c_3349>
|
|||
|
|
20:39 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_3640><s_c_1148>
|
|||
|
|
20:39 [广告-点击] <|ad_begin|><s_a_1608><s_b_3640><s_c_1148>
|
|||
|
|
21:17 [广告-点击] <|ad_begin|><s_a_923><s_b_6727><s_c_77>
|
|||
|
|
22:36 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2695>
|
|||
|
|
22:36 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_2695>
|
|||
|
|
23:10 [视频-评论/长播] <|video_begin|><s_a_2408><s_b_7549><s_c_2267>
|
|||
|
|
23:34 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2221><s_c_3601>
|
|||
|
|
23:34 [广告-点击] <|ad_begin|><s_a_7879><s_b_2221><s_c_3601>
|
|||
|
|
【2026-01-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
|||
|
|
00:10 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
|
|||
|
|
19:37 [视频-评论/长播] <|video_begin|><s_a_5907><s_b_7146><s_c_2531>
|
|||
|
|
【2026-01-29】
|
|||
|
|
08:53 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_908><s_c_2470>
|
|||
|
|
15:22 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_2737><s_c_6178>
|
|||
|
|
16:15 [视频-评论/长播] <|video_begin|><s_a_4969><s_b_1740><s_c_6310>
|
|||
|
|
【2026-01-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4567><s_b_7603><s_c_7675>
|
|||
|
|
07:05 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6123><s_c_7041>
|
|||
|
|
07:05 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_4404><s_c_4148>
|
|||
|
|
18:26 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4746><s_c_5563>
|
|||
|
|
18:26 [广告-点击] <|ad_begin|><s_a_4039><s_b_4746><s_c_5563>
|
|||
|
|
18:49 [广告-点击] <|ad_begin|><s_a_3463><s_b_6435><s_c_607>
|
|||
|
|
21:50 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_2173>
|
|||
|
|
21:50 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_2173>
|
|||
|
|
22:05 [广告-点击] <|ad_begin|><s_a_3578><s_b_3193><s_c_2262>
|
|||
|
|
22:06 [视频-评论/长播] <|video_begin|><s_a_7751><s_b_5269><s_c_4318>
|
|||
|
|
【2026-01-31】
|
|||
|
|
18:17 [广告-点击] <|ad_begin|><s_a_805><s_b_8179><s_c_5737>
|
|||
|
|
18:20 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1119>
|
|||
|
|
18:20 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1119>
|
|||
|
|
【2026-02-01】
|
|||
|
|
11:31 [视频-点赞/长播] <|video_begin|><s_a_7234><s_b_4753><s_c_2530>
|
|||
|
|
12:16 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_1382><s_c_1953>
|
|||
|
|
15:21 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_6123><s_c_5115>
|
|||
|
|
15:31 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_6123><s_c_141>
|
|||
|
|
15:35 [视频-点赞/长播] <|video_begin|><s_a_4969><s_b_5173><s_c_842>
|
|||
|
|
【2026-02-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1463><s_b_624><s_c_6202>
|
|||
|
|
04:17 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_2299><s_c_5467>
|
|||
|
|
07:38 [视频-评论/点赞/长播] <|video_begin|><s_a_2135><s_b_4181><s_c_5823>
|
|||
|
|
18:37 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
|
|||
|
|
20:20 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
|
|||
|
|
20:20 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
|
|||
|
|
【2026-02-03】
|
|||
|
|
13:08 [视频-点赞/长播] <|video_begin|><s_a_4969><s_b_7261><s_c_2030>
|
|||
|
|
14:23 [视频-长播] <|video_begin|><s_a_3632><s_b_7261><s_c_2319>
|
|||
|
|
14:23 [视频-长播] <|video_begin|><s_a_2364><s_b_5869><s_c_6122>
|
|||
|
|
15:17 [视频-长播] <|video_begin|><s_a_4615><s_b_4915><s_c_1119>
|
|||
|
|
17:17 [视频-长播] <|video_begin|><s_a_6704><s_b_4915><s_c_875>
|
|||
|
|
17:17 [视频-长播] <|video_begin|><s_a_2236><s_b_3673><s_c_5402>
|
|||
|
|
17:29 [视频-长播] <|video_begin|><s_a_3532><s_b_852><s_c_2647>
|
|||
|
|
19:15 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_6940>
|
|||
|
|
19:15 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_6940>
|
|||
|
|
19:28 [广告-点击] <|ad_begin|><s_a_5673><s_b_7333><s_c_1935>
|
|||
|
|
20:11 [视频-长播] <|video_begin|><s_a_6704><s_b_1596><s_c_3010>
|
|||
|
|
20:13 [视频-长播] <|video_begin|><s_a_2364><s_b_4541><s_c_7315>
|
|||
|
|
20:26 [视频-长播] <|video_begin|><s_a_1336><s_b_1310><s_c_7106>
|
|||
|
|
20:28 [视频-长播] <|video_begin|><s_a_7751><s_b_3951><s_c_2561>
|
|||
|
|
20:28 [视频-长播] <|video_begin|><s_a_4396><s_b_1230><s_c_6170>
|
|||
|
|
20:28 [视频-长播] <|video_begin|><s_a_2051><s_b_506><s_c_1767>
|
|||
|
|
20:50 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6234><s_c_260>
|
|||
|
|
20:50 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_260>
|
|||
|
|
20:53 [视频-长播] <|video_begin|><s_a_6687><s_b_7888><s_c_2319>
|
|||
|
|
21:24 [视频-长播] <|video_begin|><s_a_7830><s_b_8002><s_c_4979>
|
|||
|
|
21:35 [视频-长播] <|video_begin|><s_a_5254><s_b_1411><s_c_1000>
|
|||
|
|
21:39 [视频-长播] <|video_begin|><s_a_6698><s_b_2103><s_c_6154>
|
|||
|
|
21:39 [视频-长播] <|video_begin|><s_a_2051><s_b_33><s_c_2661>
|
|||
|
|
21:42 [视频-长播] <|video_begin|><s_a_1853><s_b_1749><s_c_4909>
|
|||
|
|
21:42 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_7517>
|
|||
|
|
21:51 [视频-长播] <|video_begin|><s_a_5476><s_b_6234><s_c_1806>
|
|||
|
|
21:51 [视频-长播] <|video_begin|><s_a_3801><s_b_3456><s_c_5141>
|
|||
|
|
22:04 [视频-长播] <|video_begin|><s_a_1210><s_b_8008><s_c_6222>
|
|||
|
|
22:04 [视频-长播] <|video_begin|><s_a_370><s_b_2780><s_c_2123>
|
|||
|
|
【2026-02-04】
|
|||
|
|
03:22 [视频-长播] <|video_begin|><s_a_532><s_b_2828><s_c_853>
|
|||
|
|
03:46 [广告-点击] <|ad_begin|><s_a_817><s_b_6973><s_c_3026>
|
|||
|
|
03:46 [视频-长播] <|video_begin|><s_a_5134><s_b_7146><s_c_7999>
|
|||
|
|
03:53 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3036>
|
|||
|
|
03:53 [视频-长播] <|video_begin|><s_a_3766><s_b_7246><s_c_3026>
|
|||
|
|
03:53 [视频-长播] <|video_begin|><s_a_4016><s_b_6358><s_c_2460>
|
|||
|
|
03:53 [视频-长播] <|video_begin|><s_a_3091><s_b_2419><s_c_853>
|
|||
|
|
18:23 [视频-长播] <|video_begin|><s_a_7755><s_b_4932><s_c_4423>
|
|||
|
|
21:21 [视频-长播] <|video_begin|><s_a_5023><s_b_4181><s_c_5105>
|
|||
|
|
21:21 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_3784>
|
|||
|
|
21:21 [视频-长播] <|video_begin|><s_a_3858><s_b_4009><s_c_2957>
|
|||
|
|
21:21 [视频-评论/长播] <|video_begin|><s_a_6704><s_b_6006><s_c_99>
|
|||
|
|
21:31 [视频-长播] <|video_begin|><s_a_264><s_b_4915><s_c_2309>
|
|||
|
|
21:31 [视频-长播] <|video_begin|><s_a_3689><s_b_2799><s_c_1265>
|
|||
|
|
21:31 [视频-长播] <|video_begin|><s_a_2364><s_b_7381><s_c_3522>
|
|||
|
|
21:37 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_1161>
|
|||
|
|
22:41 [视频-长播] <|video_begin|><s_a_4372><s_b_6006><s_c_3612>
|
|||
|
|
23:04 [视频-长播] <|video_begin|><s_a_1106><s_b_1749><s_c_1306>
|
|||
|
|
23:04 [视频-长播] <|video_begin|><s_a_2051><s_b_4915><s_c_7106>
|
|||
|
|
23:04 [视频-长播] <|video_begin|><s_a_5295><s_b_1799><s_c_4212>
|
|||
|
|
【2026-02-05】
|
|||
|
|
07:22 [视频-长播] <|video_begin|><s_a_2051><s_b_6127><s_c_1935>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_2509>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_877><s_b_3009><s_c_2460>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_1118>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_3858><s_b_3280><s_c_6676>
|
|||
|
|
12:21 [视频-长播] <|video_begin|><s_a_3454><s_b_800><s_c_8033>
|
|||
|
|
12:25 [视频-长播] <|video_begin|><s_a_4522><s_b_7457><s_c_2313>
|
|||
|
|
12:40 [视频-长播] <|video_begin|><s_a_2364><s_b_4477><s_c_3365>
|
|||
|
|
12:40 [视频-长播] <|video_begin|><s_a_4913><s_b_1656><s_c_5737>
|
|||
|
|
15:12 [视频-长播] <|video_begin|><s_a_6132><s_b_6058><s_c_2437>
|
|||
|
|
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，根据以上用户交互历史，针对目标主题抽取兼具行为递进性与内在关联性的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
|||
|
|
核心提取逻辑（递进性准则）：
|
|||
|
|
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
|||
|
|
1.场景驱动协同：交互 B 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 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
|||
|
|
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
|
|||
|
|
请针对以下主题提取行为逻辑链：
|
|||
|
|
主题：从泛化皮肤问题到聚焦特定药品成分的诊疗收敛
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从泛化皮肤问题到聚焦特定药品成分的诊疗收敛",
|
|||
|
|
"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":"从泛化皮肤问题到聚焦特定药品成分的诊疗收敛","events":[{"date":"2025-11-05","action":"[商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"初始触发：用户开始关注皮肤问题，点击了针对“皮炎湿疹、脱屑红斑”的通用型外用敷料，表现出对皮肤症状的初步认知和解决意图。"},{"date":"2025-11-27","action":"[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"认知聚焦与方案转换：用户的兴趣从外用敷料转向了具体的口服药物“百癣夏塔热胶囊”，其适应症（各类癣、皮炎、痤疮）更广谱，表明用户可能在寻求更根本的内服解决方案，实现了从“外用”到“内服”的认知跃迁。"},{"date":"2025-12-03","action":"[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"决策强化与验证：在首次点击该药品后的一周内，用户再次点击同一药品。这种重复行为极大地增强了逻辑链的置信度，表明用户正在对该特定药品进行持续的评估和考虑，而非随机浏览，完成了从“发现”到“锁定”的决策收敛过程。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2024-10-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_731><s_b_2894><s_c_2127>
|
|||
|
|
【2024-10-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4538><s_c_738>
|
|||
|
|
【2024-10-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7254><s_b_5250><s_c_406>
|
|||
|
|
【2024-10-23】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7856><s_c_6278>
|
|||
|
|
【2024-10-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_6065><s_c_6072>
|
|||
|
|
【2024-11-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_5658><s_c_7957>
|
|||
|
|
【2024-11-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7563><s_b_5478><s_c_1734>
|
|||
|
|
【2024-12-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_3198><s_c_2895>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_1443><s_c_7019>
|
|||
|
|
【2025-01-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_1002><s_c_5346>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_3721><s_c_4057>
|
|||
|
|
【2025-01-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5089><s_b_3569><s_c_4379>
|
|||
|
|
【2025-01-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_4538><s_c_5786>
|
|||
|
|
【2025-02-23】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3737><s_b_1191><s_c_2777>
|
|||
|
|
【2025-03-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7983><s_b_3453><s_c_2455>
|
|||
|
|
【2025-03-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_797><s_b_7962><s_c_3597>
|
|||
|
|
【2025-04-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_1751><s_c_790>
|
|||
|
|
【2025-04-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_1505><s_c_6074>
|
|||
|
|
【2025-05-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2061><s_b_4254><s_c_3020>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7590><s_b_2281><s_c_504>
|
|||
|
|
【2025-05-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4680><s_b_7547><s_c_1783>
|
|||
|
|
【2025-05-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5766><s_b_7547><s_c_198>
|
|||
|
|
【2025-05-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1120><s_b_948><s_c_5784>
|
|||
|
|
【2025-06-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7325><s_b_7639><s_c_3227>
|
|||
|
|
【2025-06-05】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_6973><s_c_4053>
|
|||
|
|
【2025-06-09】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1532><s_b_5935><s_c_6706>
|
|||
|
|
【2025-06-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1776><s_b_1526><s_c_2421>
|
|||
|
|
【2025-06-30】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5089><s_b_3569><s_c_4379>
|
|||
|
|
【2025-07-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_7340><s_c_4266>
|
|||
|
|
【2025-07-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7057><s_b_2713><s_c_4271>
|
|||
|
|
【2025-07-20】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_249><s_b_1468><s_c_7378>
|
|||
|
|
【2025-07-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7333><s_b_1802><s_c_2590>
|
|||
|
|
【2025-07-26】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_2403>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
|
|||
|
|
【2025-07-28】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_954>
|
|||
|
|
【2025-07-29】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7875><s_b_5974><s_c_3798>
|
|||
|
|
【2025-07-31】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_3636><s_c_6278>
|
|||
|
|
【2025-08-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5712><s_b_3335><s_c_789>
|
|||
|
|
【2025-08-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_1838>
|
|||
|
|
【2025-08-14】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6456><s_b_1410><s_c_4354>
|
|||
|
|
【2025-08-16】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_3026>
|
|||
|
|
【2025-08-22】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_4887>
|
|||
|
|
【2025-08-28】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7000><s_c_574>
|
|||
|
|
【2025-09-07】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6278>
|
|||
|
|
【2025-09-10】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_3364>
|
|||
|
|
【2025-09-11】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_5349>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
|||
|
|
【2025-09-13】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
|
|||
|
|
【2025-09-14】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
|
|||
|
|
【2025-09-23】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_773><s_b_5200><s_c_7616>
|
|||
|
|
【2025-09-26】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_875>
|
|||
|
|
【2025-09-27】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_2113><s_c_5956>
|
|||
|
|
【2025-09-29】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_933><s_b_1410><s_c_602>
|
|||
|
|
【2025-10-02】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_4143><s_b_6039><s_c_2784>
|
|||
|
|
【2025-10-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_2808><s_c_3530>
|
|||
|
|
【2025-10-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_6860><s_c_3364>
|
|||
|
|
【2025-10-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3495><s_b_1748><s_c_6072>
|
|||
|
|
【2025-10-27】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3526><s_b_3469><s_c_5956>
|
|||
|
|
【2025-11-02】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_283><s_b_451><s_c_6609>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5353>
|
|||
|
|
【2025-11-04】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1246>
|
|||
|
|
【2025-11-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6655><s_b_2558><s_c_329>
|
|||
|
|
【2025-11-08】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3916><s_c_7754>
|
|||
|
|
【2025-11-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_7749><s_c_20>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_4617>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_7894><s_c_6278>
|
|||
|
|
【2025-11-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_954>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_56><s_c_1423>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_5260><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6601><s_b_1029><s_c_3026>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_7754>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_3916><s_c_6202>
|
|||
|
|
【2025-11-11】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_330>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4275><s_b_4723><s_c_8049>
|
|||
|
|
【2025-11-14】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
|
|||
|
|
【2025-11-16】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_434><s_b_6891><s_c_2106>
|
|||
|
|
【2025-11-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7603><s_c_1423>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_477><s_c_2298>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5760><s_c_5452>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4879><s_c_5452>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_4810>
|
|||
|
|
【2025-11-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4058><s_b_6209><s_c_3022>
|
|||
|
|
【2025-11-20】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_3676>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3806><s_b_1687><s_c_1131>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_602>
|
|||
|
|
【2025-11-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2206>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_870>
|
|||
|
|
【2025-11-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_820><s_b_1489><s_c_4553>
|
|||
|
|
【2025-11-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_6202>
|
|||
|
|
【2025-11-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7894><s_c_3026>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_1335>
|
|||
|
|
【2025-12-01】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_3302><s_c_3373>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_602>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_5205>
|
|||
|
|
【2025-12-03】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4144><s_b_5693><s_c_1321>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5322><s_b_5302><s_c_3921>
|
|||
|
|
【2025-12-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7675><s_c_5674>
|
|||
|
|
【2025-12-07】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_2312><s_c_1059>
|
|||
|
|
【2025-12-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4617>
|
|||
|
|
【2025-12-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7241>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_451><s_c_1148>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4294><s_b_6048><s_c_4909>
|
|||
|
|
07:10 [广告-点击] <|ad_begin|><s_a_6783><s_b_3932><s_c_3726>
|
|||
|
|
09:37 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_3932><s_c_3726>
|
|||
|
|
09:37 [广告-点击] <|ad_begin|><s_a_2996><s_b_3932><s_c_3726>
|
|||
|
|
12:39 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_1277><s_c_6101>
|
|||
|
|
12:39 [广告-点击] <|ad_begin|><s_a_6101><s_b_1277><s_c_6101>
|
|||
|
|
【2025-12-11】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_1306>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_7403><s_b_6234><s_c_3716>
|
|||
|
|
【2025-12-12】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_4859>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1002><s_c_5346>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_2960><s_c_5215>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_754><s_c_3456>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_2960><s_c_5215>
|
|||
|
|
【2025-12-14】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6909>
|
|||
|
|
【2025-12-16】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3127><s_b_4510><s_c_1291>
|
|||
|
|
【2025-12-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_8049><s_c_3676>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3236><s_c_5>
|
|||
|
|
【2025-12-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_108><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3790><s_c_5911>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_1069><s_c_3676>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_3916><s_c_3026>
|
|||
|
|
【2025-12-19】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_259>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1668><s_c_6256>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_4430><s_c_7297>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7526><s_b_4430><s_c_7297>
|
|||
|
|
【2025-12-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
|||
|
|
【2025-12-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_3676>
|
|||
|
|
【2025-12-25】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7894><s_c_5563>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1668><s_c_6256>
|
|||
|
|
【2025-12-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7225><s_c_4043>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1091><s_b_6119><s_c_5594>
|
|||
|
|
【2025-12-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1091><s_b_4692><s_c_7897>
|
|||
|
|
【2025-12-31】
|
|||
|
|
01:52 [广告-点击] <|ad_begin|><s_a_192><s_b_4197><s_c_6784>
|
|||
|
|
【2026-01-01】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_7915>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_6278>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_3589>
|
|||
|
|
15:11 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1503><s_c_1708>
|
|||
|
|
15:11 [广告-点击] <|ad_begin|><s_a_3091><s_b_1503><s_c_1708>
|
|||
|
|
【2026-01-02】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3211><s_b_1711><s_c_4102>
|
|||
|
|
【2026-01-05】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_5673>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7729><s_b_8049><s_c_146>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_56><s_c_4617>
|
|||
|
|
【2026-01-06】
|
|||
|
|
03:53 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
|||
|
|
03:53 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
|||
|
|
【2026-01-08】
|
|||
|
|
07:21 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6782><s_c_359>
|
|||
|
|
07:21 [广告-点击] <|ad_begin|><s_a_4020><s_b_6782><s_c_359>
|
|||
|
|
07:28 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_384>
|
|||
|
|
07:28 [广告-点击] <|ad_begin|><s_a_786><s_b_414><s_c_384>
|
|||
|
|
【2026-01-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5102><s_c_3026>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6803><s_c_6278>
|
|||
|
|
【2026-01-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5760><s_c_875>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4515><s_b_5727><s_c_6278>
|
|||
|
|
【2026-01-11】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4617>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5895><s_b_4956><s_c_7978>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5895><s_b_4956><s_c_7978>
|
|||
|
|
【2026-01-12】
|
|||
|
|
06:59 [广告-深度转化] <|ad_begin|><s_a_786><s_b_800><s_c_627>
|
|||
|
|
06:59 [广告-点击] <|ad_begin|><s_a_786><s_b_800><s_c_627>
|
|||
|
|
【2026-01-13】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8109>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2826><s_c_1935>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5506><s_b_5727><s_c_7658>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7894><s_c_5388>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_4617>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_438><s_b_7703><s_c_6821>
|
|||
|
|
05:17 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2142><s_c_627>
|
|||
|
|
05:17 [广告-点击] <|ad_begin|><s_a_786><s_b_2142><s_c_627>
|
|||
|
|
【2026-01-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_875>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_6049><s_c_2862>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_2954>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1258><s_b_5260><s_c_1613>
|
|||
|
|
23:18 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
|
|||
|
|
23:18 [广告-点击] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
|
|||
|
|
【2026-01-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3319><s_c_8090>
|
|||
|
|
【2026-01-18】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3760><s_b_8072><s_c_724>
|
|||
|
|
【2026-01-21】
|
|||
|
|
22:58 [视频-点赞/长播] <|video_begin|><s_a_5904><s_b_5893><s_c_2242>
|
|||
|
|
22:58 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_2029><s_c_286>
|
|||
|
|
【2026-01-22】
|
|||
|
|
00:47 [视频-点赞/长播] <|video_begin|><s_a_6347><s_b_6726><s_c_6676>
|
|||
|
|
00:56 [视频-点赞/长播] <|video_begin|><s_a_2367><s_b_6234><s_c_2403>
|
|||
|
|
00:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_6022><s_b_6442><s_c_7722>
|
|||
|
|
01:08 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_4952>
|
|||
|
|
01:08 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_4952>
|
|||
|
|
23:10 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_637><s_c_1957>
|
|||
|
|
23:21 [广告-点击] <|ad_begin|><s_a_7088><s_b_7894><s_c_471>
|
|||
|
|
23:54 [视频-点赞/长播] <|video_begin|><s_a_6330><s_b_1471><s_c_3716>
|
|||
|
|
23:54 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_5419><s_c_7289>
|
|||
|
|
【2026-01-23】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3930><s_c_3923>
|
|||
|
|
21:44 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_3656><s_c_7257>
|
|||
|
|
21:53 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5106><s_c_2370>
|
|||
|
|
21:53 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_1119><s_c_1803>
|
|||
|
|
【2026-01-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6891><s_c_6278>
|
|||
|
|
01:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_960><s_b_6442><s_c_7598>
|
|||
|
|
01:48 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_1596><s_c_2960>
|
|||
|
|
14:31 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_7498><s_c_4212>
|
|||
|
|
14:45 [视频-关注/点赞/长播] <|video_begin|><s_a_6401><s_b_5454><s_c_439>
|
|||
|
|
14:57 [视频-点赞/长播] <|video_begin|><s_a_7189><s_b_665><s_c_7154>
|
|||
|
|
14:57 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_341><s_c_8001>
|
|||
|
|
15:04 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5600><s_b_5454><s_c_5044>
|
|||
|
|
15:06 [视频-点赞/长播] <|video_begin|><s_a_2236><s_b_713><s_c_6202>
|
|||
|
|
15:09 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_4041><s_c_877>
|
|||
|
|
15:14 [视频-关注/长播] <|video_begin|><s_a_5058><s_b_3678><s_c_2190>
|
|||
|
|
15:14 [视频-关注/长播] <|video_begin|><s_a_557><s_b_5511><s_c_6815>
|
|||
|
|
【2026-01-25】
|
|||
|
|
01:12 [视频-关注/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5776>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5881><s_b_4667><s_c_2161>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5881><s_b_4667><s_c_2161>
|
|||
|
|
【2026-01-26】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6469><s_b_5832><s_c_2127>
|
|||
|
|
04:46 [视频-关注/长播] <|video_begin|><s_a_735><s_b_6018><s_c_4234>
|
|||
|
|
05:22 [视频-点赞/长播] <|video_begin|><s_a_2393><s_b_7549><s_c_6185>
|
|||
|
|
【2026-01-27】
|
|||
|
|
07:32 [视频-点赞/长播] <|video_begin|><s_a_6161><s_b_7410><s_c_4828>
|
|||
|
|
07:48 [视频-长播] <|video_begin|><s_a_2408><s_b_7549><s_c_5677>
|
|||
|
|
07:53 [视频-长播] <|video_begin|><s_a_7984><s_b_3678><s_c_7550>
|
|||
|
|
07:53 [视频-长播] <|video_begin|><s_a_2285><s_b_5106><s_c_3309>
|
|||
|
|
07:53 [视频-长播] <|video_begin|><s_a_5932><s_b_7975><s_c_1697>
|
|||
|
|
09:36 [视频-点赞/长播] <|video_begin|><s_a_5476><s_b_2221><s_c_3026>
|
|||
|
|
【2026-01-28】
|
|||
|
|
00:45 [视频-长播] <|video_begin|><s_a_2015><s_b_800><s_c_2344>
|
|||
|
|
00:46 [视频-长播] <|video_begin|><s_a_4615><s_b_2737><s_c_2568>
|
|||
|
|
01:05 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_5749>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3108><s_b_5805><s_c_1198>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_3585><s_c_5398>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5557><s_b_1564><s_c_5398>
|
|||
|
|
06:33 [视频-长播] <|video_begin|><s_a_2367><s_b_1858><s_c_2568>
|
|||
|
|
06:33 [视频-长播] <|video_begin|><s_a_16><s_b_4746><s_c_4519>
|
|||
|
|
06:33 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_2357><s_c_6674>
|
|||
|
|
13:47 [视频-长播] <|video_begin|><s_a_4862><s_b_170><s_c_2212>
|
|||
|
|
13:47 [视频-长播] <|video_begin|><s_a_4808><s_b_1119><s_c_2522>
|
|||
|
|
13:59 [视频-长播] <|video_begin|><s_a_4088><s_b_7571><s_c_4932>
|
|||
|
|
13:59 [视频-长播] <|video_begin|><s_a_8164><s_b_8058><s_c_490>
|
|||
|
|
15:38 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_6067>
|
|||
|
|
23:48 [视频-长播] <|video_begin|><s_a_5991><s_b_5454><s_c_2369>
|
|||
|
|
23:58 [视频-长播] <|video_begin|><s_a_8164><s_b_423><s_c_3780>
|
|||
|
|
【2026-01-29】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_5712><s_c_3798>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6854><s_b_5626><s_c_2043>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6854><s_b_4549><s_c_2958>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6854><s_b_4255><s_c_386>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3127><s_b_4510><s_c_1291>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_676><s_b_4613><s_c_7547>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_221><s_b_1312><s_c_958>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1777><s_c_4107>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
|||
|
|
10:04 [视频-长播] <|video_begin|><s_a_6321><s_b_1952><s_c_4318>
|
|||
|
|
10:06 [视频-长播] <|video_begin|><s_a_2367><s_b_1002><s_c_141>
|
|||
|
|
10:22 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_2246><s_c_3639>
|
|||
|
|
10:31 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_3209>
|
|||
|
|
10:54 [视频-长播] <|video_begin|><s_a_5948><s_b_697><s_c_2100>
|
|||
|
|
10:54 [视频-长播] <|video_begin|><s_a_5058><s_b_5200><s_c_7964>
|
|||
|
|
10:54 [视频-点赞/长播] <|video_begin|><s_a_6378><s_b_4087><s_c_967>
|
|||
|
|
11:00 [视频-长播] <|video_begin|><s_a_349><s_b_6521><s_c_4311>
|
|||
|
|
11:00 [视频-长播] <|video_begin|><s_a_2254><s_b_3674><s_c_5573>
|
|||
|
|
11:00 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_6798><s_c_2644>
|
|||
|
|
11:00 [视频-点赞/长播] <|video_begin|><s_a_1633><s_b_7129><s_c_6202>
|
|||
|
|
【2026-01-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4297><s_b_3297><s_c_386>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_81><s_b_226><s_c_1091>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5089><s_b_1704><s_c_4379>
|
|||
|
|
04:43 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_568><s_c_859>
|
|||
|
|
05:04 [视频-长播] <|video_begin|><s_a_5058><s_b_96><s_c_4979>
|
|||
|
|
05:04 [视频-点赞/长播] <|video_begin|><s_a_7699><s_b_4508><s_c_7588>
|
|||
|
|
05:04 [视频-点赞/长播] <|video_begin|><s_a_5600><s_b_1052><s_c_1399>
|
|||
|
|
05:25 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_6234><s_c_7566>
|
|||
|
|
05:25 [视频-评论/点赞/长播] <|video_begin|><s_a_6161><s_b_1089><s_c_5209>
|
|||
|
|
【2026-01-31】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1777><s_c_4107>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
|
|||
|
|
【2026-02-01】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>
|
|||
|
|
04:52 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_7019><s_c_1552>
|
|||
|
|
04:52 [视频-点赞/长播] <|video_begin|><s_a_3482><s_b_3059><s_c_4976>
|
|||
|
|
04:52 [视频-点赞/长播] <|video_begin|><s_a_3095><s_b_1529><s_c_7754>
|
|||
|
|
【2026-02-02】
|
|||
|
|
09:26 [视频-长播] <|video_begin|><s_a_4615><s_b_3235><s_c_6122>
|
|||
|
|
09:47 [视频-长播] <|video_begin|><s_a_335><s_b_697><s_c_714>
|
|||
|
|
09:47 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_7719>
|
|||
|
|
09:47 [视频-长播] <|video_begin|><s_a_5023><s_b_4305><s_c_47>
|
|||
|
|
10:31 [视频-长播] <|video_begin|><s_a_1207><s_b_6379><s_c_4451>
|
|||
|
|
10:32 [视频-长播] <|video_begin|><s_a_7443><s_b_7342><s_c_7076>
|
|||
|
|
10:59 [视频-长播] <|video_begin|><s_a_6161><s_b_6816><s_c_6278>
|
|||
|
|
11:40 [视频-长播] <|video_begin|><s_a_2015><s_b_3504><s_c_481>
|
|||
|
|
11:40 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_7333><s_c_752>
|
|||
|
|
11:40 [视频-点赞/长播] <|video_begin|><s_a_1013><s_b_3059><s_c_1935>
|
|||
|
|
11:46 [视频-点赞/长播] <|video_begin|><s_a_2211><s_b_6477><s_c_1529>
|
|||
|
|
13:14 [视频-长播] <|video_begin|><s_a_4922><s_b_3885><s_c_3352>
|
|||
|
|
13:14 [视频-长播] <|video_begin|><s_a_6401><s_b_96><s_c_2800>
|
|||
|
|
13:19 [视频-长播] <|video_begin|><s_a_6140><s_b_2029><s_c_6185>
|
|||
|
|
15:31 [视频-长播] <|video_begin|><s_a_5629><s_b_6525><s_c_2975>
|
|||
|
|
15:31 [视频-点赞/长播] <|video_begin|><s_a_2393><s_b_4949><s_c_195>
|
|||
|
|
23:55 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_2422><s_c_6559>
|
|||
|
|
【2026-02-03】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_226><s_b_7962><s_c_2843>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_914><s_c_1247>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
|||
|
|
07:21 [视频-长播] <|video_begin|><s_a_2526><s_b_6234><s_c_5776>
|
|||
|
|
07:21 [视频-长播] <|video_begin|><s_a_1234><s_b_952><s_c_6676>
|
|||
|
|
07:31 [视频-长播] <|video_begin|><s_a_6022><s_b_5647><s_c_6222>
|
|||
|
|
16:55 [视频-长播] <|video_begin|><s_a_2285><s_b_445><s_c_3309>
|
|||
|
|
17:22 [视频-长播] <|video_begin|><s_a_8164><s_b_7498><s_c_5654>
|
|||
|
|
17:24 [视频-长播] <|video_begin|><s_a_2526><s_b_1596><s_c_875>
|
|||
|
|
17:33 [视频-长播] <|video_begin|><s_a_4088><s_b_6051><s_c_1119>
|
|||
|
|
23:25 [视频-长播] <|video_begin|><s_a_4646><s_b_7261><s_c_3659>
|
|||
|
|
23:25 [视频-长播] <|video_begin|><s_a_1585><s_b_4010><s_c_1471>
|
|||
|
|
23:25 [视频-长播] <|video_begin|><s_a_7830><s_b_1595><s_c_3402>
|
|||
|
|
23:29 [视频-长播] <|video_begin|><s_a_639><s_b_5490><s_c_2958>
|
|||
|
|
23:29 [视频-长播] <|video_begin|><s_a_4088><s_b_3589><s_c_4467>
|
|||
|
|
【2026-02-04】
|
|||
|
|
09:49 [视频-长播] <|video_begin|><s_a_4193><s_b_1230><s_c_47>
|
|||
|
|
09:52 [视频-长播] <|video_begin|><s_a_6475><s_b_7894><s_c_5971>
|
|||
|
|
16:49 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6426><s_c_141>
|
|||
|
|
16:49 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_6477><s_c_1485>
|
|||
|
|
16:57 [视频-长播] <|video_begin|><s_a_4615><s_b_6123><s_c_146>
|
|||
|
|
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 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）：
|
|||
|
|
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
|||
|
|
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
|||
|
|
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
|||
|
|
3.需求深度细化：在同一主题类目下，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：从泛化健康焦虑到具体化保健品探索
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从泛化健康焦虑到具体化保健品探索",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
{"logic_chain":{"name":"从泛化健康焦虑到具体化保健品探索","events":[{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_3198><s_c_2895>","logic":"初始触发：出现具体的身体部位（膝盖）疼痛问题，并采取了直接的对症处理行为。"},{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_1443><s_c_7019>","logic":"问题泛化：在同一天，关注点从单一的关节问题扩展到另一个中老年男性常见的健康问题（前列腺），表明用户处于对身体多方面健康状况的焦虑期。"},{"date":"2025-11-05","action":"[商品-购买] <|prod_begin|><s_a_6655><s_b_2558><s_c_329>","logic":"认知跃迁与方案收敛：在经历了多个具体部位的“被动治疗”后，用户的健康观念发生转变，开始寻求更主动、更根本的解决方案——通过购买明确标有“增强免疫力”的保健品，从“治已病”转向“防未病”。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
你是推荐系统助手，需要基于多域时序行为进行证据充分、无目标泄漏的下一交互预测。
|
|||
|
|
用户多域历史行为（已按时间从早到晚排列）：
|
|||
|
|
1. [较早][直播-关注/评论/点赞/深度观看] <|living_begin|><s_a_4372><s_b_2419><s_c_6275>
|
|||
|
|
2. [较早][直播-关注/评论/点赞/深度观看] <|living_begin|><s_a_4372><s_b_3044><s_c_5563>
|
|||
|
|
3. [较早][直播-关注/评论/深度观看] <|living_begin|><s_a_2828><s_b_5727><s_c_4352>
|
|||
|
|
4. [较早][直播-关注/评论/点赞/深度观看] <|living_begin|><s_a_3188><s_b_665><s_c_3676>
|
|||
|
|
5. [较早][直播-关注/深度观看] <|living_begin|><s_a_5824><s_b_3851><s_c_8077>
|
|||
|
|
6. [中期][广告-点击] <|ad_begin|><s_a_1088><s_b_315><s_c_5563>
|
|||
|
|
7. [中期][广告-点击] <|ad_begin|><s_a_7374><s_b_5908><s_c_2975>
|
|||
|
|
8. [中期][广告-点击] <|ad_begin|><s_a_1881><s_b_7608><s_c_7741>
|
|||
|
|
9. [中期][广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_7676>
|
|||
|
|
10. [中期][视频-点赞/转发/完播/长播] <|video_begin|><s_a_1880><s_b_3587><s_c_1471>
|
|||
|
|
11. [中期][视频-点赞/转发/完播/长播] <|video_begin|><s_a_8113><s_b_2434><s_c_1935>
|
|||
|
|
12. [近期][视频-评论/收藏/完播/长播] <|video_begin|><s_a_4437><s_b_5165><s_c_3763>
|
|||
|
|
13. [近期][直播-关注/关注/深度观看，累计2次] <|living_begin|><s_a_2828><s_b_451><s_c_870>
|
|||
|
|
14. [近期][视频-点赞/转发/完播/长播] <|video_begin|><s_a_8113><s_b_4491><s_c_6275>
|
|||
|
|
15. [近期][视频-转发/收藏/完播/长播] <|video_begin|><s_a_4032><s_b_7175><s_c_6965>
|
|||
|
|
16. [近期][直播-关注/评论/点赞/深度观看] <|living_begin|><s_a_4457><s_b_4885><s_c_2190>
|
|||
|
|
请推断用户接下来最可能交互的直播，最终只输出一个 itemic token。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
<|living_begin|><s_a_3188><s_b_2221><s_c_2253><|im_end|>
|
|||
|
|
<|endoftext|><|endoftext|>
|
|||
|
|
label_ids:
|
|||
|
|
[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -1
|
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[INFO|configuration_utils.py:847] 2026-07-16 01:30:07,585 >> Model config Qwen3Config {
|
|||
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|
"architectures": [
|
|||
|
|
"Qwen3ForCausalLM"
|
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|
],
|
|||
|
|
"attention_bias": false,
|
|||
|
|
"attention_dropout": 0.0,
|
|||
|
|
"bos_token_id": null,
|
|||
|
|
"dtype": "bfloat16",
|
|||
|
|
"eos_token_id": 151645,
|
|||
|
|
"head_dim": 128,
|
|||
|
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"hidden_act": "silu",
|
|||
|
|
"hidden_size": 1024,
|
|||
|
|
"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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"full_attention",
|
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"full_attention",
|
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|
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"full_attention",
|
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|
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"full_attention",
|
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"full_attention",
|
|||
|
|
"full_attention"
|
|||
|
|
],
|
|||
|
|
"max_position_embeddings": 40960,
|
|||
|
|
"max_window_layers": 28,
|
|||
|
|
"model_type": "qwen3",
|
|||
|
|
"num_attention_heads": 16,
|
|||
|
|
"num_hidden_layers": 28,
|
|||
|
|
"num_key_value_heads": 8,
|
|||
|
|
"pad_token_id": 151643,
|
|||
|
|
"rms_norm_eps": 1e-06,
|
|||
|
|
"rope_parameters": {
|
|||
|
|
"rope_theta": 1000000,
|
|||
|
|
"rope_type": "default"
|
|||
|
|
},
|
|||
|
|
"sliding_window": null,
|
|||
|
|
"tie_word_embeddings": false,
|
|||
|
|
"transformers_version": "5.6.0",
|
|||
|
|
"use_cache": false,
|
|||
|
|
"use_sliding_window": false,
|
|||
|
|
"vocab_size": 176253
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
|
|||
|
|
labels:
|
|||
|
|
<think>
|
|||
|
|
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条关于“从被动接收到主动探索的健康焦虑演化”的行为链。我需要按照时间顺序，找出那些在场景、兴趣或需求上有递进关系的行为，并最终总结出符合任务要求的逻辑链。 我首先注意到，用户的行为时间线跨度很大，从2025年初一直延续到2026年初。在分析初期，我发现用户的兴趣点非常广泛，从美女/帅哥直播，到文化收藏，再到各种日用品和工具的购买，显得有些分散。然而，当我把目光聚焦在“健康”这个主题上时，一条有趣的线索开始浮现，这条线索并非关于用户自身的健康，而是指向了动物或养殖领域。 我的分析起点是2026年1月30日的一次广告点击行为。在这一天，用户点击了一则关于如何处理小猫软便和饮水问题的广告 <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>。虽然这只是一个简单的点击，但它像一颗石子投入水中，激起了涟漪。我推测，这个广告可能首次将“动物健康”这一具体问题推送到用户面前，触发了他对这类问题的初步认知。这是一种被动的信息接收，可能源于偶然的推送，也可能用户家中确实有宠物或对此类话题有潜在的关注。 顺着这条线索，我回溯了用户的购买历史，试图寻找与此相关的行为。我发现在2025年11月，也就是在点击那则宠物健康广告之前，用户已经有过一些非常专业的购买行为。具体来说，在11月17日，他购买了黄芪多糖 <|prod_begin|><s_a_2777><s_b_6467><s_c_225>，这是一种常用于提升猪、牛、羊等禽畜免疫力的产品。这个行为让我感到惊讶，因为它远比处理小猫软便要专业得多。这表明用户对动物健康的关注并非一时兴起，而是已经进入了主动寻求解决方案的阶段，并且关注点是更大型的养殖动物，而非普通宠物。 紧接着，在两天后的11月19日，用户的行为进一步印证了我的推测。他购买了一款名为“犊牛快长”的浓缩加强型产品 <|prod_begin|><s_a_1809><s_b_1465><s_c_5008>。这次购买显示出他的需求变得更加具体和聚焦。
|
|||
|
|
</think>
|
|||
|
|
{"logic_chain":{"name":"从被动接收到主动探索的健康焦虑演化","events":[{"date":"2026-01-30","action":"[广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>","logic":"问题触发：被动接收到关于“宠物软便”和“饮水问题”的广告信息，这构成了用户对动物健康问题的初始认知输入或问题意识的唤醒。"},{"date":"2025-11-17","action":"[商品-购买] <|prod_begin|><s_a_2777><s_b_6467><s_c_225>","logic":"解决方案探索（免疫调节）：在接触到宠物健康信息后，用户购买了“黄芪多糖”，这是一种常用于提升畜禽免疫力的中兽药成分。行为从泛化的健康知识转向了具体的药物成分购买，显示出用户开始主动寻求解决方案。"},{"date":"2025-11-19","action":"[商品-购买] <|prod_begin|><s_a_1809><s_b_1465><s_c_5008>","logic":"需求聚焦（特定功能）：在购买了普适性的免疫调节产品后，用户的需求进一步聚焦到“犊牛快长”这类更具针对性的生长发育类产品上。这表明用户的关注点从“防病”向“促生长”深化，需求更加具体化。"},{"date":"2025-11-30","action":"[直播-关注] <|living_begin|><s_a_704><s_b_765><s_c_2881>","logic":"认知深化与信息渠道升级：在连续购买了两种专业兽药后，用户开始关注专门讲解“林可霉素”、“氟尼辛”等更专业抗生素的“兽药推荐达人”直播。这标志着用户的认知从“买产品”跃迁至“学知识”，主动寻求专业人士的指导，形成了从被动接收信息到主动购买产品，再到寻求专业知识的完整闭环。"}]}}<|im_end|>
|
|||
|
|
{"logic_chain":{"name":"从被动接收信息到主动探索知识的兴趣演化","events":[{"date":"2026-01-26","action":"[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>","logic":"初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"},{"date":"2026-01-29","action":"[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>","logic":"行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
|
|||
|
|
{"logic_chain":{"name":"从泛化皮肤问题到聚焦特定药品成分的诊疗收敛","events":[{"date":"2025-11-05","action":"[商品-点击] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"初始触发：用户开始关注皮肤问题，点击了针对“皮炎湿疹、脱屑红斑”的通用型外用敷料，表现出对皮肤症状的初步认知和解决意图。"},{"date":"2025-11-27","action":"[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"认知聚焦与方案转换：用户的兴趣从外用敷料转向了具体的口服药物“百癣夏塔热胶囊”，其适应症（各类癣、皮炎、痤疮）更广谱，表明用户可能在寻求更根本的内服解决方案，实现了从“外用”到“内服”的认知跃迁。"},{"date":"2025-12-03","action":"[商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"决策强化与验证：在首次点击该药品后的一周内，用户再次点击同一药品。这种重复行为极大地增强了逻辑链的置信度，表明用户正在对该特定药品进行持续的评估和考虑，而非随机浏览，完成了从“发现”到“锁定”的决策收敛过程。"}]}}<|im_end|>
|
|||
|
|
{"logic_chain":{"name":"从泛化健康焦虑到具体化保健品探索","events":[{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_3198><s_c_2895>","logic":"初始触发：出现具体的身体部位（膝盖）疼痛问题，并采取了直接的对症处理行为。"},{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_1443><s_c_7019>","logic":"问题泛化：在同一天，关注点从单一的关节问题扩展到另一个中老年男性常见的健康问题（前列腺），表明用户处于对身体多方面健康状况的焦虑期。"},{"date":"2025-11-05","action":"[商品-购买] <|prod_begin|><s_a_6655><s_b_2558><s_c_329>","logic":"认知跃迁与方案收敛：在经历了多个具体部位的“被动治疗”后，用户的健康观念发生转变，开始寻求更主动、更根本的解决方案——通过购买明确标有“增强免疫力”的保健品，从“治已病”转向“防未病”。"}]}}<|im_end|>
|
|||
|
|
<|living_begin|><s_a_3188><s_b_2221><s_c_2253><|im_end|>
|
|||
|
|
|
|||
|
|
[INFO|2026-07-16 01:30:07] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
|||
|
|
[INFO|2026-07-16 01:30:07] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
|||
|
|
[INFO|modeling_utils.py:748] 2026-07-16 01:30:08,004 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
|
|||
|
|
[INFO|modeling_utils.py:821] 2026-07-16 01:30:08,004 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
|||
|
|
[INFO|configuration_utils.py:1027] 2026-07-16 01:30:08,054 >> Generate config GenerationConfig {
|
|||
|
|
"eos_token_id": 151645,
|
|||
|
|
"output_attentions": false,
|
|||
|
|
"output_hidden_states": false,
|
|||
|
|
"pad_token_id": 151643,
|
|||
|
|
"use_cache": false
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
Loading weights: 36%|███▋ | 113/311 [00:00<00:00, 1124.54it/s]
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1837.15it/s]
|
|||
|
|
[INFO|configuration_utils.py:978] 2026-07-16 01:30:08,387 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
|
|||
|
|
[INFO|configuration_utils.py:1027] 2026-07-16 01:30:08,387 >> Generate config GenerationConfig {
|
|||
|
|
"do_sample": true,
|
|||
|
|
"eos_token_id": [
|
|||
|
|
151645,
|
|||
|
|
151643
|
|||
|
|
],
|
|||
|
|
"pad_token_id": 151643,
|
|||
|
|
"temperature": 0.6,
|
|||
|
|
"top_k": 20,
|
|||
|
|
"top_p": 0.95
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
[INFO|dynamic_module_utils.py:406] 2026-07-16 01:30:08,387 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
|
|||
|
|
[INFO|2026-07-16 01:30:08] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
|||
|
|
[INFO|2026-07-16 01:30:08] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
|||
|
|
[INFO|2026-07-16 01:30:08] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
|||
|
|
[INFO|2026-07-16 01:30:08] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
|||
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[INFO|2026-07-16 01:30:08] 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] 2026-07-16 01:30:08,524 >> ***** Running training *****
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[INFO|trainer.py:1470] 2026-07-16 01:30:08,524 >> Num examples = 349
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[INFO|trainer.py:1471] 2026-07-16 01:30:08,524 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-16 01:30:08,524 >> Num update steps per epoch = 88
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[INFO|trainer.py:1473] 2026-07-16 01:30:08,524 >> Instantaneous batch size per device = 1
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[INFO|trainer.py:1476] 2026-07-16 01:30:08,524 >> Total train batch size (w. parallel, distributed & accumulation) = 4
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[INFO|trainer.py:1477] 2026-07-16 01:30:08,524 >> Gradient Accumulation steps = 4
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[INFO|trainer.py:1478] 2026-07-16 01:30:08,524 >> Total optimization steps = 40
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[INFO|trainer.py:1479] 2026-07-16 01:30:08,524 >> Number of trainable parameters = 801,433,600
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100%|██████████| 40/40 [05:32<00:00, 8.68s/it][INFO|trainer.py:1823] 2026-07-16 01:35:40,777 >>
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Training completed. Do not forget to share your model on huggingface.co/models =)
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[INFO|trainer.py:3815] 2026-07-16 01:35:40,778 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v44_v29_clean_live_temporal_lr6e7_ep045
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[INFO|configuration_utils.py:533] 2026-07-16 01:35:40,779 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v44_v29_clean_live_temporal_lr6e7_ep045/config.json
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[INFO|configuration_utils.py:816] 2026-07-16 01:35:40,779 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v44_v29_clean_live_temporal_lr6e7_ep045/generation_config.json
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{'loss': '2.214', 'grad_norm': '7.688', 'learning_rate': '5.511e-07', 'epoch': '0.1146'}
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{'loss': '2.001', 'grad_norm': '6.562', 'learning_rate': '3.494e-07', 'epoch': '0.2292'}
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{'loss': '1.967', 'grad_norm': '5.688', 'learning_rate': '1.157e-07', 'epoch': '0.3438'}
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{'loss': '1.947', 'grad_norm': '6.406', 'learning_rate': '1.025e-09', 'epoch': '0.4585'}
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{'train_runtime': '332.3', 'train_samples_per_second': '0.473', 'train_steps_per_second': '0.12', 'train_loss': '2.032', 'epoch': '0.4585'}
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[INFO|modeling_utils.py:3471] 2026-07-16 01:35:41,650 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v44_v29_clean_live_temporal_lr6e7_ep045/model.safetensors
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[INFO|tokenization_utils_base.py:3278] 2026-07-16 01:35:41,767 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v44_v29_clean_live_temporal_lr6e7_ep045/chat_template.jinja
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[INFO|tokenization_utils_base.py:2111] 2026-07-16 01:35:41,791 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v44_v29_clean_live_temporal_lr6e7_ep045/tokenizer_config.json
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|
***** train metrics *****
|
|||
|
|
epoch = 0.4585
|
|||
|
|
total_flos = 17691032GF
|
|||
|
|
train_loss = 2.0323
|
|||
|
|
train_runtime = 0:05:32.25
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|||
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|
train_samples_per_second = 0.473
|
|||
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|
train_steps_per_second = 0.12
|
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|
Figure saved at: /home/ll/llm4rec/experiments/outputs/v44_v29_clean_live_temporal_lr6e7_ep045/training_loss.png
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[WARNING|2026-07-16 01:35:41] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
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[WARNING|2026-07-16 01:35:41] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
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[INFO|modelcard.py:263] 2026-07-16 01:35:41,890 >> Dropping the following result as it does not have all the necessary fields:
|
|||
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|
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
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