2203 lines
578 KiB
Plaintext
2203 lines
578 KiB
Plaintext
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-08 02:36:57] 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:771] 2026-07-08 02:36:58,524 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-08 02:36:58,526 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"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": null,
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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": true,
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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:771] 2026-07-08 02:37:02,913 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-08 02:37:02,914 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"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": null,
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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": true,
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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:771] 2026-07-08 02:37:03,365 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-08 02:37:03,365 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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||
"hidden_act": "silu",
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||
"hidden_size": 1024,
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||
"initializer_range": 0.02,
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"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,
|
||
"max_window_layers": 28,
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||
"model_type": "qwen3",
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||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
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"pad_token_id": null,
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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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"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": true,
|
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"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
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[INFO|2026-07-08 02:37:05] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/item_caption_cot.jsonl...
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Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.
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Generating train split: 0 examples [00:00, ? examples/s]
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Generating train split: 16683 examples [00:00, 154939.39 examples/s]
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Generating train split: 35145 examples [00:00, 159473.27 examples/s]
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Generating train split: 48461 examples [00:00, 162398.70 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 48461/48461 [00:00<00:00, 78608.70 examples/s]
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training example:
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input_ids:
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121729, 56007, 32664, 25067, 106273, 99537, 99340, 33071, 101986, 86119, 9370, 104107, 3837, 100624, 26940, 44793, 45629, 57218, 33071, 99348, 25067, 46448, 44063, 100137, 104107, 104536, 99495, 77540, 33071, 100145, 109553, 103053, 111501, 100147, 33126, 108247, 104873, 1773, 43288, 102406, 100648, 100565, 96555, 45181, 99845, 100461, 9370, 105384, 104107, 3837, 118609, 26939, 57218, 99605, 99424, 5373, 104050, 77540, 33071, 100145, 102821, 105470, 105149, 100032, 100650, 3407, 99799, 100192, 3837, 106090, 20002, 104796, 111073, 104542, 29490, 101987, 104059, 45181, 86119, 117739, 26939, 105789, 106185, 3837, 107947, 102145, 101964, 9370, 100873, 115309, 1773, 42411, 102965, 107285, 105208, 100722, 23031, 105209, 5373, 101064, 104409, 111997, 99534, 99418, 101927, 3837, 29524, 26940, 97639, 103997, 107258, 45629, 25067, 176251, 157532, 166095, 173320, 3837, 43288, 104358, 32664, 102181, 109955, 100145, 86119, 106645, 102875, 1773, 104221, 3837, 100137, 102875, 102474, 42411, 102080, 101929, 34204, 105208, 101108, 3837, 103955, 101966, 103946, 34187, 106166, 2073, 100638, 101986, 110666, 97907, 26940, 100938, 121729, 56007, 32664, 25067, 176247, 158911, 162112, 174130, 3837, 106455, 45181, 105384, 104873, 104243, 102349, 1773, 100161, 3837, 100648, 101964, 100642, 104536, 3837, 67338, 103946, 26940, 44793, 45629, 57218, 33071, 99348, 25067, 176247, 151879, 167432, 171108, 36407, 100403, 99556, 57218, 77540, 33071, 100145, 109553, 111501, 105470, 100398, 100032, 1773, 101886, 3837, 35946, 114587, 100140, 3837, 100353, 69041, 42411, 101914, 114766, 102217, 104107, 33108, 102556, 104196, 28404, 47764, 5373, 105384, 57191, 107825, 43815, 3837, 18830, 99260, 102201, 95355, 99250, 42411, 31838, 113016, 1773, 151668, 198, 4913, 24225, 30583, 788, 5212, 606, 788, 330, 45181, 107285, 100669, 104934, 99418, 26939, 101966, 105789, 101986, 102607, 101128, 99590, 110061, 100560, 100287, 497, 330, 12389, 788, 61753, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 15, 21, 497, 330, 1311, 788, 10545, 101927, 12, 102217, 101548, 60, 220, 176251, 157532, 166095, 173320, 497, 330, 24225, 788, 330, 86119, 99390, 117739, 9909, 111916, 100385, 7552, 5122, 20002, 55286, 44636, 106651, 29490, 107285, 105208, 23031, 2073, 105209, 854, 91956, 101064, 104409, 854, 91956, 104934, 100300, 102826, 854, 103125, 100220, 9370, 99534, 99418, 101927, 3837, 104004, 104059, 102216, 101163, 106499, 57218, 104934, 104036, 110061, 102193, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 15, 24, 497, 330, 1311, 788, 10545, 45943, 12, 103946, 60, 220, 176247, 158911, 162112, 174130, 497, 330, 24225, 788, 330, 101070, 100144, 102324, 57218, 102875, 100402, 5122, 18493, 104005, 102108, 100722, 117852, 109955, 105417, 33447, 3837, 20002, 101070, 45181, 107285, 105208, 46670, 100782, 27733, 103946, 1773, 103946, 9370, 107041, 26940, 100938, 121729, 56007, 32664, 25067, 100692, 30844, 100108, 2073, 100638, 101986, 110666, 33590, 102406, 20002, 102080, 101929, 34204, 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9370, 102217, 104493, 33108, 101964, 3837, 107614, 45181, 99537, 99340, 33071, 101934, 26939, 105149, 100650, 100032, 110257, 118609, 1773, 9207, 60, 3417, 151645, 198, 151644, 872, 198, 56568, 109182, 101215, 45943, 101128, 101057, 3837, 107618, 44063, 45943, 5839, 105359, 17714, 104542, 5373, 105896, 45943, 87335, 53481, 8997, 106525, 21894, 45943, 5839, 176247, 158613, 162846, 168533, 103124, 109348, 53481, 20439, 766, 151645, 198, 151644, 77091, 198, 151667, 104548, 114225, 9370, 103788, 99435, 104784, 3837, 106423, 99464, 99396, 100061, 106149, 3837, 114766, 114331, 117919, 106435, 49567, 102556, 98380, 3837, 70500, 99914, 99594, 100733, 3837, 100700, 111066, 106453, 57218, 99615, 27442, 3837, 100136, 103967, 99553, 67279, 64473, 47874, 1773, 151668, 198, 101469, 101939, 116373, 95411, 17714, 104724, 81217, 101064, 102000, 70500, 3837, 106584, 34324, 100425, 57191, 101254, 105552, 3837, 100143, 99949, 100039, 77540, 11622, 3837, 109080, 104201, 99841, 1773, 82700, 101910, 109278, 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99182, 99488, 81217, 101064, 102000, 34324, 100242, 111067, 50404, 1773, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-03-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2021><s_b_1258><s_c_870>
|
||
【2025-05-03】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
|
||
【2025-05-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1968><s_c_3842>
|
||
【2025-05-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_4242><s_c_1285>
|
||
【2025-05-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_5923><s_c_2937>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>
|
||
【2025-05-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>
|
||
【2025-05-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_647><s_b_1226><s_c_7288>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_7537><s_c_2838>
|
||
【2025-06-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_2469><s_c_2668>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6600><s_c_5498>
|
||
【2025-06-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_451><s_c_6278>
|
||
【2025-06-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_6197><s_c_2954>
|
||
【2025-06-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4279><s_b_2752><s_c_3349>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7823><s_c_7074>
|
||
【2025-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_888><s_b_1424><s_c_6347>
|
||
【2025-06-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2115><s_b_5172><s_c_6137>
|
||
【2025-06-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_7517><s_c_7690>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7242><s_b_2547><s_c_5087>
|
||
【2025-07-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6005><s_b_3072><s_c_2717>
|
||
【2025-07-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_3679><s_c_968>
|
||
【2025-08-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5567><s_b_6937><s_c_1081>
|
||
【2025-08-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_6072><s_c_677>
|
||
【2025-09-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_850><s_c_7125>
|
||
【2025-10-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1258><s_c_2957>
|
||
【2025-11-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1388><s_b_746><s_c_7395>
|
||
【2025-11-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
【2025-12-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
【2025-12-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_7963><s_c_1372>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3969><s_b_7823><s_c_4117>
|
||
【2025-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6110><s_b_7823><s_c_319>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8><s_b_990><s_c_3781>
|
||
【2025-12-13】
|
||
14:59 [广告-点击] <|ad_begin|><s_a_2778><s_b_1366><s_c_1039>
|
||
【2025-12-14】
|
||
00:36 [广告-点击] <|ad_begin|><s_a_3062><s_b_1258><s_c_7598>
|
||
04:06 [广告-点击] <|ad_begin|><s_a_294><s_b_7246><s_c_6994>
|
||
09:35 [广告-点击] <|ad_begin|><s_a_7683><s_b_1206><s_c_3026>
|
||
13:45 [广告-深度转化] <|ad_begin|><s_a_2578><s_b_7342><s_c_47>
|
||
13:45 [广告-点击] <|ad_begin|><s_a_2578><s_b_7342><s_c_47>
|
||
【2025-12-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3665><s_b_7823><s_c_1827>
|
||
04:39 [广告-点击] <|ad_begin|><s_a_7775><s_b_2966><s_c_4586>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7178><s_c_1303>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7558><s_b_2388><s_c_3150>
|
||
【2025-12-26】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5213><s_b_2558><s_c_559>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3158><s_b_5487><s_c_4604>
|
||
12:07 [广告-点击] <|ad_begin|><s_a_1377><s_b_7686><s_c_6896>
|
||
19:01 [广告-点击] <|ad_begin|><s_a_4044><s_b_2966><s_c_1166>
|
||
【2025-12-28】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3158><s_b_5487><s_c_4604>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_1572><s_c_1611>
|
||
【2025-12-29】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4626><s_b_6694><s_c_7624>
|
||
【2025-12-30】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5057><s_b_5799><s_c_3111>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6142><s_b_3072><s_c_5062>
|
||
【2025-12-31】
|
||
19:36 [广告-深度转化] <|ad_begin|><s_a_6877><s_b_6442><s_c_3501>
|
||
19:36 [广告-点击] <|ad_begin|><s_a_6877><s_b_6442><s_c_3501>
|
||
【2026-01-02】
|
||
03:35 [广告-点击] <|ad_begin|><s_a_1041><s_b_7333><s_c_3308>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
09:11 [广告-点击] <|ad_begin|><s_a_7460><s_b_2690><s_c_5688>
|
||
16:47 [广告-深度转化] <|ad_begin|><s_a_5613><s_b_2918><s_c_563>
|
||
16:47 [广告-点击] <|ad_begin|><s_a_5613><s_b_2918><s_c_563>
|
||
【2026-01-05】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2882><s_b_3471><s_c_4453>
|
||
【2026-01-07】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2665><s_b_2498><s_c_4233>
|
||
13:22 [广告-点击] <|ad_begin|><s_a_6877><s_b_6442><s_c_3501>
|
||
【2026-01-08】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4626><s_b_6694><s_c_7624>
|
||
【2026-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1309><s_b_2865><s_c_7113>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7121><s_b_6454><s_c_3772>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1978><s_b_6664><s_c_2412>
|
||
【2026-01-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_5426><s_c_2972>
|
||
【2026-01-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6937><s_b_7823><s_c_7311>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7066><s_b_3453><s_c_7624>
|
||
【2026-01-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2006><s_b_3353><s_c_2309>
|
||
【2026-01-18】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4626><s_b_6694><s_c_7624>
|
||
07:01 [广告-点击] <|ad_begin|><s_a_217><s_b_5206><s_c_6228>
|
||
【2026-01-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4321><s_b_1369><s_c_4547>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7497><s_c_3953>
|
||
【2026-01-22】
|
||
04:38 [视频-转发/点赞/长播] <|video_begin|><s_a_2899><s_b_4915><s_c_1935>
|
||
04:59 [视频-转发/点赞/长播] <|video_begin|><s_a_3766><s_b_6532><s_c_1752>
|
||
【2026-01-23】
|
||
03:59 [视频-转发/点赞/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_2643>
|
||
04:03 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_4631>
|
||
04:03 [视频-转发/点赞/长播] <|video_begin|><s_a_7424><s_b_4959><s_c_1767>
|
||
04:14 [视频-转发/点赞/长播] <|video_begin|><s_a_5903><s_b_2799><s_c_2262>
|
||
04:24 [视频-转发/点赞/长播] <|video_begin|><s_a_7038><s_b_4879><s_c_4611>
|
||
05:01 [视频-转发/长播] <|video_begin|><s_a_3829><s_b_4216><s_c_4978>
|
||
05:38 [视频-转发/长播] <|video_begin|><s_a_1880><s_b_6973><s_c_5452>
|
||
05:40 [视频-转发/长播] <|video_begin|><s_a_3254><s_b_3862><s_c_2672>
|
||
07:11 [视频-转发/点赞/长播] <|video_begin|><s_a_1726><s_b_3006><s_c_4636>
|
||
【2026-01-24】
|
||
04:40 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_3230><s_c_5563>
|
||
【2026-01-25】
|
||
07:12 [视频-转发/点赞/长播] <|video_begin|><s_a_7424><s_b_1258><s_c_2759>
|
||
【2026-01-26】
|
||
00:59 [视频-转发/点赞/长播] <|video_begin|><s_a_7328><s_b_7823><s_c_5554>
|
||
02:11 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_698>
|
||
02:36 [视频-转发/点赞/长播] <|video_begin|><s_a_1509><s_b_353><s_c_146>
|
||
05:33 [视频-转发/点赞/长播] <|video_begin|><s_a_3655><s_b_990><s_c_3346>
|
||
05:48 [视频-转发/长播] <|video_begin|><s_a_7038><s_b_935><s_c_7921>
|
||
08:02 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_7888><s_c_853>
|
||
09:39 [视频-转发/点赞/长播] <|video_begin|><s_a_5254><s_b_4491><s_c_1767>
|
||
09:41 [视频-转发/点赞/长播] <|video_begin|><s_a_4060><s_b_7843><s_c_5807>
|
||
09:46 [视频-转发/点赞/长播] <|video_begin|><s_a_5023><s_b_1232><s_c_7925>
|
||
14:19 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_8091>
|
||
14:19 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_3633><s_c_6067>
|
||
14:59 [视频-转发/长播] <|video_begin|><s_a_4540><s_b_1494><s_c_7921>
|
||
15:06 [视频-转发/长播] <|video_begin|><s_a_4032><s_b_6435><s_c_2584>
|
||
15:16 [视频-转发/长播] <|video_begin|><s_a_3216><s_b_7344><s_c_4631>
|
||
15:38 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_4794><s_c_2335>
|
||
【2026-01-27】
|
||
04:24 [视频-转发/长播] <|video_begin|><s_a_2416><s_b_3417><s_c_6962>
|
||
04:56 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_1939>
|
||
05:30 [广告-点击] <|ad_begin|><s_a_759><s_b_4692><s_c_814>
|
||
07:12 [广告-点击] <|ad_begin|><s_a_4258><s_b_3932><s_c_6919>
|
||
09:16 [视频-转发/点赞/长播] <|video_begin|><s_a_5555><s_b_7214><s_c_640>
|
||
09:28 [视频-转发/点赞/长播] <|video_begin|><s_a_5687><s_b_5904><s_c_728>
|
||
10:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_6727><s_c_677>
|
||
11:09 [广告-点击] <|ad_begin|><s_a_5632><s_b_6901><s_c_6976>
|
||
13:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_7790>
|
||
13:25 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_6973><s_c_4783>
|
||
13:27 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_5555>
|
||
13:33 [视频-转发/点赞/长播] <|video_begin|><s_a_4088><s_b_6477><s_c_1061>
|
||
13:33 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_7790>
|
||
13:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_7894><s_c_5555>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_7342><s_c_5668>
|
||
01:12 [视频-转发/点赞/长播] <|video_begin|><s_a_5687><s_b_6234><s_c_728>
|
||
01:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_3655><s_b_1929><s_c_6919>
|
||
01:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4033><s_c_6676>
|
||
01:21 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_5555>
|
||
01:45 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_5555>
|
||
01:59 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_1411><s_c_1269>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1534><s_b_5172><s_c_3207>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2337><s_b_8155><s_c_5345>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5401><s_b_5612><s_c_4120>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_6937><s_c_2594>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_3335><s_c_3515>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7171><s_b_7330><s_c_822>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4838><s_b_4338><s_c_1247>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4211><s_b_3440><s_c_7586>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5401><s_b_3705><s_c_3878>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1309><s_b_7412><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2861><s_b_4028><s_c_5315>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_647><s_c_3515>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7303><s_b_5050><s_c_6140>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_866><s_c_2032>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_3072><s_c_2717>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_4502><s_c_129>
|
||
03:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_7790>
|
||
03:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4937><s_c_2494>
|
||
07:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_2997><s_c_6410>
|
||
07:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_1935>
|
||
07:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_6196><s_c_7622>
|
||
07:38 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6676>
|
||
07:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_4032><s_b_1929><s_c_1858>
|
||
07:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_6727><s_c_2374>
|
||
07:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6456>
|
||
11:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6919>
|
||
11:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_2997><s_c_8145>
|
||
15:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_7460><s_b_2997><s_c_7888>
|
||
【2026-01-29】
|
||
01:30 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2485><s_c_6583>
|
||
01:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2485><s_c_3889>
|
||
01:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_5904><s_c_8037>
|
||
01:49 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_6435><s_c_1232>
|
||
01:51 [视频-转发/点赞/长播] <|video_begin|><s_a_3062><s_b_3417><s_c_5668>
|
||
01:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_7516><s_b_1410><s_c_130>
|
||
01:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_7994><s_c_3843>
|
||
01:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3738><s_b_7608><s_c_1935>
|
||
01:57 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6727><s_c_2248>
|
||
02:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6727><s_c_7244>
|
||
02:03 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_2957>
|
||
02:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4491><s_c_713>
|
||
02:06 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_6676>
|
||
02:06 [视频-收藏/点赞] <|video_begin|><s_a_7328><s_b_8179><s_c_3338>
|
||
02:15 [视频-转发/长播] <|video_begin|><s_a_7460><s_b_7608><s_c_5555>
|
||
02:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7214><s_c_2530>
|
||
02:15 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_6919>
|
||
02:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6676>
|
||
02:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2865><s_c_6486>
|
||
02:19 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_8058><s_c_640>
|
||
02:24 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7214><s_c_1935>
|
||
02:29 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6486>
|
||
04:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_4451>
|
||
04:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_4451>
|
||
【2026-01-30】
|
||
00:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7214><s_c_5245>
|
||
01:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_665><s_c_5555>
|
||
03:47 [广告-点击] <|ad_begin|><s_a_7249><s_b_1013><s_c_61>
|
||
04:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_1911><s_b_985><s_c_2791>
|
||
04:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_7244>
|
||
04:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_7268><s_b_2575><s_c_5555>
|
||
04:45 [广告-点击] <|ad_begin|><s_a_4032><s_b_4733><s_c_6173>
|
||
06:03 [广告-点击] <|ad_begin|><s_a_2022><s_b_4915><s_c_4859>
|
||
10:48 [视频-收藏/长播] <|video_begin|><s_a_7038><s_b_3614><s_c_7315>
|
||
11:43 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_6234><s_c_3970>
|
||
11:45 [视频-转发/长播] <|video_begin|><s_a_4284><s_b_1119><s_c_1933>
|
||
11:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_1255><s_b_7123><s_c_7951>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7497><s_b_4743><s_c_5267>
|
||
09:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_1790><s_b_6442><s_c_5555>
|
||
11:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_2067><s_b_2997><s_c_3476>
|
||
11:45 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_7603><s_c_88>
|
||
11:57 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_1188><s_c_5061>
|
||
14:27 [广告-点击] <|ad_begin|><s_a_447><s_b_1369><s_c_6785>
|
||
14:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_7295><s_c_6676>
|
||
19:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_1929><s_c_5851>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_5487><s_c_4604>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_6265><s_c_1649>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_7279><s_c_4604>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_4538><s_c_2652>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_325><s_c_4307>
|
||
06:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_4491><s_c_439>
|
||
06:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_6936><s_b_2997><s_c_6561>
|
||
15:57 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_2997><s_c_5209>
|
||
【2026-02-02】
|
||
01:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3914><s_b_827><s_c_4200>
|
||
01:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_1255><s_b_6966><s_c_5362>
|
||
01:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3194><s_b_5672><s_c_2793>
|
||
02:38 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_581><s_c_7671>
|
||
02:39 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4491><s_c_5668>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4279><s_b_4516><s_c_3011>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
09:32 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_8179><s_c_88>
|
||
09:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_1935>
|
||
18:17 [视频-转发/长播] <|video_begin|><s_a_7679><s_b_3112><s_c_5851>
|
||
18:17 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_2434><s_b_6727><s_c_7806>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_5268><s_c_5194>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_5658><s_c_7448>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_4421><s_c_7311>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_6434><s_c_7529>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_7164><s_c_2082>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5576><s_b_3471><s_c_5470>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_6599><s_c_5220>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_3147><s_c_1030>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6836><s_b_444><s_c_4244>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_8008><s_c_8156>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6836><s_b_5743><s_c_4755>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6836><s_b_444><s_c_4244>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5684><s_b_2669><s_c_8015>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2178><s_b_2669><s_c_4908>
|
||
05:44 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1119><s_c_7790>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_481><s_c_1939>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5119><s_c_1676>
|
||
06:06 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_2549><s_c_141>
|
||
06:12 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4841><s_c_853>
|
||
06:12 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_7608><s_c_6108>
|
||
06:17 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3059><s_c_1939>
|
||
08:26 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_5268><s_c_6057>
|
||
13:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_5988><s_b_7823><s_c_2049>
|
||
13:20 [广告-点击] <|ad_begin|><s_a_4088><s_b_8002><s_c_308>
|
||
【2026-02-04】
|
||
01:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7214><s_c_1082>
|
||
01:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_697><s_c_7616>
|
||
01:35 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_7823><s_c_4361>
|
||
01:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_827><s_c_1741>
|
||
01:42 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3189><s_c_4405>
|
||
01:54 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1300><s_c_5964>
|
||
01:54 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_3417><s_c_6725>
|
||
01:54 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_1935>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8><s_b_1226><s_c_846>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_5268><s_c_2528>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8><s_b_1226><s_c_846>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5851><s_b_6599><s_c_5220>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5040><s_b_357><s_c_4822>
|
||
06:01 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_1258><s_c_535>
|
||
06:01 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_4491><s_c_6409>
|
||
09:34 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_7756><s_c_6881>
|
||
09:36 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_5668>
|
||
11:16 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_4915><s_c_7738>
|
||
11:16 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_4259><s_c_907>
|
||
11:16 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_1000>
|
||
12:06 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6924><s_c_1000>
|
||
12:06 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_6622><s_c_5576>
|
||
12:10 [视频-长播] <|video_begin|><s_a_3766><s_b_7870><s_c_4135>
|
||
12:10 [视频-长播] <|video_begin|><s_a_3862><s_b_7181><s_c_4828>
|
||
12:10 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_931><s_c_3793>
|
||
12:16 [视频-长播] <|video_begin|><s_a_7038><s_b_7670><s_c_5576>
|
||
12:16 [视频-长播] <|video_begin|><s_a_3062><s_b_7381><s_c_6390>
|
||
12:16 [视频-长播] <|video_begin|><s_a_7841><s_b_7824><s_c_4693>
|
||
12:16 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_5647><s_c_4059>
|
||
12:23 [视频-长播] <|video_begin|><s_a_4540><s_b_1300><s_c_7921>
|
||
12:23 [视频-长播] <|video_begin|><s_a_6597><s_b_4259><s_c_5625>
|
||
12:23 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4996><s_c_1004>
|
||
12:35 [视频-点赞/长播] <|video_begin|><s_a_5983><s_b_7823><s_c_535>
|
||
12:35 [视频-点赞/长播] <|video_begin|><s_a_4601><s_b_3472><s_c_5874>
|
||
16:17 [视频-长播] <|video_begin|><s_a_3071><s_b_7870><s_c_216>
|
||
16:17 [视频-点赞/长播] <|video_begin|><s_a_4035><s_b_5268><s_c_1118>
|
||
16:26 [视频-长播] <|video_begin|><s_a_7435><s_b_4477><s_c_7178>
|
||
16:26 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_5555><s_c_264>
|
||
16:27 [视频-长播] <|video_begin|><s_a_7751><s_b_234><s_c_6067>
|
||
16:27 [视频-长播] <|video_begin|><s_a_7249><s_b_6442><s_c_1127>
|
||
16:30 [视频-长播] <|video_begin|><s_a_8113><s_b_2997><s_c_5621>
|
||
16:30 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_1916><s_c_1708>
|
||
16:34 [视频-长播] <|video_begin|><s_a_8113><s_b_6727><s_c_5555>
|
||
16:37 [视频-长播] <|video_begin|><s_a_8113><s_b_5555><s_c_7187>
|
||
16:37 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_7333><s_c_447>
|
||
16:41 [视频-长播] <|video_begin|><s_a_2015><s_b_2799><s_c_3674>
|
||
16:43 [视频-长播] <|video_begin|><s_a_505><s_b_1366><s_c_4468>
|
||
16:46 [视频-长播] <|video_begin|><s_a_7328><s_b_7823><s_c_1418>
|
||
16:46 [视频-长播] <|video_begin|><s_a_2364><s_b_5277><s_c_5252>
|
||
16:46 [视频-长播] <|video_begin|><s_a_7328><s_b_6400><s_c_5662>
|
||
18:31 [视频-长播] <|video_begin|><s_a_4788><s_b_1929><s_c_814>
|
||
18:31 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_7414><s_c_47>
|
||
18:38 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_7894><s_c_2313>
|
||
18:38 [广告-点击] <|ad_begin|><s_a_1041><s_b_7894><s_c_2313>
|
||
【2026-02-05】
|
||
01:37 [视频-长播] <|video_begin|><s_a_7679><s_b_2114><s_c_6390>
|
||
01:37 [视频-长播] <|video_begin|><s_a_7424><s_b_6435><s_c_7751>
|
||
01:37 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1277><s_c_3111>
|
||
01:37 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1002><s_c_7289>
|
||
01:40 [广告-点击] <|ad_begin|><s_a_217><s_b_1738><s_c_7673>
|
||
01:46 [视频-长播] <|video_begin|><s_a_2899><s_b_7342><s_c_987>
|
||
01:52 [视频-长播] <|video_begin|><s_a_3062><s_b_3589><s_c_7783>
|
||
01:52 [视频-长播] <|video_begin|><s_a_7679><s_b_6123><s_c_7719>
|
||
02:12 [广告-点击] <|ad_begin|><s_a_5632><s_b_3727><s_c_4673>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>
|
||
05:44 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_3951><s_c_141>
|
||
05:44 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1002><s_c_6379>
|
||
06:40 [视频-长播] <|video_begin|><s_a_2402><s_b_7823><s_c_3347>
|
||
06:40 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_7180><s_c_1939>
|
||
06:40 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_4746><s_c_2360>
|
||
06:55 [视频-点赞/长播] <|video_begin|><s_a_6757><s_b_1021><s_c_7588>
|
||
06:59 [视频-长播] <|video_begin|><s_a_5058><s_b_2687><s_c_4879>
|
||
06:59 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7823><s_c_6900>
|
||
07:02 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7295><s_c_1935>
|
||
08:20 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_1119><s_c_2035>
|
||
09:33 [视频-长播] <|video_begin|><s_a_2067><s_b_1132><s_c_6919>
|
||
09:38 [视频-长播] <|video_begin|><s_a_6597><s_b_7608><s_c_7536>
|
||
09:38 [视频-长播] <|video_begin|><s_a_3406><s_b_6966><s_c_3322>
|
||
09:40 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_2485><s_c_6583>
|
||
10:41 [视频-长播] <|video_begin|><s_a_7038><s_b_6006><s_c_827>
|
||
10:41 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_2997><s_c_4158>
|
||
10:41 [视频-转发/点赞/长播] <|video_begin|><s_a_3766><s_b_3063><s_c_7289>
|
||
10:53 [视频-长播] <|video_begin|><s_a_6321><s_b_1119><s_c_1933>
|
||
10:53 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4246><s_c_831>
|
||
10:55 [视频-长播] <|video_begin|><s_a_7038><s_b_2221><s_c_5377>
|
||
10:55 [视频-长播] <|video_begin|><s_a_3062><s_b_1258><s_c_6162>
|
||
10:55 [视频-长播] <|video_begin|><s_a_6597><s_b_5961><s_c_1148>
|
||
11:01 [视频-长播] <|video_begin|><s_a_6597><s_b_4041><s_c_1935>
|
||
13:02 [视频-长播] <|video_begin|><s_a_6597><s_b_697><s_c_337>
|
||
13:02 [视频-长播] <|video_begin|><s_a_6597><s_b_7214><s_c_1402>
|
||
13:02 [视频-长播] <|video_begin|><s_a_5023><s_b_5198><s_c_3726>
|
||
13:06 [视频-长播] <|video_begin|><s_a_1509><s_b_3417><s_c_4939>
|
||
13:06 [视频-长播] <|video_begin|><s_a_5555><s_b_4491><s_c_7658>
|
||
13:06 [视频-长播] <|video_begin|><s_a_3450><s_b_1717><s_c_1741>
|
||
13:06 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_3417><s_c_4548>
|
||
13:21 [视频-长播] <|video_begin|><s_a_3062><s_b_4932><s_c_2460>
|
||
13:24 [视频-长播] <|video_begin|><s_a_8113><s_b_5555><s_c_1935>
|
||
13:24 [视频-长播] <|video_begin|><s_a_5058><s_b_665><s_c_1352>
|
||
13:24 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_697><s_c_6587>
|
||
13:24 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_7671>
|
||
13:33 [视频-长播] <|video_begin|><s_a_3300><s_b_724><s_c_7289>
|
||
13:33 [视频-长播] <|video_begin|><s_a_7424><s_b_2997><s_c_4810>
|
||
13:40 [视频-长播] <|video_begin|><s_a_359><s_b_451><s_c_1422>
|
||
13:46 [视频-点赞/长播] <|video_begin|><s_a_7034><s_b_6196><s_c_4745>
|
||
14:05 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_6519><s_c_7106>
|
||
14:05 [视频-长播] <|video_begin|><s_a_5555><s_b_7823><s_c_640>
|
||
14:05 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_1590><s_c_594>
|
||
14:07 [视频-长播] <|video_begin|><s_a_3300><s_b_6234><s_c_4348>
|
||
14:07 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_1596><s_c_6250>
|
||
14:07 [视频-点赞/长播] <|video_begin|><s_a_639><s_b_7811><s_c_4451>
|
||
14:07 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_6400><s_c_7257>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
|
||
核心判定逻辑（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 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请针对下列主题提取行为逻辑链：
|
||
主题：从泛化娱乐到特定游戏IP的深度沉浸
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化娱乐到特定游戏IP的深度沉浸",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，梳理出一条从泛化娱乐兴趣到对特定游戏IP深度沉浸的行为逻辑链。
|
||
|
||
我首先注意到，这位用户的兴趣相当广泛，早期在游戏方面主要集中在《王者荣耀》和《第五人格》上，购买了大量周边商品，例如《王者荣耀》的卡片 <|prod_begin|><s_a_2021><s_b_1258><s_c_870> 和多次购买《第五人格》的徽章、钥匙扣等 <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>、<|prod_begin|><s_a_261><s_b_7537><s_c_2838>。这表明他/她是一个典型的二次元和游戏爱好者，对喜爱的IP有很强的付费意愿和收藏偏好。同时，用户的消费行为也展现出对低价、高性价比商品（如各种9.9元商品）和可爱、二次元风格小物件的偏爱。
|
||
|
||
在2026年1月26日之前，用户的视频消费内容非常多样化，涵盖了萌宠、搞笑、社会生活、动漫解说等多个领域，但没有明显集中于某一特定IP。直到1月27日，我观察到一个显著的兴趣转折点。当天，用户首次点击了一则关于《明日方舟》新版本“终末地”的宣传广告 <|ad_begin|><s_a_759><s_b_4692><s_c_814>。这次点击似乎是一个关键的触发点，为后续的行为埋下了伏笔。
|
||
|
||
这次广告点击之后，用户的行为立刻显示出对这个新信息的强烈反应。仅仅几个小时后，我就看到他/她开始主动消费与“终末地”相关的深度内容，比如收藏并长时间观看了分析管理员角色背景和世界观设定的视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790>。这种从被动接收广告信息到主动探索深度内容的转变，并且伴随着收藏和点赞这类高价值互动，清晰地表明用户的兴趣被成功激发，并且正在快速加深。
|
||
|
||
接下来的几天，这种兴趣的深化趋势愈发明显。我发现用户的关注点从“这是个什么故事”迅速升级为“这个游戏该怎么玩”。在1月29日，他/她收藏并观看了介绍“终末地”卡池规则和抽卡策略的视频 <|video_begin|><s_a_5632><s_b_6727><s_c_6919>。这说明用户已经产生了强烈的游玩意愿，开始为进入游戏做准备，研究核心的付费机制和资源分配策略。这种行为已经超越了普通内容消费者的范畴，表现出准玩家的特征。
|
||
|
||
仅仅两天后，在1月31日，用户的探索行为变得更加具体和硬核。他/她开始观看关于游戏内“基建布局”和“材料制作”这类高阶攻略视频 <|video_begin|><s_a_1790><s_b_6442><s_c_5555>。这表明用户的认知已经从“想玩”进化到了“想玩好”，正在预习具体的游戏技巧，希望在游戏开始时就能高效推进。这种对复杂游戏系统的深入研究，标志着其沉浸程度已经达到了一个新高度。
|
||
|
||
最终，在2月5日，我观察到这条兴趣链形成了一个完美的闭环。用户的兴趣从纯粹的线上数字内容，延伸到了与现实生活相关的实体商品。他/她点击了《明日方舟：终末地》的联名交通卡 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>。点击购买游戏IP的实体周边，尤其是交通卡这种具有身份标识和日常使用属性的物品，强烈地表明了用户对该IP的高度认同感。这不仅是消费行为，更是一种身份的宣告。
|
||
|
||
综合来看，我认为用户的行为清晰地展现了一个从被动接收信息到深度沉浸于特定游戏IP的完整过程。这个过程始于一次广告点击 <|ad_begin|><s_a_759><s_b_4692><s_c_814>，随后通过观看角色背景解析视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790> 来深化兴趣，接着通过研究卡池规则 <|video_begin|><s_a_5632><s_b_6727><s_c_6919> 和基建攻略 <|video_begin|><s_a_1790><s_b_6442><s_c_5555> 为实际游玩做准备，最终通过点击联名实体周边 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123> 完成了从线上兴趣到线下身份认同的转化。基于此，我推测该用户未来有很大概率会成为《明日方舟：终末地》的活跃玩家，并可能继续关注和消费该IP的各类内容与商品。</think>
|
||
{"logic_chain": {"name": "从泛化娱乐到特定游戏IP的深度沉浸", "events": [{"date": "2026-01-27", "action": "[广告-点击] <|ad_begin|><s_a_759><s_b_4692><s_c_814>", "logic": "初始触发：通过广告被动接收到《明日方舟》新版本“终末地”的核心信息，这是兴趣链的起点。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_7790>", "logic": "兴趣深化与验证：从广告的泛化信息，转向对特定角色背景和世界观设定的深度内容消费，交互从“点击”升级为“收藏/点赞/长播”，表明兴趣被初步确认并加深。"}, {"date": "2026-01-29", "action": "[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_6919>", "logic": "认知跃迁与行为准备：兴趣从“了解故事”演变为“研究玩法”，开始关注“卡池规则”、“保底数值”等核心游戏机制和攻略型信息，体现出从旁观者向潜在玩家转化的明确意图。"}, {"date": "2026-01-31", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_1790><s_b_6442><s_c_5555>", "logic": "策略收敛与技能预习：进一步聚焦于更具体的“基建布局”、“材料制作”等高阶游戏攻略，表明用户不仅想玩，而且希望高效地玩好，认知深度已达到资深玩家水平。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>", "logic": "兴趣闭环与身份认同：用户的兴趣从线上内容消费延伸至线下实体周边，点击联名交通卡这一行为，标志着其对该游戏IP的认同感已经形成，完成了从“了解”到“认同”的完整认知闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-02-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2955><s_b_6234><s_c_5498>
|
||
【2025-03-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6698><s_b_6234><s_c_936>
|
||
【2025-03-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2434><s_c_2513>
|
||
【2025-03-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
|
||
【2025-08-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_1519><s_c_7656>
|
||
【2025-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5801><s_b_3132><s_c_6327>
|
||
【2025-08-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5248><s_b_4613><s_c_28>
|
||
【2025-08-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_441><s_c_7732>
|
||
【2025-09-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1782><s_b_1844><s_c_6392>
|
||
【2025-09-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
|
||
【2025-09-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3027><s_b_2904><s_c_1897>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7056><s_b_8002><s_c_7269>
|
||
【2025-09-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6559><s_b_1312><s_c_6378>
|
||
【2025-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_560><s_b_7136><s_c_50>
|
||
【2025-10-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3254><s_b_5703><s_c_2784>
|
||
【2025-10-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4366><s_b_7342><s_c_2253>
|
||
【2025-10-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4818><s_b_5121><s_c_1785>
|
||
【2025-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_863><s_b_1917><s_c_6285>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2412><s_b_2700><s_c_5344>
|
||
【2025-10-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6559><s_b_1312><s_c_6378>
|
||
【2025-10-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_582><s_c_2032>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1951><s_b_1398><s_c_3746>
|
||
【2025-10-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7622><s_b_1505><s_c_6100>
|
||
【2025-10-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7800><s_b_692><s_c_367>
|
||
【2025-10-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_2103><s_c_2697>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2650><s_b_6713><s_c_5692>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_2649><s_c_211>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2262><s_b_1124><s_c_4519>
|
||
【2025-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_4488><s_c_4107>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3261><s_b_3930><s_c_6990>
|
||
【2025-10-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_89><s_b_4069><s_c_7711>
|
||
【2025-10-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_6202>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4836><s_b_4975><s_c_3692>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6722><s_b_5840><s_c_2697>
|
||
【2025-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3344><s_b_5918><s_c_732>
|
||
【2025-10-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7520><s_b_4804><s_c_7681>
|
||
【2025-10-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5757><s_b_5658><s_c_8024>
|
||
【2025-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
【2025-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3955><s_b_1713><s_c_6920>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6213><s_b_2857><s_c_4231>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6017><s_b_3930><s_c_4231>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_6878><s_c_4977>
|
||
【2025-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6953><s_b_5918><s_c_5993>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_5490><s_c_1677>
|
||
【2025-12-13】
|
||
00:08 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_4125><s_c_5531>
|
||
02:49 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7525><s_c_2704>
|
||
03:36 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_6436><s_c_1251>
|
||
03:58 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_33><s_c_1005>
|
||
11:17 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
|
||
【2025-12-14】
|
||
04:48 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8156><s_c_5737>
|
||
11:36 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_152><s_c_1259>
|
||
13:12 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_7608><s_c_2957>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
|
||
【2025-12-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_5090><s_c_5642>
|
||
【2025-12-20】
|
||
03:45 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3447><s_c_7410>
|
||
05:53 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5145><s_c_7124>
|
||
10:50 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4323><s_c_7003>
|
||
【2025-12-21】
|
||
11:36 [广告-深度转化] <|ad_begin|><s_a_6760><s_b_5027><s_c_4932>
|
||
【2025-12-27】
|
||
04:07 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3447><s_c_7410>
|
||
04:47 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2941><s_c_1708>
|
||
【2025-12-28】
|
||
12:12 [广告-深度转化] <|ad_begin|><s_a_6907><s_b_7919><s_c_3454>
|
||
【2025-12-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_8163><s_c_3456>
|
||
【2025-12-31】
|
||
12:26 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_2460>
|
||
12:54 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_5563>
|
||
13:35 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1411><s_c_47>
|
||
14:03 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4841><s_c_47>
|
||
【2026-01-01】
|
||
00:12 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5841><s_c_47>
|
||
【2026-01-02】
|
||
13:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1119><s_c_6215>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7492><s_b_7878><s_c_8130>
|
||
【2026-01-03】
|
||
00:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2799><s_c_7315>
|
||
【2026-01-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5064><s_b_3287><s_c_1003>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3598><s_c_6661>
|
||
【2026-01-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6017><s_b_1468><s_c_3875>
|
||
【2026-01-10】
|
||
23:43 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5841><s_c_3775>
|
||
【2026-01-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_3246><s_c_4899>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5380><s_b_5660><s_c_4231>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5515><s_c_4133>
|
||
【2026-01-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_89><s_b_6066><s_c_3875>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5515><s_c_4133>
|
||
【2026-01-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_6902><s_c_1993>
|
||
【2026-01-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8040><s_b_7217><s_c_2692>
|
||
【2026-01-16】
|
||
11:59 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_4340><s_c_4228>
|
||
【2026-01-17】
|
||
05:59 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_6244><s_c_3549>
|
||
12:22 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4944><s_c_6815>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1074><s_b_3089><s_c_4025>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_3982><s_c_5657>
|
||
【2026-01-18】
|
||
09:39 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6436><s_c_4451>
|
||
12:32 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4996><s_c_4636>
|
||
13:47 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_3982><s_c_2364>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_5717><s_c_1752>
|
||
【2026-01-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_263><s_b_347><s_c_1644>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7840><s_b_3436><s_c_3886>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1103><s_c_7517>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5348><s_c_3923>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_1715><s_c_3923>
|
||
【2026-01-23】
|
||
08:57 [视频-评论/长播] <|video_begin|><s_a_6219><s_b_5385><s_c_3036>
|
||
09:35 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_4181><s_c_1110>
|
||
09:45 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7610><s_b_3147><s_c_534>
|
||
12:05 [视频-转发/长播] <|video_begin|><s_a_7300><s_b_4996><s_c_1767>
|
||
12:27 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6234><s_c_5967>
|
||
13:14 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_835><s_c_497>
|
||
13:35 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3678><s_c_3207>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2218><s_b_7198><s_c_133>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_4302><s_c_6100>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3908><s_b_4545><s_c_6628>
|
||
【2026-01-24】
|
||
00:29 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_3408><s_c_7719>
|
||
00:40 [视频-转发/长播] <|video_begin|><s_a_3115><s_b_4201><s_c_7410>
|
||
00:40 [视频-转发/长播] <|video_begin|><s_a_3555><s_b_4460><s_c_3346>
|
||
00:40 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_3147><s_c_4605>
|
||
00:48 [视频-转发/长播] <|video_begin|><s_a_3300><s_b_7214><s_c_3349>
|
||
02:35 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_6944><s_c_1100>
|
||
02:35 [视频-转发/点赞/长播] <|video_begin|><s_a_7328><s_b_3147><s_c_2494>
|
||
02:47 [视频-转发/点赞/长播] <|video_begin|><s_a_5122><s_b_6519><s_c_2568>
|
||
02:47 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_6442><s_c_6583>
|
||
02:52 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_4010><s_c_4405>
|
||
02:52 [视频-点赞/长播] <|video_begin|><s_a_5489><s_b_5511><s_c_1901>
|
||
09:08 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_4508><s_c_3676>
|
||
10:27 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_2460>
|
||
10:37 [视频-关注/长播] <|video_begin|><s_a_2508><s_b_5727><s_c_7738>
|
||
12:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3961><s_c_6915>
|
||
12:25 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4213><s_c_5502>
|
||
23:53 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_6442><s_c_5576>
|
||
【2026-01-25】
|
||
02:31 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5419><s_c_5967>
|
||
07:14 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_2370>
|
||
07:24 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_4996><s_c_5576>
|
||
08:11 [视频-转发/长播] <|video_begin|><s_a_5687><s_b_5511><s_c_5687>
|
||
08:20 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_5489><s_c_2678>
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1232><s_c_5828>
|
||
11:03 [视频-评论/长播] <|video_begin|><s_a_6321><s_b_4033><s_c_6468>
|
||
【2026-01-27】
|
||
07:21 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_2568>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5973><s_b_24><s_c_6710>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_24><s_c_6710>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5100><s_b_5727><s_c_6278>
|
||
01:11 [视频-转发/长播] <|video_begin|><s_a_3300><s_b_6519><s_c_2370>
|
||
02:03 [视频-转发/长播] <|video_begin|><s_a_1584><s_b_5521><s_c_814>
|
||
02:32 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_6234><s_c_2452>
|
||
02:42 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_1658>
|
||
03:11 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_1614>
|
||
03:18 [视频-关注/点赞/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_4355>
|
||
04:35 [视频-关注/转发/评论/收藏/点赞/长播] <|video_begin|><s_a_5489><s_b_631><s_c_3294>
|
||
06:44 [视频-转发/长播] <|video_begin|><s_a_4540><s_b_4996><s_c_6154>
|
||
06:44 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5551><s_c_4671>
|
||
06:44 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_7282><s_c_5944>
|
||
06:44 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1883><s_b_1645><s_c_5673>
|
||
06:57 [广告-点击] <|ad_begin|><s_a_7460><s_b_3932><s_c_4209>
|
||
07:53 [广告-点击] <|ad_begin|><s_a_5687><s_b_5714><s_c_2704>
|
||
10:59 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_1883><s_b_2419><s_c_2568>
|
||
11:20 [广告-点击] <|ad_begin|><s_a_1923><s_b_1779><s_c_2309>
|
||
11:52 [广告-点击] <|ad_begin|><s_a_1584><s_b_2799><s_c_4421>
|
||
12:20 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5687><s_b_6234><s_c_728>
|
||
12:24 [视频-点赞/长播] <|video_begin|><s_a_5629><s_b_7684><s_c_7732>
|
||
12:40 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_6234><s_c_2370>
|
||
12:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_1088><s_b_5727><s_c_6385>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1642><s_c_6725>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_1210><s_b_1642><s_c_6725>
|
||
23:30 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_4878><s_c_1399>
|
||
23:35 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6234><s_c_5349>
|
||
【2026-01-29】
|
||
00:29 [视频-转发/长播] <|video_begin|><s_a_5687><s_b_6234><s_c_294>
|
||
00:47 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7596><s_b_4996><s_c_2513>
|
||
00:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4932><s_c_1153>
|
||
00:47 [广告-点击] <|ad_begin|><s_a_1584><s_b_4932><s_c_1153>
|
||
03:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1431><s_c_5687>
|
||
03:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_1431><s_c_5687>
|
||
03:54 [广告-点击] <|ad_begin|><s_a_1584><s_b_7261><s_c_6258>
|
||
04:37 [广告-点击] <|ad_begin|><s_a_4818><s_b_3932><s_c_1332>
|
||
04:45 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_1708>
|
||
05:10 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_3606><s_c_2309>
|
||
06:21 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_4340><s_c_6222>
|
||
06:21 [广告-点击] <|ad_begin|><s_a_7034><s_b_4340><s_c_6222>
|
||
07:01 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
|
||
07:01 [广告-点击] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
|
||
07:05 [广告-深度转化] <|ad_begin|><s_a_7904><s_b_7455><s_c_6222>
|
||
07:05 [广告-点击] <|ad_begin|><s_a_7904><s_b_7455><s_c_6222>
|
||
08:00 [视频-转发/长播] <|video_begin|><s_a_3738><s_b_6006><s_c_2636>
|
||
08:00 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_6818><s_c_853>
|
||
08:06 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7038><s_b_56><s_c_1614>
|
||
08:07 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5489><s_c_2678>
|
||
08:07 [广告-点击] <|ad_begin|><s_a_5687><s_b_5489><s_c_2678>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_6442><s_c_2693>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_5368><s_b_6442><s_c_2693>
|
||
09:03 [广告-点击] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
|
||
09:16 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_7952><s_c_7548>
|
||
09:19 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7966><s_c_8037>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_5687><s_b_7966><s_c_8037>
|
||
09:25 [广告-点击] <|ad_begin|><s_a_2782><s_b_2516><s_c_7456>
|
||
11:03 [广告-点击] <|ad_begin|><s_a_1584><s_b_5489><s_c_3534>
|
||
12:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5369><s_c_47>
|
||
12:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_5369><s_c_47>
|
||
12:08 [视频-转发/长播] <|video_begin|><s_a_5687><s_b_1369><s_c_1785>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_6128><s_c_1720>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_2056><s_c_5755>
|
||
【2026-01-30】
|
||
06:05 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_7214><s_c_7622>
|
||
11:11 [广告-点击] <|ad_begin|><s_a_4035><s_b_4996><s_c_47>
|
||
11:14 [广告-点击] <|ad_begin|><s_a_5687><s_b_1431><s_c_6350>
|
||
13:14 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_6137><s_b_5511><s_c_3454>
|
||
13:26 [广告-点击] <|ad_begin|><s_a_1584><s_b_3678><s_c_2895>
|
||
13:42 [广告-深度转化] <|ad_begin|><s_a_511><s_b_581><s_c_4209>
|
||
13:42 [广告-点击] <|ad_begin|><s_a_511><s_b_581><s_c_4209>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7569><s_b_4156><s_c_3773>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_89><s_b_1113><s_c_4306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_3278><s_c_3637>
|
||
【2026-01-31】
|
||
00:57 [视频-收藏/长播] <|video_begin|><s_a_5555><s_b_7342><s_c_3221>
|
||
03:41 [视频-转发/长播] <|video_begin|><s_a_6219><s_b_3422><s_c_1719>
|
||
03:46 [广告-点击] <|ad_begin|><s_a_5687><s_b_6470><s_c_6616>
|
||
03:56 [视频-转发/长播] <|video_begin|><s_a_118><s_b_7608><s_c_2309>
|
||
04:04 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_8008><s_c_625>
|
||
04:04 [广告-点击] <|ad_begin|><s_a_5115><s_b_8008><s_c_625>
|
||
06:43 [视频-转发/长播] <|video_begin|><s_a_5476><s_b_5841><s_c_2212>
|
||
06:58 [广告-点击] <|ad_begin|><s_a_1981><s_b_631><s_c_1708>
|
||
07:44 [广告-点击] <|ad_begin|><s_a_1909><s_b_800><s_c_3424>
|
||
08:01 [广告-点击] <|ad_begin|><s_a_1584><s_b_152><s_c_8140>
|
||
09:39 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_6583>
|
||
09:39 [广告-点击] <|ad_begin|><s_a_1210><s_b_5419><s_c_6583>
|
||
10:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_7261><s_c_6258>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_1822><s_c_3775>
|
||
11:18 [广告-点击] <|ad_begin|><s_a_2518><s_b_2614><s_c_6561>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_2916><s_c_1159>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5801><s_b_6498><s_c_3246>
|
||
【2026-02-01】
|
||
00:17 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7259><s_b_4578><s_c_2070>
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7763><s_c_2341>
|
||
00:20 [广告-点击] <|ad_begin|><s_a_5687><s_b_7763><s_c_2341>
|
||
00:27 [视频-转发/长播] <|video_begin|><s_a_7460><s_b_1596><s_c_2803>
|
||
00:55 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5998><s_b_4746><s_c_3026>
|
||
00:57 [广告-点击] <|ad_begin|><s_a_1909><s_b_4491><s_c_5576>
|
||
10:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7391><s_c_1477>
|
||
10:47 [广告-点击] <|ad_begin|><s_a_1584><s_b_7391><s_c_1477>
|
||
12:01 [广告-点击] <|ad_begin|><s_a_1584><s_b_2799><s_c_4421>
|
||
12:04 [视频-转发/长播] <|video_begin|><s_a_1721><s_b_6234><s_c_728>
|
||
14:18 [视频-浏览] <|video_begin|><s_a_4030><s_b_4018><s_c_47>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5699><s_b_6574><s_c_391>
|
||
【2026-02-02】
|
||
03:20 [广告-点击] <|ad_begin|><s_a_7328><s_b_4432><s_c_1442>
|
||
04:06 [视频-浏览] <|video_begin|><s_a_1584><s_b_5727><s_c_3958>
|
||
06:41 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_5833><s_c_136>
|
||
06:56 [视频-转发/长播] <|video_begin|><s_a_4088><s_b_804><s_c_2530>
|
||
08:29 [广告-点击] <|ad_begin|><s_a_1584><s_b_7381><s_c_1111>
|
||
10:46 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_4171>
|
||
10:46 [广告-点击] <|ad_begin|><s_a_1584><s_b_4324><s_c_4171>
|
||
11:02 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5119><s_c_875>
|
||
11:02 [广告-点击] <|ad_begin|><s_a_5115><s_b_5119><s_c_875>
|
||
11:14 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_4007>
|
||
11:15 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_4007>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_4007>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_7381><s_c_1111>
|
||
11:22 [广告-点击] <|ad_begin|><s_a_1584><s_b_7381><s_c_1111>
|
||
11:26 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4340><s_c_3034>
|
||
11:26 [广告-点击] <|ad_begin|><s_a_5687><s_b_4340><s_c_3034>
|
||
12:00 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_631><s_c_7237>
|
||
12:00 [广告-点击] <|ad_begin|><s_a_5115><s_b_631><s_c_7237>
|
||
12:06 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2941><s_c_1708>
|
||
12:06 [广告-点击] <|ad_begin|><s_a_5687><s_b_2941><s_c_1708>
|
||
12:38 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4932><s_c_4636>
|
||
12:38 [广告-点击] <|ad_begin|><s_a_1584><s_b_4932><s_c_4636>
|
||
12:53 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6334><s_c_216>
|
||
12:53 [广告-点击] <|ad_begin|><s_a_1584><s_b_6334><s_c_216>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5331><s_b_4411><s_c_1805>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_834><s_b_4463><s_c_381>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_1679><s_c_5576>
|
||
【2026-02-03】
|
||
00:04 [广告-点击] <|ad_begin|><s_a_1584><s_b_1715><s_c_6379>
|
||
00:26 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_5576>
|
||
01:11 [视频-评论/长播] <|video_begin|><s_a_1584><s_b_5511><s_c_2321>
|
||
02:44 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1188><s_c_3998>
|
||
02:44 [广告-点击] <|ad_begin|><s_a_1596><s_b_1188><s_c_3998>
|
||
03:08 [视频-点赞/长播] <|video_begin|><s_a_7460><s_b_5489><s_c_497>
|
||
03:17 [视频-评论/长播] <|video_begin|><s_a_6760><s_b_7597><s_c_6542>
|
||
04:29 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_3193><s_c_7807>
|
||
08:40 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5452><s_b_5841><s_c_6725>
|
||
08:51 [视频-转发/长播] <|video_begin|><s_a_4284><s_b_978><s_c_3972>
|
||
09:39 [广告-点击] <|ad_begin|><s_a_1584><s_b_1822><s_c_3775>
|
||
09:39 [广告-点击] <|ad_begin|><s_a_1584><s_b_1717><s_c_6390>
|
||
10:36 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6006><s_c_4405>
|
||
10:36 [广告-点击] <|ad_begin|><s_a_5687><s_b_6006><s_c_4405>
|
||
11:20 [视频-转发/长播] <|video_begin|><s_a_4178><s_b_8007><s_c_6514>
|
||
13:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1178>
|
||
13:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_581><s_c_1178>
|
||
13:34 [视频-转发/长播] <|video_begin|><s_a_3300><s_b_7342><s_c_7076>
|
||
13:46 [广告-点击] <|ad_begin|><s_a_1584><s_b_6436><s_c_5903>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8040><s_b_2771><s_c_2692>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4802><s_b_2498><s_c_3045>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_164><s_c_7266>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7407><s_b_4190><s_c_7586>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2209><s_b_164><s_c_7266>
|
||
【2026-02-04】
|
||
00:14 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_3137><s_c_7257>
|
||
01:29 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_3408><s_c_1785>
|
||
01:38 [广告-点击] <|ad_begin|><s_a_5687><s_b_8184><s_c_974>
|
||
03:46 [广告-点击] <|ad_begin|><s_a_3062><s_b_2906><s_c_3998>
|
||
04:24 [视频-关注/长播] <|video_begin|><s_a_3829><s_b_6858><s_c_5162>
|
||
04:33 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7608><s_c_359>
|
||
04:33 [广告-点击] <|ad_begin|><s_a_1210><s_b_7608><s_c_359>
|
||
06:00 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_978><s_c_141>
|
||
09:36 [视频-评论/长播] <|video_begin|><s_a_3829><s_b_1190><s_c_2309>
|
||
09:52 [视频-转发/长播] <|video_begin|><s_a_5983><s_b_3472><s_c_2153>
|
||
09:52 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_978><s_c_7622>
|
||
10:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_6051><s_c_2280>
|
||
10:28 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4951><s_c_4657>
|
||
10:28 [广告-点击] <|ad_begin|><s_a_5687><s_b_4951><s_c_4657>
|
||
12:41 [广告-点击] <|ad_begin|><s_a_1210><s_b_6334><s_c_1161>
|
||
12:45 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3063><s_c_7609>
|
||
12:45 [广告-点击] <|ad_begin|><s_a_5687><s_b_3063><s_c_7609>
|
||
13:56 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_978><s_c_2636>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1968><s_c_6792>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5044><s_c_1664>
|
||
【2026-02-05】
|
||
00:35 [视频-长播] <|video_begin|><s_a_3062><s_b_5385><s_c_1591>
|
||
00:38 [视频-长播] <|video_begin|><s_a_5983><s_b_4050><s_c_6419>
|
||
00:59 [视频-长播] <|video_begin|><s_a_3142><s_b_2966><s_c_3524>
|
||
05:59 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_779>
|
||
05:59 [视频-长播] <|video_begin|><s_a_3409><s_b_3302><s_c_7137>
|
||
05:59 [视频-长播] <|video_begin|><s_a_8127><s_b_3295><s_c_7042>
|
||
05:59 [视频-长播] <|video_begin|><s_a_6166><s_b_6006><s_c_143>
|
||
06:13 [视频-长播] <|video_begin|><s_a_7378><s_b_4932><s_c_728>
|
||
06:13 [视频-评论/长播] <|video_begin|><s_a_2817><s_b_7762><s_c_1997>
|
||
06:17 [视频-评论/长播] <|video_begin|><s_a_7038><s_b_1749><s_c_314>
|
||
06:28 [视频-长播] <|video_begin|><s_a_3300><s_b_6727><s_c_3062>
|
||
06:28 [视频-评论/长播] <|video_begin|><s_a_2508><s_b_1510><s_c_7675>
|
||
06:28 [视频-关注/收藏/长播] <|video_begin|><s_a_7460><s_b_4841><s_c_5961>
|
||
06:40 [视频-长播] <|video_begin|><s_a_3062><s_b_4996><s_c_7534>
|
||
06:40 [视频-长播] <|video_begin|><s_a_3766><s_b_3422><s_c_5115>
|
||
06:40 [视频-长播] <|video_begin|><s_a_2526><s_b_3235><s_c_113>
|
||
06:56 [视频-长播] <|video_begin|><s_a_6372><s_b_3314><s_c_724>
|
||
06:59 [视频-长播] <|video_begin|><s_a_7378><s_b_5454><s_c_6390>
|
||
06:59 [视频-长播] <|video_begin|><s_a_7328><s_b_4460><s_c_1785>
|
||
07:03 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_3246><s_c_640>
|
||
07:03 [广告-点击] <|ad_begin|><s_a_1210><s_b_3246><s_c_640>
|
||
07:03 [视频-长播] <|video_begin|><s_a_3062><s_b_6006><s_c_2341>
|
||
07:03 [视频-长播] <|video_begin|><s_a_2508><s_b_1142><s_c_1335>
|
||
07:07 [视频-长播] <|video_begin|><s_a_1726><s_b_6006><s_c_6278>
|
||
07:07 [视频-长播] <|video_begin|><s_a_7460><s_b_7652><s_c_7003>
|
||
07:07 [视频-长播] <|video_begin|><s_a_7324><s_b_6047><s_c_5944>
|
||
07:07 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_5727><s_c_2548>
|
||
07:17 [视频-长播] <|video_begin|><s_a_1088><s_b_5454><s_c_3476>
|
||
07:21 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_4859>
|
||
07:21 [视频-长播] <|video_begin|><s_a_3300><s_b_6234><s_c_1752>
|
||
07:28 [视频-长播] <|video_begin|><s_a_511><s_b_2789><s_c_5576>
|
||
07:28 [视频-长播] <|video_begin|><s_a_3766><s_b_1141><s_c_6379>
|
||
07:36 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4508><s_c_1939>
|
||
07:36 [广告-点击] <|ad_begin|><s_a_1584><s_b_4508><s_c_1939>
|
||
08:37 [视频-长播] <|video_begin|><s_a_5983><s_b_6907><s_c_5141>
|
||
08:43 [视频-长播] <|video_begin|><s_a_1726><s_b_1277><s_c_377>
|
||
08:43 [视频-长播] <|video_begin|><s_a_4393><s_b_166><s_c_2454>
|
||
08:47 [视频-长播] <|video_begin|><s_a_1088><s_b_4033><s_c_7790>
|
||
08:52 [视频-长播] <|video_begin|><s_a_7774><s_b_3589><s_c_5944>
|
||
08:52 [视频-长播] <|video_begin|><s_a_7378><s_b_978><s_c_5576>
|
||
08:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2799><s_c_4913>
|
||
08:58 [广告-点击] <|ad_begin|><s_a_1584><s_b_2799><s_c_4913>
|
||
10:06 [视频-长播] <|video_begin|><s_a_7751><s_b_5231><s_c_2530>
|
||
12:56 [视频-长播] <|video_begin|><s_a_7460><s_b_800><s_c_7244>
|
||
12:56 [视频-长播] <|video_begin|><s_a_1981><s_b_4240><s_c_5737>
|
||
12:56 [视频-长播] <|video_begin|><s_a_3300><s_b_6234><s_c_6057>
|
||
12:56 [视频-长播] <|video_begin|><s_a_7378><s_b_6006><s_c_5576>
|
||
13:04 [视频-长播] <|video_begin|><s_a_3300><s_b_2826><s_c_1614>
|
||
13:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5124><s_c_7028>
|
||
13:06 [广告-点击] <|ad_begin|><s_a_1584><s_b_5124><s_c_7028>
|
||
13:22 [视频-长播] <|video_begin|><s_a_7460><s_b_1141><s_c_3709>
|
||
13:22 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6329><s_b_796><s_c_1119>
|
||
14:03 [视频-长播] <|video_begin|><s_a_3062><s_b_6047><s_c_5576>
|
||
14:03 [视频-长播] <|video_begin|><s_a_2817><s_b_581><s_c_1659>
|
||
14:03 [视频-长播] <|video_begin|><s_a_1584><s_b_7261><s_c_4079>
|
||
14:08 [视频-长播] <|video_begin|><s_a_5122><s_b_796><s_c_2206>
|
||
14:08 [视频-长播] <|video_begin|><s_a_5983><s_b_6907><s_c_5737>
|
||
14:14 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_631><s_c_8024>
|
||
14:14 [广告-点击] <|ad_begin|><s_a_1584><s_b_631><s_c_8024>
|
||
14:18 [视频-长播] <|video_begin|><s_a_3829><s_b_5653><s_c_6357>
|
||
14:18 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_839><s_c_7106>
|
||
14:24 [视频-长播] <|video_begin|><s_a_1726><s_b_4932><s_c_2269>
|
||
14:24 [视频-长播] <|video_begin|><s_a_3062><s_b_1747><s_c_7003>
|
||
14:24 [视频-长播] <|video_begin|><s_a_2817><s_b_1806><s_c_3429>
|
||
14:38 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_5737>
|
||
14:38 [视频-长播] <|video_begin|><s_a_2508><s_b_2817><s_c_6122>
|
||
14:38 [视频-长播] <|video_begin|><s_a_1210><s_b_581><s_c_5061>
|
||
|
||
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。
|
||
|
||
主题：从被动娱乐到主动探索：对《我的世界》游戏机制的深度探究
|
||
|
||
输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|ad_begin|><s_a_1584><s_b_4324><s_c_2460>", "<|video_begin|><s_a_3062><s_b_4213><s_c_5502>", "<|prod_begin|><s_a_5431><s_b_1679><s_c_5576>", "<|video_begin|><s_a_3062><s_b_7608><s_c_5576>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-08-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_7444><s_c_6318>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3179><s_c_5236>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6606><s_b_6462><s_c_5785>
|
||
【2025-08-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7098><s_b_6454><s_c_7314>
|
||
【2025-08-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3037><s_c_6065>
|
||
【2025-08-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4174><s_b_7820><s_c_5212>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2032><s_b_3924><s_c_1400>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_3857><s_c_2249>
|
||
【2025-09-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_750><s_b_6454><s_c_2668>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_5637><s_c_5981>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6195><s_b_2444><s_c_4610>
|
||
【2025-10-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4297><s_b_221><s_c_2766>
|
||
【2025-10-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_573><s_c_1298>
|
||
【2025-11-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6796><s_b_5143><s_c_4519>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7216><s_c_178>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5044><s_b_7687><s_c_3818>
|
||
【2025-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_623><s_b_5619><s_c_5405>
|
||
【2025-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3897><s_b_7912><s_c_2710>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6911><s_b_1899><s_c_5559>
|
||
【2025-11-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6055><s_b_4231><s_c_3543>
|
||
【2025-11-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_2541><s_c_6072>
|
||
【2025-12-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7672><s_b_1964><s_c_3548>
|
||
【2025-12-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
【2025-12-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6617><s_b_5652><s_c_1205>
|
||
【2025-12-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7604><s_c_1662>
|
||
【2025-12-20】
|
||
14:20 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
|
||
19:59 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_5658>
|
||
20:26 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_3877>
|
||
22:00 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_4603>
|
||
【2025-12-21】
|
||
00:40 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_8032>
|
||
22:27 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_1614>
|
||
【2025-12-22】
|
||
03:54 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_47>
|
||
12:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2704>
|
||
20:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_3522>
|
||
【2025-12-23】
|
||
09:35 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7566>
|
||
12:25 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4173><s_c_1935>
|
||
17:33 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_834>
|
||
20:42 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4647>
|
||
【2025-12-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5708><s_b_7672><s_c_2514>
|
||
22:34 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5061>
|
||
【2025-12-27】
|
||
22:26 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2438>
|
||
【2025-12-28】
|
||
01:48 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_7566>
|
||
05:36 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7180><s_c_3047>
|
||
07:43 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3670>
|
||
12:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2148><s_c_3026>
|
||
21:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1129>
|
||
【2025-12-29】
|
||
03:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
|
||
03:36 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
|
||
12:11 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
|
||
12:11 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
|
||
14:00 [广告-点击] <|ad_begin|><s_a_3528><s_b_1141><s_c_5732>
|
||
23:00 [广告-点击] <|ad_begin|><s_a_5229><s_b_3278><s_c_6057>
|
||
23:53 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
|
||
23:53 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
|
||
【2025-12-30】
|
||
01:52 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2568>
|
||
01:52 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2568>
|
||
03:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6669>
|
||
03:56 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6669>
|
||
08:15 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_1125>
|
||
08:15 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_1125>
|
||
11:43 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
|
||
11:43 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
|
||
13:26 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_2756>
|
||
13:26 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_2756>
|
||
【2025-12-31】
|
||
01:21 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6771>
|
||
01:21 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6771>
|
||
19:55 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
|
||
19:55 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
|
||
【2026-01-01】
|
||
00:15 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6771><s_c_141>
|
||
00:15 [广告-点击] <|ad_begin|><s_a_1393><s_b_6771><s_c_141>
|
||
22:19 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5776>
|
||
22:19 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5776>
|
||
22:59 [广告-深度转化] <|ad_begin|><s_a_655><s_b_4879><s_c_1957>
|
||
22:59 [广告-点击] <|ad_begin|><s_a_655><s_b_4879><s_c_1957>
|
||
【2026-01-02】
|
||
00:43 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6156>
|
||
00:43 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_6156>
|
||
03:59 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_2451><s_c_3349>
|
||
03:59 [广告-点击] <|ad_begin|><s_a_1393><s_b_2451><s_c_3349>
|
||
09:08 [广告-点击] <|ad_begin|><s_a_5960><s_b_7608><s_c_1957>
|
||
【2026-01-03】
|
||
09:00 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_7671>
|
||
09:00 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_7671>
|
||
【2026-01-04】
|
||
09:23 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
09:23 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
12:12 [广告-点击] <|ad_begin|><s_a_5998><s_b_7765><s_c_6583>
|
||
【2026-01-05】
|
||
11:34 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1368>
|
||
11:34 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1368>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
|
||
【2026-01-06】
|
||
00:54 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>
|
||
00:54 [广告-点击] <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2601><s_b_3549><s_c_2374>
|
||
【2026-01-07】
|
||
14:01 [广告-点击] <|ad_begin|><s_a_395><s_b_104><s_c_6227>
|
||
【2026-01-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3065><s_b_376><s_c_4696>
|
||
【2026-01-09】
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
|
||
11:52 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
|
||
12:07 [广告-点击] <|ad_begin|><s_a_1393><s_b_3009><s_c_5563>
|
||
12:18 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5979>
|
||
【2026-01-10】
|
||
17:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
|
||
17:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
|
||
18:44 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
|
||
18:44 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
|
||
【2026-01-11】
|
||
20:01 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5349>
|
||
20:01 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5349>
|
||
【2026-01-12】
|
||
04:23 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_581><s_c_1935>
|
||
04:23 [广告-点击] <|ad_begin|><s_a_1708><s_b_581><s_c_1935>
|
||
05:35 [广告-点击] <|ad_begin|><s_a_1474><s_b_2246><s_c_6390>
|
||
08:27 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_5851>
|
||
08:27 [广告-点击] <|ad_begin|><s_a_2551><s_b_6234><s_c_5851>
|
||
【2026-01-13】
|
||
02:20 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4032>
|
||
02:20 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4032>
|
||
03:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6900>
|
||
03:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6900>
|
||
13:17 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_416>
|
||
13:17 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_416>
|
||
【2026-01-14】
|
||
20:39 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7160>
|
||
20:39 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7160>
|
||
【2026-01-15】
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1>
|
||
07:53 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1>
|
||
08:21 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_2699>
|
||
【2026-01-16】
|
||
00:43 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_8096>
|
||
00:43 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_8096>
|
||
02:15 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_845>
|
||
06:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
|
||
06:52 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
|
||
07:39 [广告-点击] <|ad_begin|><s_a_1708><s_b_2221><s_c_4423>
|
||
【2026-01-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_24><s_c_4481>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_1802><s_c_5008>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3230><s_c_2408>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4771><s_c_6065>
|
||
【2026-01-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_6278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1515><s_b_966><s_c_7491>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_424><s_b_6454><s_c_4930>
|
||
【2026-01-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5312><s_b_2448><s_c_5347>
|
||
20:11 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_7165><s_c_5839>
|
||
20:12 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4033><s_c_6873>
|
||
20:24 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_7036><s_c_2756>
|
||
20:40 [视频-收藏/长播] <|video_begin|><s_a_50><s_b_3915><s_c_1719>
|
||
20:42 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_5511><s_c_1584>
|
||
【2026-01-22】
|
||
01:54 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_4460><s_c_2661>
|
||
04:47 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_4460><s_c_1009>
|
||
04:47 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_5369><s_c_2077>
|
||
04:51 [视频-收藏/长播] <|video_begin|><s_a_6542><s_b_966><s_c_5563>
|
||
07:14 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4134><s_c_4820>
|
||
07:37 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_966><s_c_6805>
|
||
22:29 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_6642><s_c_6065>
|
||
【2026-01-23】
|
||
05:07 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_6442><s_c_6559>
|
||
08:21 [视频-点赞/长播] <|video_begin|><s_a_4825><s_b_3189><s_c_4166>
|
||
08:40 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_1413><s_c_1009>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_1392><s_c_5404>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_2428><s_c_803>
|
||
20:17 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3775>
|
||
20:57 [视频-收藏/长播] <|video_begin|><s_a_3958><s_b_4198><s_c_3770>
|
||
【2026-01-24】
|
||
00:28 [视频-收藏/长播] <|video_begin|><s_a_3113><s_b_1736><s_c_5563>
|
||
01:36 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4134><s_c_1659>
|
||
02:36 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_4134><s_c_6215>
|
||
02:48 [视频-收藏/长播] <|video_begin|><s_a_6583><s_b_765><s_c_2661>
|
||
02:48 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_978><s_c_6869>
|
||
05:06 [视频-收藏/长播] <|video_begin|><s_a_7204><s_b_7030><s_c_5186>
|
||
05:08 [视频-收藏/长播] <|video_begin|><s_a_4785><s_b_5484><s_c_6355>
|
||
05:08 [视频-点赞/长播] <|video_begin|><s_a_6955><s_b_6782><s_c_7257>
|
||
05:52 [视频-收藏/长播] <|video_begin|><s_a_5019><s_b_479><s_c_104>
|
||
08:03 [视频-收藏/长播] <|video_begin|><s_a_506><s_b_1636><s_c_5563>
|
||
14:20 [视频-收藏/长播] <|video_begin|><s_a_6474><s_b_6924><s_c_6067>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3206><s_c_7748>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_7978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_961><s_c_2306>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
|
||
22:35 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6816>
|
||
22:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6816>
|
||
【2026-01-25】
|
||
13:26 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1614>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6617><s_b_329><s_c_356>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
|
||
20:12 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_4571><s_c_5563>
|
||
20:12 [广告-点击] <|ad_begin|><s_a_3308><s_b_4571><s_c_5563>
|
||
【2026-01-26】
|
||
19:32 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6879>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3837><s_b_6498><s_c_597>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_2428><s_c_4822>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
|
||
20:39 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1206><s_c_4487>
|
||
20:39 [广告-点击] <|ad_begin|><s_a_1393><s_b_1206><s_c_4487>
|
||
【2026-01-27】
|
||
00:11 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_1557><s_c_4631>
|
||
02:59 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_4134><s_c_793>
|
||
04:44 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_5511><s_c_6771>
|
||
04:44 [广告-点击] <|ad_begin|><s_a_6275><s_b_5511><s_c_6771>
|
||
06:39 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_7568>
|
||
06:39 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_7568>
|
||
11:41 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_7123><s_c_7806>
|
||
12:32 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_391>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
|
||
22:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7534>
|
||
22:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7534>
|
||
【2026-01-28】
|
||
03:30 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_7548>
|
||
03:30 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_7548>
|
||
05:23 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
|
||
05:23 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
|
||
06:18 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_4134><s_c_6954>
|
||
06:23 [视频-点赞/长播] <|video_begin|><s_a_3380><s_b_7665><s_c_7688>
|
||
07:46 [视频-收藏/长播] <|video_begin|><s_a_5695><s_b_4134><s_c_2370>
|
||
07:48 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_7036><s_c_1542>
|
||
08:00 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_697><s_c_4110>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
23:32 [视频-收藏/长播] <|video_begin|><s_a_5048><s_b_4134><s_c_7738>
|
||
【2026-01-29】
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_7608><s_c_6915>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_3308><s_b_7608><s_c_6915>
|
||
05:10 [视频-收藏/长播] <|video_begin|><s_a_5695><s_b_3549><s_c_6215>
|
||
06:19 [视频-点赞/长播] <|video_begin|><s_a_4785><s_b_197><s_c_842>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6177><s_b_164><s_c_4237>
|
||
20:57 [视频-收藏/长播] <|video_begin|><s_a_4030><s_b_4134><s_c_3878>
|
||
【2026-01-30】
|
||
01:30 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7718>
|
||
01:30 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7718>
|
||
05:02 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3501>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4781><s_b_7969><s_c_5018>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_6426><s_c_1990>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_6426><s_c_1990>
|
||
20:38 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3936>
|
||
20:52 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
|
||
20:52 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
|
||
【2026-01-31】
|
||
01:34 [视频-收藏/长播] <|video_begin|><s_a_7662><s_b_4134><s_c_3401>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
|
||
【2026-02-01】
|
||
00:02 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4060>
|
||
00:02 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4060>
|
||
06:07 [视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>
|
||
06:29 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5633>
|
||
06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5633>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5014><s_b_5912><s_c_1502>
|
||
23:21 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
|
||
23:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_458><s_b_1740><s_c_4365>
|
||
【2026-02-02】
|
||
00:47 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_1935>
|
||
10:49 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_82>
|
||
10:49 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_82>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7764><s_b_3982><s_c_738>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7357><s_b_1557><s_c_5665>
|
||
23:25 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_3995>
|
||
23:25 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_3995>
|
||
【2026-02-03】
|
||
00:36 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
|
||
01:04 [视频-收藏/长播] <|video_begin|><s_a_3311><s_b_4156><s_c_6177>
|
||
02:13 [视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>
|
||
02:39 [视频-收藏/长播] <|video_begin|><s_a_2252><s_b_7888><s_c_3283>
|
||
02:48 [视频-收藏/长播] <|video_begin|><s_a_3958><s_b_3832><s_c_2438>
|
||
03:56 [视频-收藏/长播] <|video_begin|><s_a_2979><s_b_7887><s_c_4631>
|
||
04:04 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5727><s_c_7289>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2695><s_b_1505><s_c_3020>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4510><s_b_2056><s_c_7868>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2218><s_b_7878><s_c_2274>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3054><s_b_3015><s_c_4114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7672><s_b_610><s_c_5150>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7910><s_b_3076><s_c_6749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_666><s_b_8121><s_c_4115>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5392><s_b_7887><s_c_4986>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_7457><s_c_7908>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7672><s_b_2660><s_c_259>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4454><s_b_5652><s_c_7018>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7910><s_b_3076><s_c_6749>
|
||
21:00 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_1127>
|
||
21:00 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_1127>
|
||
【2026-02-04】
|
||
02:05 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_1519><s_c_1179>
|
||
02:05 [广告-点击] <|ad_begin|><s_a_4403><s_b_1519><s_c_1179>
|
||
08:00 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
|
||
08:00 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_222><s_b_2175><s_c_3470>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_6874><s_c_1038>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_58><s_b_4092><s_c_2260>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1025><s_c_3198>
|
||
19:40 [视频-点赞/长播] <|video_begin|><s_a_2979><s_b_5150><s_c_2465>
|
||
20:16 [视频-收藏/长播] <|video_begin|><s_a_1474><s_b_2419><s_c_2225>
|
||
【2026-02-05】
|
||
00:02 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4939><s_c_851>
|
||
00:02 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_1738><s_c_1906>
|
||
06:55 [视频-长播] <|video_begin|><s_a_1936><s_b_6708><s_c_4724>
|
||
06:58 [视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>
|
||
06:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_1240><s_b_4134><s_c_2647>
|
||
06:59 [视频-长播] <|video_begin|><s_a_1106><s_b_7390><s_c_4318>
|
||
06:59 [视频-长播] <|video_begin|><s_a_2135><s_b_4324><s_c_7754>
|
||
07:02 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_5510>
|
||
07:02 [视频-长播] <|video_begin|><s_a_5295><s_b_1413><s_c_8143>
|
||
07:02 [视频-关注/长播] <|video_begin|><s_a_2135><s_b_8179><s_c_1148>
|
||
07:07 [视频-长播] <|video_begin|><s_a_532><s_b_4134><s_c_1205>
|
||
07:13 [视频-长播] <|video_begin|><s_a_2135><s_b_594><s_c_4548>
|
||
07:18 [视频-长播] <|video_begin|><s_a_6508><s_b_4134><s_c_6215>
|
||
07:23 [视频-长播] <|video_begin|><s_a_6705><s_b_4134><s_c_1509>
|
||
07:25 [视频-长播] <|video_begin|><s_a_5564><s_b_990><s_c_2261>
|
||
07:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4291><s_c_1440>
|
||
07:31 [视频-长播] <|video_begin|><s_a_1409><s_b_3280><s_c_6038>
|
||
07:31 [视频-长播] <|video_begin|><s_a_7097><s_b_2828><s_c_6390>
|
||
07:31 [视频-长播] <|video_begin|><s_a_1335><s_b_4746><s_c_1306>
|
||
07:39 [视频-长播] <|video_begin|><s_a_2709><s_b_7493><s_c_1806>
|
||
07:39 [视频-长播] <|video_begin|><s_a_7893><s_b_3456><s_c_7315>
|
||
07:40 [视频-长播] <|video_begin|><s_a_2015><s_b_233><s_c_7602>
|
||
07:43 [视频-长播] <|video_begin|><s_a_6401><s_b_184><s_c_7840>
|
||
07:43 [视频-长播] <|video_begin|><s_a_532><s_b_2826><s_c_7119>
|
||
07:43 [视频-长播] <|video_begin|><s_a_6321><s_b_4134><s_c_143>
|
||
07:45 [视频-长播] <|video_begin|><s_a_2135><s_b_5238><s_c_6559>
|
||
07:51 [视频-长播] <|video_begin|><s_a_6401><s_b_6477><s_c_3709>
|
||
07:53 [视频-收藏/长播] <|video_begin|><s_a_2979><s_b_7933><s_c_4693>
|
||
07:55 [视频-长播] <|video_begin|><s_a_2898><s_b_7051><s_c_8183>
|
||
07:56 [视频-长播] <|video_begin|><s_a_4751><s_b_7028><s_c_6559>
|
||
08:00 [视频-长播] <|video_begin|><s_a_575><s_b_4893><s_c_6379>
|
||
08:00 [视频-长播] <|video_begin|><s_a_4623><s_b_2744><s_c_390>
|
||
08:02 [视频-长播] <|video_begin|><s_a_2562><s_b_4458><s_c_1935>
|
||
08:04 [视频-长播] <|video_begin|><s_a_2768><s_b_4944><s_c_7616>
|
||
08:04 [视频-长播] <|video_begin|><s_a_1276><s_b_7019><s_c_4355>
|
||
08:04 [视频-长播] <|video_begin|><s_a_842><s_b_5150><s_c_5407>
|
||
08:06 [视频-长播] <|video_begin|><s_a_1106><s_b_104><s_c_4423>
|
||
08:06 [视频-长播] <|video_begin|><s_a_6845><s_b_780><s_c_6442>
|
||
08:06 [视频-长播] <|video_begin|><s_a_7542><s_b_1497><s_c_3189>
|
||
08:47 [视频-长播] <|video_begin|><s_a_6492><s_b_438><s_c_4092>
|
||
12:01 [视频-长播] <|video_begin|><s_a_5295><s_b_876><s_c_6531>
|
||
12:04 [视频-长播] <|video_begin|><s_a_5452><s_b_4092><s_c_6215>
|
||
12:04 [视频-长播] <|video_begin|><s_a_6490><s_b_1822><s_c_5563>
|
||
12:07 [视频-长播] <|video_begin|><s_a_5295><s_b_6690><s_c_6601>
|
||
12:07 [视频-长播] <|video_begin|><s_a_5739><s_b_3915><s_c_5687>
|
||
12:07 [视频-长播] <|video_begin|><s_a_1335><s_b_4092><s_c_6871>
|
||
12:07 [视频-长播] <|video_begin|><s_a_5295><s_b_6690><s_c_3608>
|
||
12:07 [视频-长播] <|video_begin|><s_a_6955><s_b_5511><s_c_7234>
|
||
12:22 [视频-长播] <|video_begin|><s_a_1340><s_b_7665><s_c_2722>
|
||
12:22 [视频-长播] <|video_begin|><s_a_5568><s_b_6426><s_c_5674>
|
||
12:24 [视频-长播] <|video_begin|><s_a_2462><s_b_2956><s_c_5985>
|
||
12:24 [视频-长播] <|video_begin|><s_a_1464><s_b_4048><s_c_5563>
|
||
12:27 [视频-长播] <|video_begin|><s_a_5181><s_b_4092><s_c_6468>
|
||
12:27 [视频-长播] <|video_begin|><s_a_1335><s_b_2854><s_c_532>
|
||
12:27 [视频-长播] <|video_begin|><s_a_5602><s_b_4460><s_c_4200>
|
||
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）： 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
|
||
核心逻辑要求（递进性准则）：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、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。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：从健康焦虑到精准化饮食管理的认知演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从健康焦虑到精准化饮食管理的认知演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这项任务。我的目标是根据用户的交互历史，推理出一条关于用户从产生健康焦虑到寻求精准饮食管理方案的行为演变路径。
|
||
|
||
我首先注意到，用户的行为在2026年2月之前，主要集中在居家生活用品、服饰美妆以及大量的情感、家庭、悬疑类短剧广告的消费上，这描绘出一个关注家庭生活和娱乐内容的女性形象。然而，从2月1日开始，我观察到了一个明显的兴趣拐点。
|
||
|
||
在2月1日，用户浏览了一个关于甲状腺术后康复过程的视频 <|video_begin|><s_a_1003><s_b_6782><s_c_118>。这个视频内容非常具体且带有一定的医疗严肃性，与她之前偏向轻松娱乐的内容消费习惯有显著差异。我推测，这个行为可能源于用户自身或身边亲友的健康状况变化，触发了她对特定健康问题的关注和焦虑。这不仅仅是泛泛的养生兴趣，而是由一个具体问题驱动的、带有明确指向性的信息搜集行为。
|
||
|
||
紧接着，在2月3日，用户的关注点从术后即时状态，深化到了长期的恢复与生活管理。她观看并评论了一个分享甲状腺手术四年后通过健康生活方式成功减重并保持积极心态的视频 <|video_begin|><s_a_7771><s_b_4134><s_c_8005>。这个行为的递进性非常清晰：从了解“发生了什么”（术后监护），到探索“我该怎么做”（长期康复经验）。用户通过观看他人的成功案例，不仅在寻求心理上的共鸣和鼓励，更是在寻找一种可供自己参考和实践的、综合性的生活方式解决方案，这表明她的需求已经从单纯的信息获取升级为寻求可行的行动指南。
|
||
|
||
两天后的2月5日，用户的探索行为变得更加聚焦和专业化。她观看了一个由医生讲解的视频 <|video_begin|><s_a_5695><s_b_1144><s_c_1428>，内容是关于富含特定营养素（硒）的水果对甲状腺健康的作用。这是一个关键的认知收敛过程。相比于前两天较为宽泛的“健康生活方式”，这次她开始关注具体的营养元素和精准的食疗方案。这说明用户已经不满足于笼统的建议，而是希望获得更具科学依据、更具象化的指导，比如“应该具体吃什么”。这个行为完成了从“问题认知”到“综合性方案探索”，再到“精准化对策学习”的完整认知闭环。
|
||
|
||
综合来看，我认为用户的行为展现了一个清晰的演化路径。她可能因为某个触发事件（浏览甲状腺术后视频 <|video_begin|><s_a_1003><s_b_6782><s_c_118>）产生了健康焦虑，随后通过观看他人长期的康复经验分享 <|video_begin|><s_a_7771><s_b_4134><s_c_8005> 来寻求综合性的生活方式指导，最终将需求收敛到寻求医生讲解的、针对特定营养素的精准食疗方案 <|video_begin|><s_a_5695><s_b_1144><s_c_1428>。这一系列行为表明，她对健康管理的认知正在从模糊走向清晰，从被动接收信息转向主动寻求专业的、可执行的解决方案，未来可能会对相关的健康食品、营养补充剂或更专业的医疗健康内容表现出较高的兴趣。</think>
|
||
{"logic_chain": {"name": "从健康焦虑到精准化饮食管理的认知演化", "events": [{"date": "2026-02-01", "action": "[视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>", "logic": "问题触发：通过浏览甲状腺术后康复视频，表现出对该健康问题的初步关注。"}, {"date": "2026-02-03", "action": "[视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>", "logic": "兴趣深化：从关注术后即时状态转向长期康复和生活方式管理，通过观看他人经验分享，寻求可行的实践路径。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>", "logic": "认知收敛与增量：从泛化的生活方式管理，聚焦到具体的营养素（硒）和食疗方案，完成了从“问题是什么”到“具体怎么做”的认知闭环，获得了明确的行动指导。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7875><s_b_5426><s_c_3861>
|
||
【2023-10-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_3297><s_c_3712>
|
||
【2024-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_1801><s_c_6347>
|
||
【2025-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1033><s_b_1966><s_c_2895>
|
||
【2025-02-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_1801><s_c_6347>
|
||
【2025-03-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_1801><s_c_6347>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_2312><s_c_1307>
|
||
【2025-03-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_1801><s_c_6347>
|
||
【2025-04-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_2074><s_c_3122>
|
||
【2025-04-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_5543><s_c_4029>
|
||
【2025-04-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_2701><s_c_6828>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5200><s_c_1298>
|
||
【2025-06-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_1226><s_c_7222>
|
||
【2025-07-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1925><s_c_5053>
|
||
【2025-09-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6804><s_c_779>
|
||
【2025-09-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4875><s_c_3560>
|
||
【2025-09-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3802><s_c_2028>
|
||
【2025-10-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_8129>
|
||
【2025-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_1638><s_c_5540>
|
||
【2025-10-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1450><s_b_2448><s_c_6718>
|
||
【2025-11-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2826><s_c_4631>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_5237><s_c_528>
|
||
【2025-12-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5237><s_c_2273>
|
||
【2025-12-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7590><s_b_2555><s_c_2898>
|
||
【2025-12-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5237><s_c_528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5237><s_c_1877>
|
||
【2025-12-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_4547>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5237><s_c_5000>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_5237><s_c_5000>
|
||
【2025-12-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_6209><s_c_1414>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_4743><s_c_2937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_7292><s_c_6240>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4743><s_c_2937>
|
||
【2025-12-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_4839><s_c_5747>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_4839><s_c_6093>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_6544><s_c_2937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_419><s_c_567>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_4839><s_c_6093>
|
||
【2025-12-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_6544><s_c_2937>
|
||
【2025-12-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_6209><s_c_2937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_6544><s_c_2937>
|
||
【2025-12-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6354><s_b_24><s_c_5267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6354><s_b_24><s_c_5267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_506><s_c_3361>
|
||
【2026-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_2937>
|
||
【2026-01-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_24><s_c_5345>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_6209><s_c_2937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2026-01-05】
|
||
08:32 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1566>
|
||
11:58 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_581><s_c_2693>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_866><s_b_3206><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_7292><s_c_4038>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_6209><s_c_2937>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4669><s_b_1043><s_c_273>
|
||
02:46 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5267>
|
||
04:49 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_1093>
|
||
07:40 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7608><s_c_77>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1706><s_b_4618><s_c_1932>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1858><s_c_3483>
|
||
【2026-01-07】
|
||
07:48 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_4595>
|
||
10:22 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_6559>
|
||
13:51 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6123><s_c_640>
|
||
【2026-01-08】
|
||
01:19 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_77>
|
||
06:53 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_6707>
|
||
10:04 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_1206><s_c_8091>
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_581><s_c_1611>
|
||
14:31 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_4405>
|
||
【2026-01-09】
|
||
02:15 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_7772>
|
||
07:05 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2636>
|
||
13:03 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4252><s_c_4932>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_2251><s_c_6077>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_1519><s_c_4927>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_1519><s_c_1253>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7242><s_b_2251><s_c_6077>
|
||
【2026-01-10】
|
||
06:46 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_8008><s_c_141>
|
||
13:38 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_1141><s_c_77>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_7225><s_c_1389>
|
||
【2026-01-11】
|
||
01:11 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2225>
|
||
07:31 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_2448><s_c_6718>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_7507><s_c_6077>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_7225><s_c_1389>
|
||
【2026-01-12】
|
||
03:46 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7342><s_c_1179>
|
||
04:34 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_7888><s_c_5543>
|
||
07:02 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4373>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_7571><s_c_3055>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_2552><s_c_1076>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_2251><s_c_6077>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_210><s_b_7571><s_c_3055>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7242><s_b_2552><s_c_1076>
|
||
【2026-01-13】
|
||
08:22 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6519><s_c_7160>
|
||
10:23 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_314>
|
||
10:23 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_314>
|
||
14:57 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
|
||
14:57 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
|
||
【2026-01-14】
|
||
06:23 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5267>
|
||
06:23 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5267>
|
||
07:20 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
07:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
13:08 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_7676>
|
||
13:08 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_7676>
|
||
【2026-01-15】
|
||
00:47 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_4807>
|
||
05:30 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_3363>
|
||
05:30 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_3363>
|
||
12:38 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3775>
|
||
14:39 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
|
||
14:39 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_2552><s_c_1076>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_7687><s_c_2531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_7571><s_c_3055>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7242><s_b_2552><s_c_1076>
|
||
【2026-01-16】
|
||
04:36 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_655>
|
||
04:36 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_655>
|
||
12:28 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_6940>
|
||
12:28 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_6940>
|
||
14:03 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_3659>
|
||
14:03 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_3659>
|
||
15:16 [广告-点击] <|ad_begin|><s_a_6162><s_b_3159><s_c_4923>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_7571><s_c_3659>
|
||
23:31 [广告-点击] <|ad_begin|><s_a_7374><s_b_57><s_c_4742>
|
||
【2026-01-17】
|
||
00:09 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
|
||
04:23 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7888><s_c_3501>
|
||
04:23 [广告-点击] <|ad_begin|><s_a_2832><s_b_7888><s_c_3501>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_314>
|
||
13:03 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_4571><s_c_5563>
|
||
13:03 [广告-点击] <|ad_begin|><s_a_1708><s_b_4571><s_c_5563>
|
||
【2026-01-18】
|
||
04:21 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_1179>
|
||
04:21 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_1179>
|
||
10:32 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_6234><s_c_7193>
|
||
10:32 [广告-点击] <|ad_begin|><s_a_6275><s_b_6234><s_c_7193>
|
||
15:02 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6570>
|
||
15:02 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_6570>
|
||
【2026-01-19】
|
||
04:43 [广告-点击] <|ad_begin|><s_a_7331><s_b_1636><s_c_7015>
|
||
08:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_4949><s_c_2374>
|
||
08:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_4949><s_c_2374>
|
||
14:25 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
|
||
14:25 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_7571><s_c_3055>
|
||
【2026-01-20】
|
||
07:37 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_974>
|
||
07:37 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_974>
|
||
09:38 [广告-深度转化] <|ad_begin|><s_a_923><s_b_3602><s_c_834>
|
||
09:38 [广告-点击] <|ad_begin|><s_a_923><s_b_3602><s_c_834>
|
||
【2026-01-21】
|
||
02:48 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_640>
|
||
02:48 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_640>
|
||
06:10 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_3447><s_c_6038>
|
||
06:10 [广告-点击] <|ad_begin|><s_a_7939><s_b_3447><s_c_6038>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4663><s_c_3887>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4663><s_c_3887>
|
||
【2026-01-22】
|
||
08:37 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5957>
|
||
08:37 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5957>
|
||
12:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_4599>
|
||
12:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_4599>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_2812><s_c_457>
|
||
【2026-01-23】
|
||
09:40 [广告-点击] <|ad_begin|><s_a_7039><s_b_5473><s_c_6313>
|
||
10:00 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_1720>
|
||
10:00 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_1720>
|
||
15:17 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_1093>
|
||
15:17 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_1093>
|
||
【2026-01-24】
|
||
09:32 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
|
||
09:32 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4663><s_c_3887>
|
||
【2026-01-25】
|
||
05:27 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_7554><s_c_5563>
|
||
12:56 [广告-点击] <|ad_begin|><s_a_7039><s_b_2289><s_c_5798>
|
||
【2026-01-26】
|
||
05:42 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_8049><s_c_3026>
|
||
05:42 [广告-点击] <|ad_begin|><s_a_5894><s_b_8049><s_c_3026>
|
||
05:43 [广告-点击] <|ad_begin|><s_a_3014><s_b_6973><s_c_929>
|
||
05:59 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_3155><s_c_3574>
|
||
05:59 [广告-点击] <|ad_begin|><s_a_1393><s_b_3155><s_c_3574>
|
||
10:17 [视频-点赞/长播] <|video_begin|><s_a_6704><s_b_6234><s_c_6350>
|
||
12:43 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
|
||
【2026-01-27】
|
||
03:49 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5349><s_c_2568>
|
||
03:49 [广告-点击] <|ad_begin|><s_a_5863><s_b_5349><s_c_2568>
|
||
14:26 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_5061>
|
||
14:26 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_5061>
|
||
14:33 [广告-点击] <|ad_begin|><s_a_7088><s_b_1799><s_c_3659>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_750><s_b_4295><s_c_2585>
|
||
18:35 [广告-点击] <|ad_begin|><s_a_6162><s_b_2671><s_c_4742>
|
||
18:54 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6123><s_c_1859>
|
||
【2026-01-28】
|
||
01:06 [广告-深度转化] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
|
||
01:06 [广告-点击] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
|
||
01:06 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_6419>
|
||
04:25 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_7671>
|
||
04:25 [广告-点击] <|ad_begin|><s_a_5673><s_b_5349><s_c_7671>
|
||
06:36 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_404><s_c_1552>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_1552>
|
||
07:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7180><s_c_6896>
|
||
07:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_7180><s_c_6896>
|
||
12:15 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7566>
|
||
12:15 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7566>
|
||
14:30 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3108>
|
||
14:30 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3108>
|
||
【2026-01-29】
|
||
04:10 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7342><s_c_1752>
|
||
04:10 [广告-点击] <|ad_begin|><s_a_5960><s_b_7342><s_c_1752>
|
||
05:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
05:00 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
09:59 [广告-点击] <|ad_begin|><s_a_1474><s_b_665><s_c_3659>
|
||
11:44 [广告-点击] <|ad_begin|><s_a_6302><s_b_7963><s_c_607>
|
||
12:48 [广告-点击] <|ad_begin|><s_a_2832><s_b_2828><s_c_1659>
|
||
12:59 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4950><s_c_3363>
|
||
12:59 [广告-点击] <|ad_begin|><s_a_2832><s_b_4950><s_c_3363>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_8018><s_c_3240>
|
||
【2026-01-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7894><s_c_5674>
|
||
03:43 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_77>
|
||
03:43 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_77>
|
||
06:34 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_1206><s_c_3026>
|
||
06:34 [广告-点击] <|ad_begin|><s_a_1274><s_b_1206><s_c_3026>
|
||
13:41 [广告-点击] <|ad_begin|><s_a_7088><s_b_5339><s_c_3014>
|
||
【2026-01-31】
|
||
00:44 [广告-点击] <|ad_begin|><s_a_6162><s_b_6441><s_c_7930>
|
||
03:01 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_6583>
|
||
03:27 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_7566>
|
||
14:59 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1230><s_c_5563>
|
||
14:59 [广告-点击] <|ad_begin|><s_a_1393><s_b_1230><s_c_5563>
|
||
【2026-02-01】
|
||
00:02 [视频-关注/长播] <|video_begin|><s_a_923><s_b_7762><s_c_4325>
|
||
01:03 [广告-深度转化] <|ad_begin|><s_a_4651><s_b_6726><s_c_3768>
|
||
01:03 [广告-点击] <|ad_begin|><s_a_4651><s_b_6726><s_c_3768>
|
||
08:11 [视频-长播] <|video_begin|><s_a_16><s_b_1799><s_c_607>
|
||
08:11 [视频-长播] <|video_begin|><s_a_4367><s_b_1445><s_c_601>
|
||
08:11 [视频-长播] <|video_begin|><s_a_2051><s_b_5511><s_c_3191>
|
||
08:39 [视频-长播] <|video_begin|><s_a_6140><s_b_1596><s_c_5956>
|
||
【2026-02-02】
|
||
00:35 [视频-长播] <|video_begin|><s_a_2051><s_b_765><s_c_5872>
|
||
00:35 [视频-长播] <|video_begin|><s_a_7176><s_b_6234><s_c_4647>
|
||
00:35 [视频-长播] <|video_begin|><s_a_6704><s_b_7878><s_c_3501>
|
||
00:55 [视频-长播] <|video_begin|><s_a_3996><s_b_6442><s_c_237>
|
||
00:55 [视频-长播] <|video_begin|><s_a_3766><s_b_5668><s_c_7267>
|
||
00:55 [视频-长播] <|video_begin|><s_a_4646><s_b_7261><s_c_7096>
|
||
00:55 [视频-长播] <|video_begin|><s_a_16><s_b_1642><s_c_4794>
|
||
00:55 [视频-长播] <|video_begin|><s_a_2125><s_b_7180><s_c_5514>
|
||
00:55 [视频-长播] <|video_begin|><s_a_2051><s_b_3902><s_c_6278>
|
||
01:25 [视频-长播] <|video_begin|><s_a_2051><s_b_1596><s_c_1957>
|
||
03:17 [视频-长播] <|video_begin|><s_a_116><s_b_1799><s_c_3036>
|
||
03:19 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_2551>
|
||
03:19 [视频-长播] <|video_begin|><s_a_6140><s_b_1799><s_c_2369>
|
||
03:29 [视频-长播] <|video_begin|><s_a_2051><s_b_7917><s_c_3054>
|
||
03:29 [视频-长播] <|video_begin|><s_a_6704><s_b_6234><s_c_7462>
|
||
05:41 [视频-长播] <|video_begin|><s_a_4113><s_b_7180><s_c_2568>
|
||
13:19 [视频-长播] <|video_begin|><s_a_6704><s_b_1089><s_c_7951>
|
||
14:49 [视频-长播] <|video_begin|><s_a_5144><s_b_2485><s_c_5305>
|
||
15:26 [视频-长播] <|video_begin|><s_a_7213><s_b_6234><s_c_8109>
|
||
15:26 [视频-长播] <|video_begin|><s_a_2051><s_b_6973><s_c_5553>
|
||
15:33 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_5258>
|
||
15:33 [视频-长播] <|video_begin|><s_a_2051><s_b_2865><s_c_7106>
|
||
15:33 [视频-长播] <|video_begin|><s_a_116><s_b_575><s_c_1176>
|
||
15:48 [视频-长播] <|video_begin|><s_a_2364><s_b_3902><s_c_4193>
|
||
15:48 [视频-长播] <|video_begin|><s_a_4646><s_b_4163><s_c_2548>
|
||
22:31 [视频-长播] <|video_begin|><s_a_2015><s_b_6789><s_c_655>
|
||
【2026-02-03】
|
||
02:37 [视频-长播] <|video_begin|><s_a_6258><s_b_4571><s_c_8091>
|
||
10:35 [视频-长播] <|video_begin|><s_a_2051><s_b_1822><s_c_5061>
|
||
14:49 [视频-长播] <|video_begin|><s_a_7893><s_b_7272><s_c_3261>
|
||
14:49 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_2513>
|
||
14:49 [视频-长播] <|video_begin|><s_a_2015><s_b_6701><s_c_2793>
|
||
14:49 [视频-长播] <|video_begin|><s_a_4646><s_b_6234><s_c_5563>
|
||
15:12 [视频-长播] <|video_begin|><s_a_2051><s_b_2130><s_c_607>
|
||
15:31 [视频-长播] <|video_begin|><s_a_6510><s_b_8179><s_c_320>
|
||
15:31 [视频-长播] <|video_begin|><s_a_5295><s_b_7768><s_c_1223>
|
||
15:39 [视频-长播] <|video_begin|><s_a_5907><s_b_952><s_c_5815>
|
||
15:43 [视频-长播] <|video_begin|><s_a_2015><s_b_3898><s_c_6992>
|
||
15:49 [视频-长播] <|video_begin|><s_a_2015><s_b_7549><s_c_868>
|
||
15:49 [视频-长播] <|video_begin|><s_a_2015><s_b_2792><s_c_1170>
|
||
23:03 [视频-长播] <|video_begin|><s_a_2874><s_b_5378><s_c_490>
|
||
【2026-02-04】
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7495>
|
||
12:51 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7495>
|
||
14:00 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_4932>
|
||
14:23 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_333>
|
||
23:23 [视频-长播] <|video_begin|><s_a_3632><s_b_713><s_c_1730>
|
||
23:23 [视频-长播] <|video_begin|><s_a_2874><s_b_5707><s_c_5890>
|
||
【2026-02-05】
|
||
03:40 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_2941><s_c_55>
|
||
03:48 [广告-点击] <|ad_begin|><s_a_250><s_b_697><s_c_3034>
|
||
04:36 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6879>
|
||
04:36 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6879>
|
||
09:58 [视频-长播] <|video_begin|><s_a_6704><s_b_5384><s_c_5563>
|
||
13:17 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
|
||
13:17 [广告-点击] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
|
||
14:49 [视频-长播] <|video_begin|><s_a_2051><s_b_57><s_c_7343>
|
||
15:02 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_6857>
|
||
15:02 [视频-长播] <|video_begin|><s_a_6704><s_b_6234><s_c_567>
|
||
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进逻辑和内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心提取逻辑（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 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下,交互 B 的需求比 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。
|
||
请针对下列主题提取行为逻辑链：
|
||
主题：从被动接受情感剧到主动寻求人生哲理解答的认知跃迁
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接受情感剧到主动寻求人生哲理解答的认知跃迁",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我将以推荐分析师的视角，对这项任务进行推理分析。
|
||
|
||
我接手的任务是分析一位用户从被动接受情感短剧内容，到主动寻求人生哲理类书籍的行为转变。我的分析将主要依据其行为时间线，深入挖掘其内在动机和兴趣的演变过程。
|
||
|
||
首先，我注意到在2026年1月初，这位用户的行为模式发生了显著变化。在此之前，他的消费记录非常多样化，涵盖了从户外刀具<|prod_begin|><s_a_7875><s_b_5426><s_c_3861>、食品<|prod_begin|><s_a_6821><s_b_3297><s_c_3712>、日用品<|prod_begin|><s_a_310><s_b_4875><s_c_3560>到健康产品<|prod_begin|><s_a_1033><s_b_1966><s_c_2895>等多个领域，展现出一种务实、注重生活品质的男性形象。然而，从1月5日开始，他的广告交互记录中密集地出现了大量情感纠葛、家庭伦理、婚姻危机主题的短剧广告。例如，他深度转化了关于离婚后家庭矛盾的《我们曾经有过家》<|ad_begin|><s_a_5863><s_b_6234><s_c_5267>，以及后续多部类似主题的短剧，如《入狱后我执掌乾坤》<|ad_begin|><s_a_5673><s_b_7608><s_c_77>和《入赘五年，离婚即无敌》<|ad_begin|><s_a_795><s_b_6123><s_c_640>。我推测，这种高频次、高强度的内容推送，让他沉浸在了一个充满戏剧性冲突和现实困境的虚拟环境中。这些短剧普遍探讨现代人在爱情、婚姻和自我价值实现中的挣扎，很可能触动了用户在现实生活中的某些思考或困惑。
|
||
|
||
紧接着，一个关键的转折点出现在了2026年1月9日。在连续几天被动接收了大量虚构的情感冲突故事后，我发现他的行为从“看”转向了“学”。他主动点击并购买了名为《渔樵问对》的书籍<|prod_begin|><s_a_7242><s_b_2251><s_c_6077>，这本书的描述明确指向“解决人生困惑”和“感受国学经典智慧”。我认为这并非偶然。在被大量情感剧所营造的复杂问题包围后，用户可能不再满足于仅仅观看别人的故事，而是开始寻求一种能够指导自己、解决内心困惑的系统性知识。这标志着一次重要的认知跃迁：从被动地消费娱乐内容，转向主动地寻求智慧和答案。
|
||
|
||
这种寻求并未停止。在初步接触了宏观的人生哲理之后，用户的探索开始向更具体的领域深化。1月12日，他购买了另一本书籍《道家与性文化》<|prod_begin|><s_a_210><s_b_7571><s_c_3055>。在我看来，这是对他之前所接触的“情感纠葛”主题的一种更深层次的回应和探索。如果说《渔樵问对》是对普适性人生问题的思考，那么《道家与性文化》则将这种思考聚焦到了两性关系和个人身心修养这一更具体的层面。这表明他的兴趣正在从宽泛的哲学思考，收敛到与个人生活、特别是两性关系紧密相关的特定知识领域。
|
||
|
||
综合来看，我认为用户的行为轨迹清晰地展示了一个从问题沉浸到寻求解答，再到深化探索的完整闭环。他最初被动观看大量以离婚、家庭矛盾为主题的短剧广告，如《我们曾经有过家》<|ad_begin|><s_a_5863><s_b_6234><s_c_5267>，这让他对复杂的情感关系问题产生了认知。随后，这种认知驱动他不再满足于观看故事，而是主动购买了旨在“解决人生困惑”的《渔樵问对》<|prod_begin|><s_a_7242><s_b_2251><s_c_6077>，试图从哲学层面寻找答案。最后，他的探索进一步聚焦，通过购买《道家与性文化》<|prod_begin|><s_a_210><s_b_7571><s_c_3055>来深入研究与两性关系和个人修养相关的具体知识。因此，我倾向于认为，未来向他推荐兼具深度思考和实用性的国学、哲学或心理学内容，有较大概率被他所接纳。</think>
|
||
{"logic_chain": {"name": "从被动接受情感剧到主动寻求人生哲理解答的认知跃迁", "events": [{"date": "2026-01-06", "action": "[广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5267>", "logic": "问题域沉浸（触发阶段）：用户开始高密度地被动观看以“离婚”、“家庭矛盾”、“情感纠葛”为核心主题的短剧广告，构建了一个充满现实困境与情感挑战的认知背景。"}, {"date": "2026-01-09", "action": "[商品-购买] <|prod_begin|><s_a_7242><s_b_2251><s_c_6077>", "logic": "行为模式转变与认知升级：在连续接触大量虚构的情感冲突后，用户行为从被动观看转为主动购买。购买的书籍《渔樵问对》明确标榜“解决人生困惑”，表明用户不再满足于观看表层故事，而是开始寻求更深层次、更具指导性的哲学智慧来解答现实或心理上的困惑，实现了从“看故事”到“找答案”的认知跃迁。"}, {"date": "2026-01-12", "action": "[商品-购买] <|prod_begin|><s_a_210><s_b_7571><s_c_3055>", "logic": "兴趣深化与领域聚焦：在寻求宏观人生哲理（《渔樵问对》）之后，用户的探索进一步具体化，转向了更细分的“道家与性文化”领域。这表明用户在初步的哲学思考后，开始关注与两性关系、个人养生相关的具体理论，是对前期“情感纠葛”主题的深度回应和探索，体现了从普适性智慧到特定领域知识的兴趣收敛。"}]}}<|im_end|>
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<|im_start|>user
|
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你是一位电商商品理解专家，擅长将商品token转换为清晰、完整的商品文字描述。
|
||
告诉我本商品token<|prod_begin|><s_a_6944><s_b_2985><s_c_480>对应的商品描述/think<|im_end|>
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<|im_start|>assistant
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<think>面向婴幼儿的寝居用品，选用安全亲肤材质，兼具保暖透气防水等实用功能，设计童趣丰富，详细标注规格与卖点，且统一提供包邮服务。</think>
|
||
这款儿童床垫专为幼儿园及家庭宝宝设计，适用于午睡或日常睡眠，支持冬夏两用，四季皆宜。产品采用柔软舒适材质，表面为明亮黄色，边缘缝线规整，视觉上温馨活泼，适合儿童使用。标签显示其执行标准为GB/T 22796-2021，安全类别为GB 18401-2010A类，环保等级达E1级，保障健康安全。尺寸多样，提供50cm×130cm至88cm×168cm等多种规格，可适配不同儿童床。支持常规水洗，最高洗涤温度30℃，不可漂白、不可熨烫、不可悬挂晾干，维护便捷。作为自营商品，价格为58.2元，免运费，适合批发或家庭批量采购，是幼儿园、早教中心及家庭宝宝午休的理想选择。<|im_end|>
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|
||
labels:
|
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<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，梳理出一条从泛化娱乐兴趣到对特定游戏IP深度沉浸的行为逻辑链。
|
||
|
||
我首先注意到，这位用户的兴趣相当广泛，早期在游戏方面主要集中在《王者荣耀》和《第五人格》上，购买了大量周边商品，例如《王者荣耀》的卡片 <|prod_begin|><s_a_2021><s_b_1258><s_c_870> 和多次购买《第五人格》的徽章、钥匙扣等 <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>、<|prod_begin|><s_a_261><s_b_7537><s_c_2838>。这表明他/她是一个典型的二次元和游戏爱好者，对喜爱的IP有很强的付费意愿和收藏偏好。同时，用户的消费行为也展现出对低价、高性价比商品（如各种9.9元商品）和可爱、二次元风格小物件的偏爱。
|
||
|
||
在2026年1月26日之前，用户的视频消费内容非常多样化，涵盖了萌宠、搞笑、社会生活、动漫解说等多个领域，但没有明显集中于某一特定IP。直到1月27日，我观察到一个显著的兴趣转折点。当天，用户首次点击了一则关于《明日方舟》新版本“终末地”的宣传广告 <|ad_begin|><s_a_759><s_b_4692><s_c_814>。这次点击似乎是一个关键的触发点，为后续的行为埋下了伏笔。
|
||
|
||
这次广告点击之后，用户的行为立刻显示出对这个新信息的强烈反应。仅仅几个小时后，我就看到他/她开始主动消费与“终末地”相关的深度内容，比如收藏并长时间观看了分析管理员角色背景和世界观设定的视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790>。这种从被动接收广告信息到主动探索深度内容的转变，并且伴随着收藏和点赞这类高价值互动，清晰地表明用户的兴趣被成功激发，并且正在快速加深。
|
||
|
||
接下来的几天，这种兴趣的深化趋势愈发明显。我发现用户的关注点从“这是个什么故事”迅速升级为“这个游戏该怎么玩”。在1月29日，他/她收藏并观看了介绍“终末地”卡池规则和抽卡策略的视频 <|video_begin|><s_a_5632><s_b_6727><s_c_6919>。这说明用户已经产生了强烈的游玩意愿，开始为进入游戏做准备，研究核心的付费机制和资源分配策略。这种行为已经超越了普通内容消费者的范畴，表现出准玩家的特征。
|
||
|
||
仅仅两天后，在1月31日，用户的探索行为变得更加具体和硬核。他/她开始观看关于游戏内“基建布局”和“材料制作”这类高阶攻略视频 <|video_begin|><s_a_1790><s_b_6442><s_c_5555>。这表明用户的认知已经从“想玩”进化到了“想玩好”，正在预习具体的游戏技巧，希望在游戏开始时就能高效推进。这种对复杂游戏系统的深入研究，标志着其沉浸程度已经达到了一个新高度。
|
||
|
||
最终，在2月5日，我观察到这条兴趣链形成了一个完美的闭环。用户的兴趣从纯粹的线上数字内容，延伸到了与现实生活相关的实体商品。他/她点击了《明日方舟：终末地》的联名交通卡 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>。点击购买游戏IP的实体周边，尤其是交通卡这种具有身份标识和日常使用属性的物品，强烈地表明了用户对该IP的高度认同感。这不仅是消费行为，更是一种身份的宣告。
|
||
|
||
综合来看，我认为用户的行为清晰地展现了一个从被动接收信息到深度沉浸于特定游戏IP的完整过程。这个过程始于一次广告点击 <|ad_begin|><s_a_759><s_b_4692><s_c_814>，随后通过观看角色背景解析视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790> 来深化兴趣，接着通过研究卡池规则 <|video_begin|><s_a_5632><s_b_6727><s_c_6919> 和基建攻略 <|video_begin|><s_a_1790><s_b_6442><s_c_5555> 为实际游玩做准备，最终通过点击联名实体周边 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123> 完成了从线上兴趣到线下身份认同的转化。基于此，我推测该用户未来有很大概率会成为《明日方舟：终末地》的活跃玩家，并可能继续关注和消费该IP的各类内容与商品。</think>
|
||
{"logic_chain": {"name": "从泛化娱乐到特定游戏IP的深度沉浸", "events": [{"date": "2026-01-27", "action": "[广告-点击] <|ad_begin|><s_a_759><s_b_4692><s_c_814>", "logic": "初始触发：通过广告被动接收到《明日方舟》新版本“终末地”的核心信息，这是兴趣链的起点。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_7790>", "logic": "兴趣深化与验证：从广告的泛化信息，转向对特定角色背景和世界观设定的深度内容消费，交互从“点击”升级为“收藏/点赞/长播”，表明兴趣被初步确认并加深。"}, {"date": "2026-01-29", "action": "[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_6919>", "logic": "认知跃迁与行为准备：兴趣从“了解故事”演变为“研究玩法”，开始关注“卡池规则”、“保底数值”等核心游戏机制和攻略型信息，体现出从旁观者向潜在玩家转化的明确意图。"}, {"date": "2026-01-31", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_1790><s_b_6442><s_c_5555>", "logic": "策略收敛与技能预习：进一步聚焦于更具体的“基建布局”、“材料制作”等高阶游戏攻略，表明用户不仅想玩，而且希望高效地玩好，认知深度已达到资深玩家水平。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>", "logic": "兴趣闭环与身份认同：用户的兴趣从线上内容消费延伸至线下实体周边，点击联名交通卡这一行为，标志着其对该游戏IP的认同感已经形成，完成了从“了解”到“认同”的完整认知闭环。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
["<|ad_begin|><s_a_1584><s_b_4324><s_c_2460>", "<|video_begin|><s_a_3062><s_b_4213><s_c_5502>", "<|prod_begin|><s_a_5431><s_b_1679><s_c_5576>", "<|video_begin|><s_a_3062><s_b_7608><s_c_5576>"]<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这项任务。我的目标是根据用户的交互历史，推理出一条关于用户从产生健康焦虑到寻求精准饮食管理方案的行为演变路径。
|
||
|
||
我首先注意到，用户的行为在2026年2月之前，主要集中在居家生活用品、服饰美妆以及大量的情感、家庭、悬疑类短剧广告的消费上，这描绘出一个关注家庭生活和娱乐内容的女性形象。然而，从2月1日开始，我观察到了一个明显的兴趣拐点。
|
||
|
||
在2月1日，用户浏览了一个关于甲状腺术后康复过程的视频 <|video_begin|><s_a_1003><s_b_6782><s_c_118>。这个视频内容非常具体且带有一定的医疗严肃性，与她之前偏向轻松娱乐的内容消费习惯有显著差异。我推测，这个行为可能源于用户自身或身边亲友的健康状况变化，触发了她对特定健康问题的关注和焦虑。这不仅仅是泛泛的养生兴趣，而是由一个具体问题驱动的、带有明确指向性的信息搜集行为。
|
||
|
||
紧接着，在2月3日，用户的关注点从术后即时状态，深化到了长期的恢复与生活管理。她观看并评论了一个分享甲状腺手术四年后通过健康生活方式成功减重并保持积极心态的视频 <|video_begin|><s_a_7771><s_b_4134><s_c_8005>。这个行为的递进性非常清晰：从了解“发生了什么”（术后监护），到探索“我该怎么做”（长期康复经验）。用户通过观看他人的成功案例，不仅在寻求心理上的共鸣和鼓励，更是在寻找一种可供自己参考和实践的、综合性的生活方式解决方案，这表明她的需求已经从单纯的信息获取升级为寻求可行的行动指南。
|
||
|
||
两天后的2月5日，用户的探索行为变得更加聚焦和专业化。她观看了一个由医生讲解的视频 <|video_begin|><s_a_5695><s_b_1144><s_c_1428>，内容是关于富含特定营养素（硒）的水果对甲状腺健康的作用。这是一个关键的认知收敛过程。相比于前两天较为宽泛的“健康生活方式”，这次她开始关注具体的营养元素和精准的食疗方案。这说明用户已经不满足于笼统的建议，而是希望获得更具科学依据、更具象化的指导，比如“应该具体吃什么”。这个行为完成了从“问题认知”到“综合性方案探索”，再到“精准化对策学习”的完整认知闭环。
|
||
|
||
综合来看，我认为用户的行为展现了一个清晰的演化路径。她可能因为某个触发事件（浏览甲状腺术后视频 <|video_begin|><s_a_1003><s_b_6782><s_c_118>）产生了健康焦虑，随后通过观看他人长期的康复经验分享 <|video_begin|><s_a_7771><s_b_4134><s_c_8005> 来寻求综合性的生活方式指导，最终将需求收敛到寻求医生讲解的、针对特定营养素的精准食疗方案 <|video_begin|><s_a_5695><s_b_1144><s_c_1428>。这一系列行为表明，她对健康管理的认知正在从模糊走向清晰，从被动接收信息转向主动寻求专业的、可执行的解决方案，未来可能会对相关的健康食品、营养补充剂或更专业的医疗健康内容表现出较高的兴趣。</think>
|
||
{"logic_chain": {"name": "从健康焦虑到精准化饮食管理的认知演化", "events": [{"date": "2026-02-01", "action": "[视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>", "logic": "问题触发：通过浏览甲状腺术后康复视频，表现出对该健康问题的初步关注。"}, {"date": "2026-02-03", "action": "[视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>", "logic": "兴趣深化：从关注术后即时状态转向长期康复和生活方式管理，通过观看他人经验分享，寻求可行的实践路径。"}, {"date": "2026-02-05", "action": "[视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>", "logic": "认知收敛与增量：从泛化的生活方式管理，聚焦到具体的营养素（硒）和食疗方案，完成了从“问题是什么”到“具体怎么做”的认知闭环，获得了明确的行动指导。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我将以推荐分析师的视角，对这项任务进行推理分析。
|
||
|
||
我接手的任务是分析一位用户从被动接受情感短剧内容，到主动寻求人生哲理类书籍的行为转变。我的分析将主要依据其行为时间线，深入挖掘其内在动机和兴趣的演变过程。
|
||
|
||
首先，我注意到在2026年1月初，这位用户的行为模式发生了显著变化。在此之前，他的消费记录非常多样化，涵盖了从户外刀具<|prod_begin|><s_a_7875><s_b_5426><s_c_3861>、食品<|prod_begin|><s_a_6821><s_b_3297><s_c_3712>、日用品<|prod_begin|><s_a_310><s_b_4875><s_c_3560>到健康产品<|prod_begin|><s_a_1033><s_b_1966><s_c_2895>等多个领域，展现出一种务实、注重生活品质的男性形象。然而，从1月5日开始，他的广告交互记录中密集地出现了大量情感纠葛、家庭伦理、婚姻危机主题的短剧广告。例如，他深度转化了关于离婚后家庭矛盾的《我们曾经有过家》<|ad_begin|><s_a_5863><s_b_6234><s_c_5267>，以及后续多部类似主题的短剧，如《入狱后我执掌乾坤》<|ad_begin|><s_a_5673><s_b_7608><s_c_77>和《入赘五年，离婚即无敌》<|ad_begin|><s_a_795><s_b_6123><s_c_640>。我推测，这种高频次、高强度的内容推送，让他沉浸在了一个充满戏剧性冲突和现实困境的虚拟环境中。这些短剧普遍探讨现代人在爱情、婚姻和自我价值实现中的挣扎，很可能触动了用户在现实生活中的某些思考或困惑。
|
||
|
||
紧接着，一个关键的转折点出现在了2026年1月9日。在连续几天被动接收了大量虚构的情感冲突故事后，我发现他的行为从“看”转向了“学”。他主动点击并购买了名为《渔樵问对》的书籍<|prod_begin|><s_a_7242><s_b_2251><s_c_6077>，这本书的描述明确指向“解决人生困惑”和“感受国学经典智慧”。我认为这并非偶然。在被大量情感剧所营造的复杂问题包围后，用户可能不再满足于仅仅观看别人的故事，而是开始寻求一种能够指导自己、解决内心困惑的系统性知识。这标志着一次重要的认知跃迁：从被动地消费娱乐内容，转向主动地寻求智慧和答案。
|
||
|
||
这种寻求并未停止。在初步接触了宏观的人生哲理之后，用户的探索开始向更具体的领域深化。1月12日，他购买了另一本书籍《道家与性文化》<|prod_begin|><s_a_210><s_b_7571><s_c_3055>。在我看来，这是对他之前所接触的“情感纠葛”主题的一种更深层次的回应和探索。如果说《渔樵问对》是对普适性人生问题的思考，那么《道家与性文化》则将这种思考聚焦到了两性关系和个人身心修养这一更具体的层面。这表明他的兴趣正在从宽泛的哲学思考，收敛到与个人生活、特别是两性关系紧密相关的特定知识领域。
|
||
|
||
综合来看，我认为用户的行为轨迹清晰地展示了一个从问题沉浸到寻求解答，再到深化探索的完整闭环。他最初被动观看大量以离婚、家庭矛盾为主题的短剧广告，如《我们曾经有过家》<|ad_begin|><s_a_5863><s_b_6234><s_c_5267>，这让他对复杂的情感关系问题产生了认知。随后，这种认知驱动他不再满足于观看故事，而是主动购买了旨在“解决人生困惑”的《渔樵问对》<|prod_begin|><s_a_7242><s_b_2251><s_c_6077>，试图从哲学层面寻找答案。最后，他的探索进一步聚焦，通过购买《道家与性文化》<|prod_begin|><s_a_210><s_b_7571><s_c_3055>来深入研究与两性关系和个人修养相关的具体知识。因此，我倾向于认为，未来向他推荐兼具深度思考和实用性的国学、哲学或心理学内容，有较大概率被他所接纳。</think>
|
||
{"logic_chain": {"name": "从被动接受情感剧到主动寻求人生哲理解答的认知跃迁", "events": [{"date": "2026-01-06", "action": "[广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5267>", "logic": "问题域沉浸（触发阶段）：用户开始高密度地被动观看以“离婚”、“家庭矛盾”、“情感纠葛”为核心主题的短剧广告，构建了一个充满现实困境与情感挑战的认知背景。"}, {"date": "2026-01-09", "action": "[商品-购买] <|prod_begin|><s_a_7242><s_b_2251><s_c_6077>", "logic": "行为模式转变与认知升级：在连续接触大量虚构的情感冲突后，用户行为从被动观看转为主动购买。购买的书籍《渔樵问对》明确标榜“解决人生困惑”，表明用户不再满足于观看表层故事，而是开始寻求更深层次、更具指导性的哲学智慧来解答现实或心理上的困惑，实现了从“看故事”到“找答案”的认知跃迁。"}, {"date": "2026-01-12", "action": "[商品-购买] <|prod_begin|><s_a_210><s_b_7571><s_c_3055>", "logic": "兴趣深化与领域聚焦：在寻求宏观人生哲理（《渔樵问对》）之后，用户的探索进一步具体化，转向了更细分的“道家与性文化”领域。这表明用户在初步的哲学思考后，开始关注与两性关系、个人养生相关的具体理论，是对前期“情感纠葛”主题的深度回应和探索，体现了从普适性智慧到特定领域知识的兴趣收敛。"}]}}<|im_end|>
|
||
<think>面向婴幼儿的寝居用品，选用安全亲肤材质，兼具保暖透气防水等实用功能，设计童趣丰富，详细标注规格与卖点，且统一提供包邮服务。</think>
|
||
这款儿童床垫专为幼儿园及家庭宝宝设计，适用于午睡或日常睡眠，支持冬夏两用，四季皆宜。产品采用柔软舒适材质，表面为明亮黄色，边缘缝线规整，视觉上温馨活泼，适合儿童使用。标签显示其执行标准为GB/T 22796-2021，安全类别为GB 18401-2010A类，环保等级达E1级，保障健康安全。尺寸多样，提供50cm×130cm至88cm×168cm等多种规格，可适配不同儿童床。支持常规水洗，最高洗涤温度30℃，不可漂白、不可熨烫、不可悬挂晾干，维护便捷。作为自营商品，价格为58.2元，免运费，适合批发或家庭批量采购，是幼儿园、早教中心及家庭宝宝午休的理想选择。<|im_end|>
|
||
[INFO|configuration_utils.py:771] 2026-07-08 02:37:29,455 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-08 02:37:29,456 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": null,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": true,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
|
||
[INFO|2026-07-08 02:37:29] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-08 02:37:29] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-08 02:37:30,247 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-08 02:37:30,247 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-08 02:37:30,304 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"use_cache": false
|
||
}
|
||
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||
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Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
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Loading weights: 51%|█████▏ | 160/311 [00:00<00:00, 1599.22it/s]
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||
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|
||
[INFO|configuration_utils.py:980] 2026-07-08 02:37:31,145 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-08 02:37:31,145 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-08 02:37:31,544 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-08 02:37:31] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-08 02:37:31] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
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||
[INFO|2026-07-08 02:37:31] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-08 02:37:31] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-08 02:37:31] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-08 02:37:31,568 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
||
[INFO|trainer.py:1469] 2026-07-08 02:37:31,683 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-08 02:37:31,683 >> Num examples = 1,689
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[INFO|trainer.py:1471] 2026-07-08 02:37:31,683 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-08 02:37:31,683 >> Num update steps per epoch = 423
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[INFO|trainer.py:1473] 2026-07-08 02:37:31,683 >> Instantaneous batch size per device = 1
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[INFO|trainer.py:1476] 2026-07-08 02:37:31,683 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
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[INFO|trainer.py:1477] 2026-07-08 02:37:31,683 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-08 02:37:31,683 >> Total optimization steps = 423
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[INFO|trainer.py:1479] 2026-07-08 02:37:31,684 >> Number of trainable parameters = 801,433,600
|
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100%|█████████▉| 421/423 [55:50<00:16, 8.23s/it]
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100%|█████████▉| 422/423 [55:59<00:08, 8.33s/it]
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100%|██████████| 423/423 [56:01<00:00, 6.46s/it][INFO|trainer.py:1823] 2026-07-08 03:33:32,881 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
||
|
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||
|
||
|
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|
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100%|██████████| 423/423 [56:01<00:00, 6.46s/it]
|
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100%|██████████| 423/423 [56:01<00:00, 7.95s/it]
|
||
[INFO|trainer.py:3815] 2026-07-08 03:33:32,917 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v17_item_caption_cot_lr13e6
|
||
[INFO|configuration_utils.py:533] 2026-07-08 03:33:32,918 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v17_item_caption_cot_lr13e6/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-08 03:33:32,918 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v17_item_caption_cot_lr13e6/generation_config.json
|
||
{'loss': '2.977', 'grad_norm': '44.75', 'learning_rate': '4e-06', 'epoch': '0.01184'}
|
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{'loss': '2.78', 'grad_norm': '12.25', 'learning_rate': '9e-06', 'epoch': '0.02368'}
|
||
{'loss': '2.531', 'grad_norm': '8.312', 'learning_rate': '1.3e-05', 'epoch': '0.03552'}
|
||
{'loss': '2.282', 'grad_norm': '5.062', 'learning_rate': '1.299e-05', 'epoch': '0.04737'}
|
||
{'loss': '2.163', 'grad_norm': '3.453', 'learning_rate': '1.298e-05', 'epoch': '0.05921'}
|
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{'loss': '2.017', 'grad_norm': '2.953', 'learning_rate': '1.295e-05', 'epoch': '0.07105'}
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{'loss': '1.972', 'grad_norm': '3.375', 'learning_rate': '1.292e-05', 'epoch': '0.08289'}
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{'loss': '1.957', 'grad_norm': '5.156', 'learning_rate': '1.287e-05', 'epoch': '0.09473'}
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{'loss': '1.889', 'grad_norm': '2.422', 'learning_rate': '1.282e-05', 'epoch': '0.1066'}
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{'loss': '1.804', 'grad_norm': '3.406', 'learning_rate': '1.275e-05', 'epoch': '0.1184'}
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{'loss': '1.821', 'grad_norm': '3.953', 'learning_rate': '1.268e-05', 'epoch': '0.1303'}
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{'loss': '1.814', 'grad_norm': '2.703', 'learning_rate': '1.251e-05', 'epoch': '0.1539'}
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{'loss': '1.649', 'grad_norm': '2.188', 'learning_rate': '1.097e-05', 'epoch': '0.2842'}
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{'loss': '1.637', 'grad_norm': '2.875', 'learning_rate': '1.079e-05', 'epoch': '0.296'}
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{'loss': '1.64', 'grad_norm': '2.938', 'learning_rate': '1.04e-05', 'epoch': '0.3197'}
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|
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|
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|
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|
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|
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{'loss': '1.577', 'grad_norm': '2.562', 'learning_rate': '3.351e-06', 'epoch': '0.675'}
|
||
{'loss': '1.594', 'grad_norm': '1.984', 'learning_rate': '3.136e-06', 'epoch': '0.6868'}
|
||
{'loss': '1.58', 'grad_norm': '1.961', 'learning_rate': '2.925e-06', 'epoch': '0.6986'}
|
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{'loss': '1.614', 'grad_norm': '2.078', 'learning_rate': '2.72e-06', 'epoch': '0.7105'}
|
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|
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|
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|
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|
||
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|
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{'loss': '1.553', 'grad_norm': '3.062', 'learning_rate': '1.614e-06', 'epoch': '0.7815'}
|
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{'loss': '1.659', 'grad_norm': '2.422', 'learning_rate': '1.454e-06', 'epoch': '0.7934'}
|
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|
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|
||
{'loss': '1.64', 'grad_norm': '2.156', 'learning_rate': '1.017e-06', 'epoch': '0.8289'}
|
||
{'loss': '1.595', 'grad_norm': '1.859', 'learning_rate': '8.875e-07', 'epoch': '0.8407'}
|
||
{'loss': '1.55', 'grad_norm': '2.156', 'learning_rate': '7.66e-07', 'epoch': '0.8526'}
|
||
{'loss': '1.553', 'grad_norm': '1.891', 'learning_rate': '6.53e-07', 'epoch': '0.8644'}
|
||
{'loss': '1.595', 'grad_norm': '2.156', 'learning_rate': '5.485e-07', 'epoch': '0.8763'}
|
||
{'loss': '1.597', 'grad_norm': '2.359', 'learning_rate': '4.528e-07', 'epoch': '0.8881'}
|
||
{'loss': '1.566', 'grad_norm': '2.359', 'learning_rate': '3.659e-07', 'epoch': '0.8999'}
|
||
{'loss': '1.589', 'grad_norm': '1.906', 'learning_rate': '2.881e-07', 'epoch': '0.9118'}
|
||
{'loss': '1.583', 'grad_norm': '2.203', 'learning_rate': '2.193e-07', 'epoch': '0.9236'}
|
||
{'loss': '1.562', 'grad_norm': '2.359', 'learning_rate': '1.598e-07', 'epoch': '0.9355'}
|
||
{'loss': '1.626', 'grad_norm': '2.172', 'learning_rate': '1.096e-07', 'epoch': '0.9473'}
|
||
{'loss': '1.586', 'grad_norm': '2.016', 'learning_rate': '6.876e-08', 'epoch': '0.9591'}
|
||
{'loss': '1.575', 'grad_norm': '2.203', 'learning_rate': '3.736e-08', 'epoch': '0.971'}
|
||
{'loss': '1.603', 'grad_norm': '1.914', 'learning_rate': '1.545e-08', 'epoch': '0.9828'}
|
||
{'loss': '1.536', 'grad_norm': '3.641', 'learning_rate': '3.053e-09', 'epoch': '0.9947'}
|
||
{'train_runtime': '3361', 'train_samples_per_second': '0.502', 'train_steps_per_second': '0.126', 'train_loss': '1.692', 'epoch': '1'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.18it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.18it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-08 03:33:33,769 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v17_item_caption_cot_lr13e6/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-08 03:33:33,879 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v17_item_caption_cot_lr13e6/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-08 03:33:33,901 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v17_item_caption_cot_lr13e6/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.0
|
||
total_flos = 188295897GF
|
||
train_loss = 1.6924
|
||
train_runtime = 0:56:01.23
|
||
train_samples_per_second = 0.502
|
||
train_steps_per_second = 0.126
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v17_item_caption_cot_lr13e6/training_loss.png
|
||
[WARNING|2026-07-08 03:33:33] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-08 03:33:33] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-08 03:33:34,000 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|