2258 lines
574 KiB
Plaintext
2258 lines
574 KiB
Plaintext
[2026-07-15 02:02:14] stage 1/1: /home/ll/llm4rec/experiments/configs/v36_v29_general_guard_lr4e7_ep12.yaml
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/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-15 02:02:16] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:769] 2026-07-15 02:02:16,854 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 02:02:16,857 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 02:02:17,512 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 02:02:17,512 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 02:02:17,512 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 02:02:17,513 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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||
"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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||
"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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||
"full_attention"
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],
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"max_position_embeddings": 40960,
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||
"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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||
"num_hidden_layers": 28,
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||
"num_key_value_heads": 8,
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||
"pad_token_id": 151643,
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||
"rms_norm_eps": 1e-06,
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||
"rope_parameters": {
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||
"rope_theta": 1000000,
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||
"rope_type": "default"
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||
},
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||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
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||
"transformers_version": "5.6.0",
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||
"use_cache": false,
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||
"use_sliding_window": false,
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"vocab_size": 176253
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||
}
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[INFO|2026-07-15 02:02:18] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v36_general_guard.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: 26125 examples [00:00, 225198.05 examples/s]
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Generating train split: 57525 examples [00:00, 254038.76 examples/s]
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Generating train split: 80000 examples [00:00, 261111.18 examples/s]
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Converting format of dataset (num_proc=16): 0%| | 0/80000 [00:00<?, ? examples/s]
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Converting format of dataset (num_proc=16): 2%|▏ | 1296/80000 [00:00<00:16, 4859.07 examples/s]
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Converting format of dataset (num_proc=16): 40%|████ | 32083/80000 [00:00<00:00, 110177.64 examples/s]
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Converting format of dataset (num_proc=16): 77%|███████▋ | 61412/80000 [00:00<00:00, 167966.59 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 80000/80000 [00:00<00:00, 115879.40 examples/s]
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training example:
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input_ids:
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167998, 171659, 11, 220, 176247, 159429, 166595, 175844, 11, 220, 176247, 159320, 164413, 172561, 11, 220, 176247, 155261, 167942, 173135, 8997, 20002, 87140, 101070, 25, 6567, 115, 109, 26381, 99237, 102336, 220, 176245, 156803, 165487, 173616, 11, 220, 176245, 154463, 161272, 170934, 11, 220, 176245, 153181, 166827, 170491, 11, 220, 176245, 151685, 160657, 175950, 11, 220, 176245, 159833, 160419, 173981, 11, 220, 176245, 156531, 167637, 174331, 11, 220, 176245, 154077, 163450, 170965, 11, 220, 176245, 154077, 167969, 173215, 11, 220, 176245, 151785, 162650, 170362, 11, 220, 176245, 154463, 161272, 168206, 11, 220, 176245, 151685, 163937, 175601, 11, 220, 176245, 152995, 164166, 173904, 11, 220, 176245, 151933, 166297, 174821, 11, 220, 176245, 156803, 162988, 169761, 11, 220, 176245, 156672, 167242, 170385, 11, 220, 176245, 156692, 166571, 168891, 11, 220, 176245, 156803, 163283, 173829, 11, 220, 176245, 157298, 161272, 170621, 11, 220, 176245, 158070, 163575, 174085, 11, 220, 176245, 157576, 164413, 168100, 11, 220, 176245, 154463, 168040, 168880, 11, 220, 176245, 156672, 166653, 168125, 11, 220, 176245, 151685, 161767, 172771, 11, 220, 176245, 159148, 167738, 171554, 11, 220, 176245, 154463, 160980, 170621, 11, 220, 176245, 159367, 165372, 173616, 11, 220, 176245, 153654, 167469, 176221, 11, 220, 176245, 151685, 164962, 169760, 11, 220, 176245, 154077, 162218, 174331, 11, 220, 176245, 159440, 160863, 170566, 11, 220, 176245, 159211, 163803, 171037, 11, 220, 176245, 153654, 162406, 168100, 11, 220, 176245, 155498, 160851, 172861, 11, 220, 176245, 153882, 167526, 170566, 11, 220, 176245, 154195, 160980, 173097, 11, 220, 176245, 153245, 167242, 171828, 11, 220, 176245, 158802, 166386, 174909, 11, 220, 176245, 154077, 166095, 169231, 11, 220, 176245, 159821, 163475, 168867, 11, 220, 176245, 151685, 160863, 168650, 11, 220, 176245, 156923, 161272, 172476, 11, 220, 176245, 153395, 166456, 175675, 11, 220, 176245, 159653, 167623, 173215, 11, 220, 176245, 154077, 165306, 176095, 11, 220, 176245, 159833, 160436, 174868, 11, 220, 176245, 155757, 163894, 170576, 11, 220, 176245, 155976, 160711, 173884, 11, 220, 176245, 155733, 166095, 168163, 11, 220, 176245, 157691, 166170, 174469, 11, 220, 176245, 157990, 162687, 174432, 3837, 32664, 87140, 220, 176245, 151685, 166287, 168194, 11, 220, 176245, 154077, 163450, 170834, 220, 107258, 107377, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 157660, 167194, 168928, 11, 220, 176245, 152004, 164201, 173116, 220, 107258, 104519, 14, 45861, 75650, 101070, 3837, 32664, 87140, 220, 176245, 151948, 162085, 173215, 220, 107258, 100020, 14, 45861, 75650, 101070, 3837, 106464, 87140, 220, 176245, 155826, 162650, 169636, 11, 220, 176245, 154983, 163693, 175172, 8997, 101927, 101070, 25, 69162, 101927, 220, 176251, 154501, 166640, 175047, 11, 220, 176251, 156072, 162870, 171079, 11, 220, 176251, 156072, 167469, 173616, 11, 220, 176251, 157990, 166735, 175159, 11, 220, 176251, 154514, 166095, 171819, 11, 220, 176251, 158627, 160481, 173802, 11, 220, 176251, 156072, 167469, 173616, 11, 220, 176251, 154501, 165210, 173616, 11, 220, 176251, 158086, 166380, 173616, 11, 220, 176251, 158627, 166095, 172262, 11, 220, 176251, 156072, 160481, 175619, 11, 220, 176251, 158055, 166095, 172882, 11, 220, 176251, 153780, 162779, 169988, 11, 220, 176251, 154738, 166312, 174366, 11, 220, 176251, 155708, 160882, 174100, 11, 220, 176251, 154760, 166095, 170513, 11, 220, 176251, 156484, 166095, 173904, 11, 220, 176251, 152166, 166095, 174328, 41479, 234, 12857, 38182, 102217, 101548, 3837, 72651, 38182, 101927, 220, 176251, 156072, 167469, 173616, 11, 220, 176251, 157990, 166735, 175159, 11, 220, 176251, 157301, 167122, 171299, 11, 220, 176251, 156072, 165372, 171089, 11, 220, 176251, 157532, 160442, 171417, 11, 220, 176251, 157581, 166303, 168433, 11, 220, 176251, 154501, 163497, 171828, 11, 220, 176251, 154514, 166095, 171819, 11, 220, 176251, 155757, 167041, 171517, 11, 220, 176251, 153780, 166095, 169375, 11, 220, 176251, 153780, 161503, 169988, 11, 220, 176251, 153949, 164594, 168433, 11, 220, 176251, 153780, 165210, 171416, 11, 220, 176251, 154760, 166095, 170278, 11, 220, 176251, 159137, 166380, 171089, 11, 220, 176251, 158627, 166095, 175436, 11, 220, 176251, 159600, 166095, 173273, 11, 220, 176251, 158627, 160481, 173802, 11, 220, 176251, 156072, 161138, 168198, 11, 220, 176251, 156072, 167469, 173616, 11, 220, 176251, 153052, 160442, 173606, 11, 220, 176251, 153020, 161171, 176090, 11, 220, 176251, 154760, 162689, 169988, 11, 220, 176251, 154501, 165210, 173616, 11, 220, 176251, 154760, 167672, 168492, 11, 220, 176251, 158086, 166380, 173616, 11, 220, 176251, 151685, 164980, 172912, 11, 220, 176251, 155247, 165867, 173440, 11, 220, 176251, 154468, 163791, 169999, 11, 220, 176251, 158627, 166095, 172262, 11, 220, 176251, 156072, 160481, 175619, 11, 220, 176251, 151886, 161171, 175669, 11, 220, 176251, 158055, 166095, 172882, 11, 220, 176251, 158055, 166095, 172882, 11, 220, 176251, 152367, 162779, 175321, 11, 220, 176251, 157342, 166095, 174060, 11, 220, 176251, 153780, 162779, 169988, 11, 220, 176251, 157301, 164594, 168114, 11, 220, 176251, 154738, 166312, 174366, 11, 220, 176251, 155708, 160882, 174100, 11, 220, 176251, 158086, 166095, 173904, 11, 220, 176251, 154760, 166095, 170513, 11, 220, 176251, 157342, 161191, 171079, 11, 220, 176251, 152943, 164607, 168194, 11, 220, 176251, 152160, 162107, 173616, 11, 220, 176251, 154501, 161503, 168194, 11, 220, 176251, 158086, 167869, 168194, 11, 220, 176251, 156484, 166095, 173904, 11, 220, 176251, 152166, 166095, 174328, 11, 220, 176251, 156072, 167203, 171778, 11, 220, 176251, 155582, 163175, 169988, 11, 220, 176251, 154738, 166095, 171086, 11, 220, 176251, 157629, 166095, 169091, 11, 220, 176251, 152160, 164413, 174229, 11, 220, 176251, 154760, 163917, 171554, 11, 220, 176251, 152592, 167041, 170965, 11, 220, 176251, 152160, 166095, 168444, 11, 220, 176251, 155996, 167358, 170621, 11, 220, 176251, 153052, 166240, 169988, 11, 220, 176251, 159424, 164120, 173112, 11, 220, 176251, 152160, 166095, 173802, 11, 220, 176251, 153052, 163522, 174953, 11, 220, 176251, 153020, 164594, 175297, 11, 220, 176251, 153020, 164594, 175297, 11, 220, 176251, 153020, 164594, 175297, 11, 220, 176251, 153020, 167469, 168647, 11, 220, 176251, 153020, 167469, 168647, 11, 220, 176251, 156763, 166735, 172001, 11, 220, 176251, 159760, 160980, 169214, 11, 220, 176251, 153277, 166095, 169276, 3407, 14880, 66017, 75882, 20002, 18493, 99604, 102122, 16872, 103124, 104820, 43815, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 75882, 20002, 104044, 99729, 9370, 87140, 18830, 25, 220, 176245, 156249, 160094, 169272, 151645, 198, 151643, 151643, 151643, 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】：
|
||
【2025-04-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3208><s_c_3208>
|
||
【2025-04-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_210><s_b_1259><s_c_3463>
|
||
【2025-05-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_7874><s_c_1131>
|
||
【2025-05-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8125><s_c_7517>
|
||
【2025-05-11】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_5907><s_b_6234><s_c_3184>
|
||
【2025-05-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1392><s_c_3165>
|
||
【2025-05-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_206><s_b_1334><s_c_5514>
|
||
【2025-05-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3440><s_c_3909>
|
||
【2025-05-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_336><s_c_5514>
|
||
【2025-05-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
|
||
【2025-05-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_6034><s_c_4003>
|
||
【2025-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5050><s_b_3982><s_c_233>
|
||
【2025-06-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_1638><s_c_656>
|
||
【2025-06-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_2812><s_c_7800>
|
||
【2025-06-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
|
||
【2025-06-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>
|
||
【2025-07-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
|
||
【2025-09-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1701><s_b_2323><s_c_3755>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_5602>
|
||
【2025-10-12】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_5200><s_c_6278>
|
||
【2025-10-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7367><s_c_3294>
|
||
【2025-11-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3006><s_c_3355>
|
||
【2025-11-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7979>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_7930>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2246><s_c_5563>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_2820>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_6202>
|
||
【2025-11-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5658><s_c_3726>
|
||
【2025-11-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5667><s_b_697><s_c_677>
|
||
【2025-11-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3079>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
|
||
【2025-11-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_6278>
|
||
【2025-11-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_7342><s_c_5673>
|
||
【2025-11-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_2294>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4543>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_7066>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6607><s_c_6240>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5128><s_c_5235>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_958>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_4056><s_c_3265>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
|
||
【2025-11-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2422><s_b_1227><s_c_5563>
|
||
【2025-11-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5727><s_c_1433>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_4037><s_c_5563>
|
||
【2025-11-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_3958>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_6988>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2344><s_b_5727><s_c_4573>
|
||
【2025-11-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
|
||
【2025-12-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_2547><s_c_3034>
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5748><s_c_958>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_4917><s_c_958>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4669><s_b_451><s_c_2513>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2860><s_b_3321><s_c_616>
|
||
【2025-12-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3958>
|
||
--:-- [直播-关注] <|living_begin|><s_a_589><s_b_6234><s_c_1870>
|
||
【2025-12-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_1738>
|
||
【2025-12-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_7292><s_c_1726>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_3894><s_c_2249>
|
||
【2025-12-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2070><s_b_321><s_c_4519>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_2103><s_c_1841>
|
||
【2025-12-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4427><s_b_4949><s_c_1957>
|
||
【2025-12-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
|
||
【2025-12-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_4458><s_c_2226>
|
||
【2025-12-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4953><s_c_6327>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_2056><s_c_593>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5101><s_c_4422>
|
||
【2025-12-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
|
||
【2025-12-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5558><s_b_196><s_c_70>
|
||
【2026-01-04】
|
||
10:18 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
10:18 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_5936>
|
||
10:21 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
|
||
10:35 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5511><s_c_1232>
|
||
【2026-01-05】
|
||
03:11 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_2792><s_c_1389>
|
||
03:13 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
|
||
03:14 [广告-深度转化] <|ad_begin|><s_a_2125><s_b_414><s_c_4515>
|
||
03:15 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5200><s_c_4159>
|
||
03:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
|
||
03:18 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
|
||
07:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3973><s_c_2452>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_5941>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_5952><s_c_4663>
|
||
01:43 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_3447><s_c_360>
|
||
06:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_4930>
|
||
07:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6234><s_c_3447>
|
||
【2026-01-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
|
||
09:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5273>
|
||
12:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4932>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_4543>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
|
||
04:50 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
|
||
04:52 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
|
||
04:52 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4730>
|
||
07:30 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_3006><s_c_2808>
|
||
07:30 [广告-深度转化] <|ad_begin|><s_a_2025><s_b_1232><s_c_2261>
|
||
08:59 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_6341>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1984><s_c_5673>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2069><s_c_7550>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6058><s_c_535>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3399><s_c_1938>
|
||
02:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_7091>
|
||
【2026-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_6426><s_c_887>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_746><s_c_1541>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_1059>
|
||
05:01 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
|
||
05:34 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1119><s_c_4932>
|
||
09:31 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
|
||
【2026-01-13】
|
||
02:24 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6913><s_c_1720>
|
||
07:15 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_7261><s_c_5673>
|
||
07:16 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
|
||
【2026-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1806><s_c_4859>
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2863><s_c_5563>
|
||
【2026-01-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
|
||
09:11 [广告-深度转化] <|ad_begin|><s_a_5570><s_b_6435><s_c_5413>
|
||
09:11 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_423><s_c_3016>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1413><s_c_4159>
|
||
09:31 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_697><s_c_5209>
|
||
【2026-01-16】
|
||
03:44 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_620><s_c_4595>
|
||
06:36 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7571><s_c_6962>
|
||
【2026-01-19】
|
||
04:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1434><s_c_2337>
|
||
04:43 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
|
||
【2026-01-20】
|
||
01:12 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
|
||
【2026-01-21】
|
||
04:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_4487>
|
||
07:58 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_4548>
|
||
07:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1914>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_5529><s_b_1431><s_c_773>
|
||
【2026-01-22】
|
||
02:35 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_558><s_c_6278>
|
||
02:35 [视频-点赞/长播] <|video_begin|><s_a_3241><s_b_8179><s_c_5563>
|
||
03:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
|
||
03:11 [广告-点击] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
|
||
03:12 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
|
||
03:12 [广告-点击] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
|
||
03:12 [广告-点击] <|ad_begin|><s_a_4540><s_b_5175><s_c_7695>
|
||
03:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>
|
||
04:02 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_404><s_c_5061>
|
||
04:02 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_5711><s_c_7257>
|
||
04:02 [视频-关注/长播] <|video_begin|><s_a_7893><s_b_7390><s_c_3830>
|
||
04:07 [广告-点击] <|ad_begin|><s_a_4071><s_b_4295><s_c_2189>
|
||
04:25 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_2828><s_c_1254>
|
||
04:27 [视频-关注/长播] <|video_begin|><s_a_1108><s_b_6972><s_c_1428>
|
||
04:32 [视频-点赞/长播] <|video_begin|><s_a_6442><s_b_765><s_c_5563>
|
||
04:32 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_5270><s_c_4599>
|
||
05:20 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
|
||
05:20 [广告-点击] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
|
||
05:22 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
|
||
05:22 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
|
||
05:24 [广告-点击] <|ad_begin|><s_a_5932><s_b_989><s_c_6468>
|
||
06:40 [视频-收藏/长播] <|video_begin|><s_a_4815><s_b_6234><s_c_7106>
|
||
07:45 [广告-深度转化] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
|
||
07:45 [广告-点击] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
|
||
08:45 [广告-点击] <|ad_begin|><s_a_5903><s_b_404><s_c_5061>
|
||
【2026-01-23】
|
||
03:18 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>
|
||
05:43 [视频-关注/长播] <|video_begin|><s_a_7268><s_b_5081><s_c_1477>
|
||
07:46 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
|
||
07:46 [广告-点击] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
|
||
07:46 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_3026>
|
||
09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7149><s_b_4945><s_c_808>
|
||
09:59 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_7959><s_c_7695>
|
||
10:13 [视频-点赞/长播] <|video_begin|><s_a_2012><s_b_7390><s_c_237>
|
||
【2026-01-24】
|
||
00:07 [视频-收藏/长播] <|video_begin|><s_a_7149><s_b_4000><s_c_5673>
|
||
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_7149><s_b_573><s_c_1719>
|
||
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_6140><s_b_1002><s_c_4641>
|
||
04:53 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_2409>
|
||
05:38 [广告-点击] <|ad_begin|><s_a_6229><s_b_5349><s_c_5673>
|
||
07:42 [视频-关注/长播] <|video_begin|><s_a_3241><s_b_6525><s_c_7807>
|
||
07:48 [视频-关注/长播] <|video_begin|><s_a_2405><s_b_4167><s_c_5135>
|
||
08:06 [视频-转发/收藏/长播] <|video_begin|><s_a_1883><s_b_6006><s_c_4979>
|
||
08:06 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_5727><s_c_3948>
|
||
08:45 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7746><s_c_5663>
|
||
10:20 [视频-收藏/长播] <|video_begin|><s_a_7411><s_b_7946><s_c_1272>
|
||
10:45 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_4305><s_c_3034>
|
||
23:01 [视频-转发/长播] <|video_begin|><s_a_458><s_b_57><s_c_7106>
|
||
【2026-01-25】
|
||
00:02 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_1137><s_c_1428>
|
||
06:19 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
|
||
06:19 [广告-点击] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_6140><s_b_3932><s_c_3447>
|
||
【2026-01-26】
|
||
00:44 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_4475><s_c_2781>
|
||
02:07 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
02:07 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
02:19 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_6442><s_c_1697>
|
||
02:44 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1002><s_c_1428>
|
||
07:17 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_4542><s_c_4932>
|
||
【2026-01-27】
|
||
03:38 [视频-关注/长播] <|video_begin|><s_a_2012><s_b_5369><s_c_3034>
|
||
03:44 [视频-转发/长播] <|video_begin|><s_a_5695><s_b_741><s_c_3062>
|
||
03:49 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_19><s_c_3676>
|
||
03:49 [视频-关注/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_853>
|
||
04:04 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_4839><s_c_3026>
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2447>
|
||
04:26 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
|
||
04:26 [广告-点击] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
|
||
04:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
|
||
04:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
|
||
04:27 [广告-点击] <|ad_begin|><s_a_7034><s_b_1892><s_c_4180>
|
||
04:28 [视频-关注/长播] <|video_begin|><s_a_1883><s_b_558><s_c_4926>
|
||
04:33 [视频-关注/长播] <|video_begin|><s_a_2181><s_b_8125><s_c_362>
|
||
04:33 [视频-关注/点赞/长播] <|video_begin|><s_a_6776><s_b_588><s_c_46>
|
||
04:37 [广告-点击] <|ad_begin|><s_a_7042><s_b_5893><s_c_1>
|
||
04:53 [视频-点赞/长播] <|video_begin|><s_a_3990><s_b_4430><s_c_5677>
|
||
04:54 [视频-收藏/长播] <|video_begin|><s_a_6490><s_b_1740><s_c_6442>
|
||
05:04 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7390><s_c_6442>
|
||
09:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5968><s_b_1029><s_c_1659>
|
||
09:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>
|
||
【2026-01-28】
|
||
03:40 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
|
||
03:41 [广告-点击] <|ad_begin|><s_a_3956><s_b_4010><s_c_6930>
|
||
04:17 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_3420><s_c_1162>
|
||
04:19 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
|
||
04:19 [广告-点击] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
|
||
04:20 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
|
||
04:20 [广告-点击] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
|
||
04:21 [广告-点击] <|ad_begin|><s_a_4835><s_b_1798><s_c_7713>
|
||
04:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
|
||
04:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
|
||
05:47 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
|
||
05:47 [广告-点击] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
|
||
05:47 [广告-点击] <|ad_begin|><s_a_3627><s_b_1510><s_c_4180>
|
||
08:48 [视频-关注/转发/长播] <|video_begin|><s_a_5695><s_b_5727><s_c_1428>
|
||
09:50 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_1471>
|
||
11:03 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
|
||
11:03 [广告-点击] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
|
||
【2026-01-29】
|
||
01:32 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5359>
|
||
02:00 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_7888><s_c_6782>
|
||
10:38 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_4263>
|
||
【2026-01-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6358><s_c_5563>
|
||
06:58 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_104><s_c_360>
|
||
【2026-01-31】
|
||
01:08 [广告-点击] <|ad_begin|><s_a_7042><s_b_4944><s_c_1707>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_6072>
|
||
04:18 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
||
04:18 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
||
04:36 [广告-点击] <|ad_begin|><s_a_1210><s_b_104><s_c_7268>
|
||
06:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_1795><s_c_7268>
|
||
23:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_8058><s_c_3775>
|
||
【2026-02-01】
|
||
00:35 [广告-点击] <|ad_begin|><s_a_562><s_b_3297><s_c_6707>
|
||
00:38 [广告-点击] <|ad_begin|><s_a_7240><s_b_5904><s_c_5563>
|
||
00:40 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
|
||
02:51 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
||
02:51 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
||
02:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6170><s_c_5677>
|
||
04:18 [广告-点击] <|ad_begin|><s_a_7710><s_b_5869><s_c_2699>
|
||
04:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
|
||
04:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_3011>
|
||
05:09 [广告-点击] <|ad_begin|><s_a_5368><s_b_6550><s_c_2321>
|
||
09:12 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
|
||
10:57 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
|
||
10:57 [广告-点击] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
|
||
23:57 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_1642><s_c_6616>
|
||
【2026-02-02】
|
||
00:14 [广告-点击] <|ad_begin|><s_a_805><s_b_800><s_c_4192>
|
||
01:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4508><s_c_1161>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_577><s_b_152><s_c_475>
|
||
09:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4305><s_c_2756>
|
||
23:58 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2820>
|
||
【2026-02-03】
|
||
00:05 [视频-长播] <|video_begin|><s_a_3373><s_b_946><s_c_6977>
|
||
00:33 [视频-长播] <|video_begin|><s_a_4646><s_b_2963><s_c_6629>
|
||
00:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1595><s_c_2156>
|
||
00:34 [视频-长播] <|video_begin|><s_a_3767><s_b_7965><s_c_7695>
|
||
01:21 [视频-长播] <|video_begin|><s_a_532><s_b_8022><s_c_4341>
|
||
01:53 [视频-转发/长播] <|video_begin|><s_a_7149><s_b_588><s_c_1451>
|
||
02:00 [视频-长播] <|video_begin|><s_a_3510><s_b_3193><s_c_3026>
|
||
02:00 [视频-长播] <|video_begin|><s_a_7409><s_b_4275><s_c_536>
|
||
03:19 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_5445><s_c_1317>
|
||
03:27 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2225>
|
||
03:32 [视频-长播] <|video_begin|><s_a_5907><s_b_5445><s_c_5194>
|
||
03:37 [视频-长播] <|video_begin|><s_a_4403><s_b_3589><s_c_6278>
|
||
03:42 [视频-长播] <|video_begin|><s_a_3717><s_b_311><s_c_1428>
|
||
04:15 [视频-点赞/长播] <|video_begin|><s_a_3600><s_b_1715><s_c_4570>
|
||
04:38 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
||
04:38 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
||
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6819><s_c_853>
|
||
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_558><s_c_1119>
|
||
04:58 [视频-长播] <|video_begin|><s_a_7879><s_b_2865><s_c_47>
|
||
07:22 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
|
||
07:22 [广告-点击] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
|
||
07:23 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
|
||
07:24 [视频-长播] <|video_begin|><s_a_5998><s_b_8179><s_c_904>
|
||
07:24 [视频-长播] <|video_begin|><s_a_993><s_b_2854><s_c_5843>
|
||
23:38 [视频-长播] <|video_begin|><s_a_4646><s_b_1284><s_c_359>
|
||
23:38 [视频-长播] <|video_begin|><s_a_7312><s_b_2419><s_c_607>
|
||
23:45 [视频-长播] <|video_begin|><s_a_1883><s_b_3828><s_c_3054>
|
||
23:46 [视频-长播] <|video_begin|><s_a_458><s_b_3420><s_c_607>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_5349>
|
||
23:56 [视频-长播] <|video_begin|><s_a_16><s_b_8179><s_c_2370>
|
||
23:56 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_677>
|
||
【2026-02-04】
|
||
00:09 [视频-长播] <|video_begin|><s_a_2252><s_b_414><s_c_4810>
|
||
03:26 [视频-长播] <|video_begin|><s_a_7149><s_b_7016><s_c_1957>
|
||
03:26 [视频-长播] <|video_begin|><s_a_7879><s_b_6045><s_c_4724>
|
||
03:36 [广告-点击] <|ad_begin|><s_a_4928><s_b_800><s_c_5115>
|
||
03:37 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
||
03:37 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
||
03:44 [视频-长播] <|video_begin|><s_a_457><s_b_4996><s_c_3041>
|
||
04:24 [广告-点击] <|ad_begin|><s_a_1383><s_b_6874><s_c_7683>
|
||
05:06 [视频-长播] <|video_begin|><s_a_5968><s_b_2826><s_c_6561>
|
||
05:09 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
|
||
05:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
|
||
05:10 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
|
||
05:10 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
|
||
05:10 [广告-点击] <|ad_begin|><s_a_1210><s_b_727><s_c_2704>
|
||
05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5061>
|
||
05:46 [视频-长播] <|video_begin|><s_a_3829><s_b_5659><s_c_1935>
|
||
05:46 [视频-长播] <|video_begin|><s_a_4646><s_b_1720><s_c_47>
|
||
08:59 [广告-点击] <|ad_begin|><s_a_4649><s_b_1740><s_c_7099>
|
||
09:00 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
|
||
09:07 [视频-关注/点赞/长播] <|video_begin|><s_a_2350><s_b_6442><s_c_4879>
|
||
09:15 [视频-长播] <|video_begin|><s_a_2428><s_b_4688><s_c_2530>
|
||
09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6436><s_c_7925>
|
||
09:16 [视频-关注/点赞/长播] <|video_begin|><s_a_8159><s_b_7749><s_c_5209>
|
||
23:32 [视频-长播] <|video_begin|><s_a_5019><s_b_632><s_c_2530>
|
||
23:33 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_7718>
|
||
【2026-02-05】
|
||
00:10 [视频-长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
|
||
00:10 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_7437><s_c_853>
|
||
00:14 [视频-长播] <|video_begin|><s_a_4646><s_b_3447><s_c_7378>
|
||
00:16 [视频-长播] <|video_begin|><s_a_7149><s_b_19><s_c_2123>
|
||
01:08 [视频-长播] <|video_begin|><s_a_3510><s_b_1642><s_c_47>
|
||
01:08 [视频-长播] <|video_begin|><s_a_1336><s_b_952><s_c_853>
|
||
01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_7749><s_c_1161>
|
||
01:29 [视频-长播] <|video_begin|><s_a_1883><s_b_6972><s_c_7979>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3208><s_c_3111>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1953><s_b_7537><s_c_7706>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_3165>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_605><s_b_6426><s_c_7656>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_2808><s_c_5331>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_152><s_c_941>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6675><s_c_7656>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_3635><s_c_7334>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_6426><s_c_4109>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_3132><s_c_3317>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1715><s_c_3650>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_3295><s_c_8099>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_1165><s_c_5957>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_203><s_c_4134>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7604><s_c_2077>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1290><s_c_3240>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
|
||
03:11 [广告-点击] <|ad_begin|><s_a_7034><s_b_1188><s_c_4952>
|
||
03:31 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_351><s_c_5673>
|
||
03:35 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_4305><s_c_607>
|
||
03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7312><s_b_2008><s_c_360>
|
||
04:00 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4200>
|
||
04:47 [视频-长播] <|video_begin|><s_a_6219><s_b_5329><s_c_6754>
|
||
04:53 [视频-长播] <|video_begin|><s_a_4064><s_b_1720><s_c_3026>
|
||
04:54 [视频-长播] <|video_begin|><s_a_3510><s_b_451><s_c_6112>
|
||
04:54 [视频-长播] <|video_begin|><s_a_3363><s_b_6006><s_c_7899>
|
||
04:54 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_1591>
|
||
05:02 [视频-长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
|
||
06:17 [广告-点击] <|ad_begin|><s_a_1383><s_b_4723><s_c_7616>
|
||
06:18 [广告-深度转化] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
|
||
06:18 [广告-点击] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
|
||
06:19 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
|
||
06:19 [广告-点击] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
|
||
06:20 [广告-深度转化] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1510><s_c_2678>
|
||
08:11 [视频-评论/收藏/长播] <|video_begin|><s_a_16><s_b_4262><s_c_3775>
|
||
08:22 [视频-长播] <|video_begin|><s_a_3373><s_b_621><s_c_47>
|
||
08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_4262><s_c_7979>
|
||
08:43 [视频-长播] <|video_begin|><s_a_3935><s_b_6045><s_c_853>
|
||
08:51 [视频-长播] <|video_begin|><s_a_3510><s_b_6045><s_c_77>
|
||
08:59 [广告-深度转化] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
|
||
08:59 [广告-点击] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
|
||
11:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_1740><s_c_2242>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6352><s_c_2770>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_747><s_b_6224><s_c_1553>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1906><s_b_7764><s_c_6971>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_1303>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_2091><s_c_7743>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6352><s_c_3824>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_1157>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4458><s_c_3909>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_779><s_b_3233><s_c_1644>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_3340><s_c_3456>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_6209><s_c_4899>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_1717><s_c_1900>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
|
||
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：围绕“便秘”问题的多路径食疗方案探索与验证
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "围绕“便秘”问题的多路径食疗方案探索与验证",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain":{"name":"围绕“便秘”问题的多路径食疗方案探索与验证","events":[{"date":"2025-06-26","action":"[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>","logic":"问题识别与初始行动：首次购买针对性产品“便秘果”，标志着用户明确了健康问题并开始寻求解决方案。"},{"date":"2026-01-22","action":"[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>","logic":"信息获取与方案拓展：用户通过高强度互动（转发/收藏/点赞）学习新的食疗偏方（紫皮洋葱），表明初始方案可能未达预期，用户开始主动搜集更多元的非药物解决方案，认知从“购买成品”拓展到“自制偏方”。"},{"date":"2026-01-23","action":"[视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>","logic":"方案深化与对比筛选：在前一天的基础上，继续收藏新的、操作方式完全不同的解决方案（大蒜外敷）。这表明用户正在密集对比和评估不同方法的有效性，从“食疗内服”拓展到“物理外敷”，探索路径进一步深化。"},{"date":"2026-01-27","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>","logic":"认知闭环与决策收敛：用户收藏了一个对“病因”进行分析（气血不通、经络淤堵）并提供“独家秘方”的视频。这标志着用户的认知从简单的“尝试偏方”升级到对“病理机制”的探究，并可能找到了一个自认为更根本的解决方案，形成了初步的认知闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-02-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_3618><s_c_5291>
|
||
【2025-02-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_96><s_c_7548>
|
||
【2025-03-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3524>
|
||
【2025-03-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1112><s_b_7603><s_c_3038>
|
||
【2025-05-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5511><s_c_3026>
|
||
【2025-05-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7571><s_c_3026>
|
||
【2025-05-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_3676>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_1596><s_c_3501>
|
||
【2025-07-01】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6704><s_b_7342><s_c_958>
|
||
【2025-07-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4143><s_b_971><s_c_1613>
|
||
【2025-07-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6816><s_c_4459>
|
||
【2025-07-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3854><s_c_6278>
|
||
【2025-07-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1972><s_c_2513>
|
||
【2025-07-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_575><s_c_6583>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7673>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2360>
|
||
【2025-07-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_5815>
|
||
【2025-07-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6519><s_c_4543>
|
||
【2025-08-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_4921><s_c_7951>
|
||
【2025-08-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7186><s_c_1649>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1596><s_c_1108>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_3193><s_c_5941>
|
||
【2025-08-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_655>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3147><s_c_1905>
|
||
【2025-08-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_7342><s_c_5784>
|
||
【2025-08-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5106><s_c_7951>
|
||
【2025-08-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
|
||
【2025-08-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
|
||
【2025-08-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
|
||
【2025-09-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_200><s_c_6524>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5699><s_c_6524>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
|
||
【2025-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
|
||
【2025-09-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5805><s_c_6524>
|
||
【2025-09-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1519><s_c_5755>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7270><s_c_7421>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7270><s_c_7421>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1519><s_c_5755>
|
||
【2025-09-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
|
||
【2025-09-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3206><s_c_3643>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7789><s_c_1467>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_7756><s_c_4058>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
【2025-09-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_7390><s_c_2403>
|
||
【2025-09-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_2403>
|
||
【2025-09-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7525><s_c_1374>
|
||
【2025-09-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_3606><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
【2025-09-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
【2025-09-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_1363>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_8143>
|
||
【2025-09-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_644>
|
||
【2025-09-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4381><s_c_5815>
|
||
【2025-10-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_2439><s_c_6753>
|
||
【2025-10-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2670><s_b_3618><s_c_7332>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5012><s_c_1303>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_5012><s_c_3033>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3209><s_c_1453>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2737><s_b_4706><s_c_2415>
|
||
【2025-10-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4018><s_b_6771><s_c_4018>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7367><s_c_1363>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_1596><s_c_5267>
|
||
【2025-10-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1715><s_c_1099>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_6818><s_c_6443>
|
||
【2025-10-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_2357><s_c_6416>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3740><s_b_6489><s_c_2860>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6172><s_c_4839>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6172><s_c_4839>
|
||
【2025-10-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6172><s_c_2509>
|
||
【2025-10-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6848><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6172><s_c_4302>
|
||
【2025-10-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
【2025-10-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4677><s_b_5528><s_c_2616>
|
||
【2025-10-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3518><s_c_3026>
|
||
【2025-10-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_311><s_b_5302><s_c_6388>
|
||
【2025-11-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_7030><s_c_1616>
|
||
【2025-12-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_7754>
|
||
【2025-12-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2025-12-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7135><s_b_7801><s_c_2028>
|
||
【2025-12-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1966><s_c_7706>
|
||
【2025-12-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3059><s_c_4913>
|
||
【2025-12-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_3408><s_c_5514>
|
||
【2025-12-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3277><s_b_5351><s_c_4388>
|
||
【2025-12-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2276><s_b_6454><s_c_4365>
|
||
【2025-12-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_3930><s_c_3055>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1809><s_b_3037><s_c_3267>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_697><s_c_5941>
|
||
21:58 [广告-深度转化] <|ad_begin|><s_a_790><s_b_5707><s_c_4487>
|
||
【2026-01-02】
|
||
19:33 [广告-深度转化] <|ad_begin|><s_a_4536><s_b_1288><s_c_5667>
|
||
【2026-01-03】
|
||
06:46 [广告-深度转化] <|ad_begin|><s_a_876><s_b_7162><s_c_1148>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
|
||
【2026-01-04】
|
||
05:03 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6435><s_c_607>
|
||
05:30 [广告-深度转化] <|ad_begin|><s_a_6246><s_b_1822><s_c_2313>
|
||
07:54 [广告-深度转化] <|ad_begin|><s_a_2830><s_b_5274><s_c_6857>
|
||
11:35 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_5952><s_c_3034>
|
||
22:57 [广告-深度转化] <|ad_begin|><s_a_5514><s_b_5378><s_c_2063>
|
||
【2026-01-05】
|
||
01:01 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5727><s_c_7671>
|
||
01:03 [广告-深度转化] <|ad_begin|><s_a_2796><s_b_4207><s_c_4207>
|
||
01:36 [广告-深度转化] <|ad_begin|><s_a_7324><s_b_827><s_c_1708>
|
||
07:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_799><s_c_907>
|
||
08:08 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4692><s_c_4626>
|
||
08:12 [广告-深度转化] <|ad_begin|><s_a_5485><s_b_7894><s_c_12>
|
||
10:01 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_4207>
|
||
10:01 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_697><s_c_827>
|
||
11:06 [广告-深度转化] <|ad_begin|><s_a_606><s_b_7919><s_c_4944>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4104><s_c_3367>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_5302><s_c_4937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3606><s_c_646>
|
||
10:18 [广告-深度转化] <|ad_begin|><s_a_1383><s_b_1119><s_c_3716>
|
||
10:23 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_5538><s_c_7534>
|
||
18:15 [广告-深度转化] <|ad_begin|><s_a_77><s_b_96><s_c_1901>
|
||
21:56 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4475><s_c_2447>
|
||
22:26 [广告-深度转化] <|ad_begin|><s_a_4942><s_b_1974><s_c_6310>
|
||
【2026-01-07】
|
||
06:59 [广告-深度转化] <|ad_begin|><s_a_1242><s_b_6561><s_c_3659>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
|
||
09:49 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3314><s_c_8003>
|
||
【2026-01-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7135><s_b_7801><s_c_2028>
|
||
10:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_3659>
|
||
21:50 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_989><s_c_1982>
|
||
【2026-01-09】
|
||
05:40 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4746><s_c_4547>
|
||
【2026-01-10】
|
||
05:07 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_57><s_c_2165>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7498><s_c_5621>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_5511><s_c_5563>
|
||
22:36 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_7214><s_c_4188>
|
||
【2026-01-11】
|
||
03:40 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6358><s_c_6705>
|
||
08:00 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_414><s_c_5076>
|
||
08:03 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_7608><s_c_532>
|
||
20:32 [广告-深度转化] <|ad_begin|><s_a_2391><s_b_3851><s_c_523>
|
||
20:32 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4939><s_c_1976>
|
||
20:33 [广告-深度转化] <|ad_begin|><s_a_4207><s_b_171><s_c_4207>
|
||
【2026-01-12】
|
||
07:08 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_8179><s_c_5687>
|
||
22:53 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_3675>
|
||
【2026-01-13】
|
||
05:45 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
【2026-01-14】
|
||
05:43 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_2194>
|
||
05:43 [广告-深度转化] <|ad_begin|><s_a_7149><s_b_6435><s_c_4747>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_6147><s_c_3477>
|
||
10:38 [广告-深度转化] <|ad_begin|><s_a_6162><s_b_104><s_c_6390>
|
||
10:59 [广告-深度转化] <|ad_begin|><s_a_1599><s_b_3710><s_c_5504>
|
||
11:12 [广告-深度转化] <|ad_begin|><s_a_7182><s_b_7381><s_c_3294>
|
||
21:11 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2620><s_c_1111>
|
||
21:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
|
||
21:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7410><s_c_627>
|
||
【2026-01-15】
|
||
10:35 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_978><s_c_7383>
|
||
10:35 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_6248>
|
||
10:38 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_8003>
|
||
10:38 [广告-深度转化] <|ad_begin|><s_a_6390><s_b_1822><s_c_7387>
|
||
10:38 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1382><s_c_1389>
|
||
10:40 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_57><s_c_5823>
|
||
10:40 [广告-深度转化] <|ad_begin|><s_a_3554><s_b_3447><s_c_2674>
|
||
10:40 [广告-深度转化] <|ad_begin|><s_a_4351><s_b_1813><s_c_5839>
|
||
10:54 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_4733><s_c_3070>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1809><s_b_6804><s_c_6748>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_5487><s_c_1937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_1498><s_c_2447>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_1937><s_c_4267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1712><s_b_7591><s_c_2262>
|
||
20:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6973><s_c_774>
|
||
【2026-01-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2901><s_b_5487><s_c_1937>
|
||
【2026-01-22】
|
||
10:32 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_1779><s_c_4479>
|
||
【2026-01-23】
|
||
00:32 [视频-浏览] <|video_begin|><s_a_1164><s_b_1937><s_c_6919>
|
||
00:46 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4843><s_b_4885><s_c_4631>
|
||
04:21 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_7308><s_b_6694><s_c_5673>
|
||
08:36 [视频-评论/长播] <|video_begin|><s_a_7411><s_b_6234><s_c_4427>
|
||
22:44 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_84><s_c_4636>
|
||
【2026-01-24】
|
||
03:31 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6604><s_b_7952><s_c_2665>
|
||
12:21 [视频-关注/长播] <|video_begin|><s_a_6140><s_b_1937><s_c_4631>
|
||
【2026-01-25】
|
||
00:05 [视频-关注/长播] <|video_begin|><s_a_264><s_b_6561><s_c_2309>
|
||
00:35 [视频-关注/点赞/长播] <|video_begin|><s_a_116><s_b_6051><s_c_607>
|
||
02:18 [广告-深度转化] <|ad_begin|><s_a_3047><s_b_3447><s_c_6101>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_1937><s_c_4267>
|
||
【2026-01-31】
|
||
16:35 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_581><s_c_264>
|
||
20:52 [广告-深度转化] <|ad_begin|><s_a_2918><s_b_5101><s_c_4207>
|
||
【2026-02-01】
|
||
12:19 [视频-点赞/长播] <|video_begin|><s_a_2746><s_b_1596><s_c_616>
|
||
21:16 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1310><s_c_5677>
|
||
21:21 [广告-深度转化] <|ad_begin|><s_a_2431><s_b_4515><s_c_2396>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_3530>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6973><s_c_2820>
|
||
01:38 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3858><s_b_4951><s_c_4636>
|
||
01:42 [视频-关注/点赞/长播] <|video_begin|><s_a_2135><s_b_4324><s_c_495>
|
||
01:42 [视频-关注/点赞/长播] <|video_begin|><s_a_4667><s_b_4033><s_c_2294>
|
||
01:50 [视频-关注/长播] <|video_begin|><s_a_2450><s_b_576><s_c_4688>
|
||
02:08 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5146><s_b_3447><s_c_7622>
|
||
02:08 [视频-关注/点赞/长播] <|video_begin|><s_a_2135><s_b_5727><s_c_5061>
|
||
02:42 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7390><s_c_99>
|
||
02:42 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_5841><s_c_4636>
|
||
02:49 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3858><s_b_5106><s_c_6771>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_3206><s_c_1451>
|
||
11:22 [广告-点击] <|ad_begin|><s_a_77><s_b_8179><s_c_7616>
|
||
11:23 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6604><s_b_4680><s_c_7683>
|
||
11:23 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_2051><s_b_1590><s_c_4636>
|
||
11:23 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_7411><s_b_3714><s_c_237>
|
||
11:31 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7963><s_c_8085>
|
||
11:31 [视频-关注/点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_5554>
|
||
12:05 [视频-长播] <|video_begin|><s_a_116><s_b_6635><s_c_4212>
|
||
12:14 [广告-点击] <|ad_begin|><s_a_562><s_b_6776><s_c_5673>
|
||
12:22 [广告-点击] <|ad_begin|><s_a_4746><s_b_839><s_c_3913>
|
||
12:22 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_607>
|
||
12:22 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6234><s_c_1461>
|
||
12:22 [视频-关注/转发/评论/点赞/长播] <|video_begin|><s_a_6140><s_b_4305><s_c_237>
|
||
21:12 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
|
||
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
|
||
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
|
||
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_1529><s_c_444>
|
||
21:14 [广告-点击] <|ad_begin|><s_a_4071><s_b_7138><s_c_1726>
|
||
21:16 [广告-点击] <|ad_begin|><s_a_5687><s_b_7966><s_c_5673>
|
||
21:16 [广告-深度转化] <|ad_begin|><s_a_606><s_b_2031><s_c_656>
|
||
21:16 [广告-点击] <|ad_begin|><s_a_606><s_b_2031><s_c_656>
|
||
21:16 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
|
||
21:16 [广告-点击] <|ad_begin|><s_a_4071><s_b_915><s_c_722>
|
||
21:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_1910><s_c_5162>
|
||
21:18 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_7888><s_c_4636>
|
||
21:18 [广告-点击] <|ad_begin|><s_a_3510><s_b_7888><s_c_4636>
|
||
21:23 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
|
||
21:25 [广告-点击] <|ad_begin|><s_a_5433><s_b_1188><s_c_3644>
|
||
【2026-02-03】
|
||
01:25 [视频-长播] <|video_begin|><s_a_2135><s_b_6477><s_c_7439>
|
||
01:25 [视频-关注/点赞/长播] <|video_begin|><s_a_2364><s_b_429><s_c_7053>
|
||
01:35 [视频-长播] <|video_begin|><s_a_7308><s_b_575><s_c_7616>
|
||
03:06 [视频-长播] <|video_begin|><s_a_629><s_b_1795><s_c_1026>
|
||
03:06 [视频-长播] <|video_begin|><s_a_7661><s_b_3952><s_c_4468>
|
||
03:06 [视频-长播] <|video_begin|><s_a_532><s_b_6358><s_c_2554>
|
||
03:15 [视频-长播] <|video_begin|><s_a_1853><s_b_2357><s_c_7598>
|
||
03:15 [视频-长播] <|video_begin|><s_a_6154><s_b_3422><s_c_47>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_170><s_c_2212>
|
||
10:16 [视频-长播] <|video_begin|><s_a_1164><s_b_2889><s_c_7548>
|
||
10:35 [视频-长播] <|video_begin|><s_a_8159><s_b_6436><s_c_7566>
|
||
10:35 [视频-长播] <|video_begin|><s_a_6704><s_b_6051><s_c_6784>
|
||
11:19 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_1321>
|
||
11:19 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_1975>
|
||
11:19 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_3877>
|
||
21:46 [广告-点击] <|ad_begin|><s_a_5485><s_b_7854><s_c_7945>
|
||
21:48 [广告-点击] <|ad_begin|><s_a_2747><s_b_7603><s_c_2856>
|
||
21:49 [广告-点击] <|ad_begin|><s_a_2470><s_b_7288><s_c_369>
|
||
21:50 [广告-点击] <|ad_begin|><s_a_3641><s_b_4173><s_c_7333>
|
||
21:51 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
|
||
21:52 [广告-点击] <|ad_begin|><s_a_77><s_b_96><s_c_1901>
|
||
21:53 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
|
||
21:55 [广告-点击] <|ad_begin|><s_a_606><s_b_7919><s_c_523>
|
||
21:55 [广告-点击] <|ad_begin|><s_a_1923><s_b_672><s_c_51>
|
||
21:59 [广告-点击] <|ad_begin|><s_a_4004><s_b_665><s_c_1433>
|
||
22:00 [广告-点击] <|ad_begin|><s_a_5687><s_b_2419><s_c_1219>
|
||
22:29 [广告-点击] <|ad_begin|><s_a_6073><s_b_6913><s_c_6313>
|
||
【2026-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
|
||
03:37 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_360>
|
||
03:37 [视频-长播] <|video_begin|><s_a_3430><s_b_1366><s_c_5259>
|
||
03:37 [视频-长播] <|video_begin|><s_a_4646><s_b_7261><s_c_6676>
|
||
03:48 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5146><s_b_5841><s_c_2194>
|
||
03:48 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>
|
||
06:21 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_2531>
|
||
06:21 [视频-长播] <|video_begin|><s_a_4178><s_b_2357><s_c_5941>
|
||
06:21 [视频-长播] <|video_begin|><s_a_3632><s_b_3417><s_c_1009>
|
||
06:21 [视频-长播] <|video_begin|><s_a_264><s_b_4723><s_c_6919>
|
||
06:56 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6154><s_b_5727><s_c_2357>
|
||
06:56 [视频-关注/点赞/长播] <|video_begin|><s_a_629><s_b_4932><s_c_7367>
|
||
08:55 [广告-点击] <|ad_begin|><s_a_1028><s_b_3845><s_c_2530>
|
||
09:36 [广告-点击] <|ad_begin|><s_a_1041><s_b_1119><s_c_7381>
|
||
09:36 [广告-点击] <|ad_begin|><s_a_4609><s_b_1998><s_c_8053>
|
||
09:39 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_588><s_c_2781>
|
||
09:39 [广告-点击] <|ad_begin|><s_a_6904><s_b_588><s_c_2781>
|
||
09:40 [广告-点击] <|ad_begin|><s_a_2918><s_b_100><s_c_4288>
|
||
09:41 [广告-点击] <|ad_begin|><s_a_250><s_b_2396><s_c_2781>
|
||
09:41 [广告-点击] <|ad_begin|><s_a_4928><s_b_8179><s_c_5563>
|
||
09:41 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_5413>
|
||
09:43 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_5413>
|
||
09:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_3044><s_c_6900>
|
||
09:44 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
09:46 [广告-点击] <|ad_begin|><s_a_2618><s_b_1822><s_c_5563>
|
||
09:47 [广告-点击] <|ad_begin|><s_a_1383><s_b_6379><s_c_5851>
|
||
09:49 [广告-点击] <|ad_begin|><s_a_2165><s_b_4733><s_c_6712>
|
||
09:53 [广告-点击] <|ad_begin|><s_a_6474><s_b_7608><s_c_3709>
|
||
09:54 [广告-点击] <|ad_begin|><s_a_606><s_b_2396><s_c_1389>
|
||
09:56 [广告-点击] <|ad_begin|><s_a_4928><s_b_7381><s_c_2568>
|
||
09:56 [广告-点击] <|ad_begin|><s_a_4928><s_b_7381><s_c_2568>
|
||
09:56 [广告-点击] <|ad_begin|><s_a_5115><s_b_3636><s_c_3517>
|
||
09:56 [广告-点击] <|ad_begin|><s_a_5115><s_b_3636><s_c_3517>
|
||
09:57 [视频-长播] <|video_begin|><s_a_3689><s_b_3302><s_c_7719>
|
||
09:57 [视频-长播] <|video_begin|><s_a_129><s_b_5384><s_c_5563>
|
||
09:57 [视频-长播] <|video_begin|><s_a_264><s_b_2865><s_c_7751>
|
||
10:01 [视频-点赞/长播] <|video_begin|><s_a_4308><s_b_2312><s_c_8010>
|
||
10:01 [视频-关注/长播] <|video_begin|><s_a_4343><s_b_6379><s_c_3261>
|
||
11:56 [广告-点击] <|ad_begin|><s_a_1584><s_b_2485><s_c_1000>
|
||
11:58 [视频-长播] <|video_begin|><s_a_264><s_b_59><s_c_3261>
|
||
22:13 [视频-长播] <|video_begin|><s_a_4946><s_b_1590><s_c_2051>
|
||
22:13 [视频-长播] <|video_begin|><s_a_7830><s_b_5200><s_c_7257>
|
||
22:13 [视频-长播] <|video_begin|><s_a_4667><s_b_5581><s_c_814>
|
||
22:26 [视频-长播] <|video_begin|><s_a_3632><s_b_4252><s_c_4373>
|
||
22:26 [视频-关注/评论/长播] <|video_begin|><s_a_1240><s_b_3148><s_c_1>
|
||
23:03 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_8108><s_c_6046>
|
||
【2026-02-05】
|
||
00:51 [视频-长播] <|video_begin|><s_a_2364><s_b_6889><s_c_2123>
|
||
00:54 [视频-长播] <|video_begin|><s_a_3689><s_b_1201><s_c_2551>
|
||
02:14 [视频-长播] <|video_begin|><s_a_3689><s_b_5551><s_c_6919>
|
||
03:02 [广告-点击] <|ad_begin|><s_a_4942><s_b_1974><s_c_6310>
|
||
03:03 [广告-点击] <|ad_begin|><s_a_7847><s_b_4207><s_c_1542>
|
||
03:32 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_2671>
|
||
03:35 [广告-点击] <|ad_begin|><s_a_6302><s_b_2812><s_c_339>
|
||
04:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_4265><s_c_3555>
|
||
04:09 [广告-深度转化] <|ad_begin|><s_a_2918><s_b_5538><s_c_6873>
|
||
04:09 [广告-点击] <|ad_begin|><s_a_2918><s_b_5538><s_c_6873>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
|
||
04:12 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
|
||
04:14 [广告-点击] <|ad_begin|><s_a_456><s_b_7214><s_c_3254>
|
||
04:15 [广告-点击] <|ad_begin|><s_a_456><s_b_7214><s_c_3254>
|
||
04:15 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
|
||
04:17 [广告-点击] <|ad_begin|><s_a_2747><s_b_1268><s_c_1908>
|
||
04:30 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_88>
|
||
04:30 [广告-点击] <|ad_begin|><s_a_456><s_b_7214><s_c_3254>
|
||
04:33 [广告-点击] <|ad_begin|><s_a_4928><s_b_3589><s_c_3775>
|
||
04:34 [广告-点击] <|ad_begin|><s_a_698><s_b_5916><s_c_7456>
|
||
04:36 [视频-长播] <|video_begin|><s_a_7385><s_b_800><s_c_2077>
|
||
04:36 [视频-长播] <|video_begin|><s_a_3632><s_b_2485><s_c_1363>
|
||
04:36 [视频-长播] <|video_begin|><s_a_3632><s_b_978><s_c_3766>
|
||
04:45 [视频-长播] <|video_begin|><s_a_4808><s_b_3447><s_c_5156>
|
||
04:54 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_4212>
|
||
04:54 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_7719>
|
||
04:54 [视频-长播] <|video_begin|><s_a_6704><s_b_1596><s_c_4200>
|
||
05:02 [视频-长播] <|video_begin|><s_a_3632><s_b_4753><s_c_7308>
|
||
05:02 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_3742>
|
||
05:59 [视频-长播] <|video_begin|><s_a_189><s_b_3059><s_c_7006>
|
||
05:59 [视频-长播] <|video_begin|><s_a_6704><s_b_4408><s_c_240>
|
||
05:59 [视频-长播] <|video_begin|><s_a_6154><s_b_5511><s_c_2357>
|
||
05:59 [视频-长播] <|video_begin|><s_a_8001><s_b_6463><s_c_3546>
|
||
07:22 [广告-点击] <|ad_begin|><s_a_2918><s_b_5900><s_c_2370>
|
||
07:23 [广告-点击] <|ad_begin|><s_a_7417><s_b_4134><s_c_6486>
|
||
08:06 [视频-长播] <|video_begin|><s_a_1240><s_b_6234><s_c_1428>
|
||
08:06 [视频-长播] <|video_begin|><s_a_629><s_b_3065><s_c_1344>
|
||
09:52 [视频-长播] <|video_begin|><s_a_3683><s_b_6860><s_c_532>
|
||
09:52 [视频-关注/长播] <|video_begin|><s_a_7971><s_b_5952><s_c_4631>
|
||
14:21 [视频-长播] <|video_begin|><s_a_6329><s_b_2854><s_c_838>
|
||
14:34 [广告-点击] <|ad_begin|><s_a_99><s_b_4812><s_c_2370>
|
||
14:35 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4548>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4548>
|
||
14:35 [广告-深度转化] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_250><s_b_3999><s_c_3034>
|
||
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
|
||
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从关注宏大叙事到聚焦个体民生的视角下沉
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从关注宏大叙事到聚焦个体民生的视角下沉",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从关注宏大叙事到聚焦个体民生的视角下沉", "events": [{"date": "2026-01-23", "action": "[视频-浏览] <|video_begin|><s_a_1164><s_b_1937><s_c_6919>", "logic": "初始兴趣点：关注国家级文化事件（春晚）及其争议，属于对公共议题和宏大叙事的典型关注。"}, {"date": "2026-02-02", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7390><s_c_99>", "logic": "视角下沉：用户的关注点从宏观的文化事件，转向了具体的社会群体（农民）和民生议题（养老金）。这标志着其社会观察的视角开始下沉，从“旁观者”向“共情者”转变。"}, {"date": "2026-02-04", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>", "logic": "认知闭环与批判性思考：用户将初始的宏大叙事（春晚）与后期的民生关怀（基层生活）联系起来，形成批判性视角。这不再是简单的信息接收，而是将两个不同层面的议题进行关联思考，完成了从“关注事件”到“反思事件背后社会价值”的认知跃迁。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2025-01-31】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_3948>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7185><s_b_7342><s_c_7289>
|
||
【2025-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_6278>
|
||
【2025-02-03】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5946><s_b_6761><s_c_3676>
|
||
【2025-02-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7142><s_b_7994><s_c_3501>
|
||
【2025-02-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7878><s_c_3026>
|
||
【2025-03-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_2231><s_c_1864>
|
||
【2025-03-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5100><s_b_5727><s_c_6278>
|
||
【2025-04-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_6210><s_c_2616>
|
||
【2025-05-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3235><s_c_3189>
|
||
【2025-05-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7548>
|
||
【2025-05-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7728><s_b_7808><s_c_3948>
|
||
【2025-06-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_324><s_b_5270><s_c_6301>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_670><s_b_3297><s_c_7750>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_5377><s_c_7547>
|
||
【2025-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_4009><s_c_1786>
|
||
【2025-06-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_5717><s_c_7814>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2000><s_b_4545><s_c_3662>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_7279><s_c_1353>
|
||
【2025-06-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1250><s_b_697><s_c_5216>
|
||
【2025-07-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_3916><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3280><s_c_3676>
|
||
【2025-07-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7232><s_c_6278>
|
||
【2025-07-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7552>
|
||
【2025-07-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5782><s_b_3569><s_c_236>
|
||
【2025-07-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_426>
|
||
【2025-07-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_6278>
|
||
【2025-07-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_2793>
|
||
【2025-07-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6275>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_958>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_6462><s_c_5720>
|
||
【2025-08-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
||
【2025-08-12】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_7714><s_b_4723><s_c_5563>
|
||
【2025-08-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_1342>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7257>
|
||
【2025-08-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_4410><s_c_4467>
|
||
【2025-09-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6973><s_c_6278>
|
||
【2025-09-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_5555>
|
||
【2025-09-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_765><s_c_1111>
|
||
【2025-09-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2079><s_b_5756><s_c_2277>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1830><s_b_5660><s_c_7373>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1830><s_b_755><s_c_6802>
|
||
【2025-10-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_929><s_b_7043><s_c_7864>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3252><s_b_4839><s_c_846>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_2649><s_c_4508>
|
||
【2025-10-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6088><s_b_988><s_c_7180>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1184><s_c_5246>
|
||
【2025-10-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1184><s_c_5246>
|
||
【2025-10-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1282><s_c_3334>
|
||
【2025-11-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_1574><s_c_2907>
|
||
【2025-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_913><s_c_4341>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4576><s_b_3981><s_c_1335>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7987><s_b_2443><s_c_1427>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7305><s_b_6525><s_c_1036>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6055><s_b_4150><s_c_7269>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4899><s_b_5799><s_c_3692>
|
||
【2025-11-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2928><s_b_2660><s_c_2907>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_1267><s_c_4929>
|
||
【2025-11-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2928><s_b_663><s_c_5926>
|
||
【2025-12-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_929><s_b_2044><s_c_5146>
|
||
【2025-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
【2025-12-17】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
|
||
【2025-12-18】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
|
||
【2025-12-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_5421><s_c_6664>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_929><s_b_3318><s_c_6428>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2986><s_b_7523><s_c_6717>
|
||
【2025-12-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_1330><s_c_5191>
|
||
【2025-12-26】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2928><s_b_4555><s_c_4115>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7125><s_b_5557><s_c_5926>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2928><s_b_663><s_c_5926>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_2629>
|
||
09:52 [广告-点击] <|ad_begin|><s_a_2045><s_b_2767><s_c_3165>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_8191><s_b_1055><s_c_4908>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1801><s_c_208>
|
||
【2025-12-28】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
|
||
【2025-12-30】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
|
||
【2026-01-01】
|
||
04:54 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_3845><s_c_851>
|
||
04:54 [广告-点击] <|ad_begin|><s_a_1790><s_b_3845><s_c_851>
|
||
【2026-01-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7754>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_8191><s_b_1055><s_c_4908>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2928><s_b_5660><s_c_1900>
|
||
【2026-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2628><s_b_2347><s_c_2639>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5947><s_b_4545><s_c_6354>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_3679><s_c_6784>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1801><s_c_2063>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1689><s_b_7170><s_c_1786>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5161><s_b_1801><s_c_5062>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_7581><s_c_4742>
|
||
【2026-01-09】
|
||
10:08 [广告-点击] <|ad_begin|><s_a_7240><s_b_1411><s_c_3016>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_2808><s_c_2807>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6764><s_b_5206><s_c_4453>
|
||
14:31 [广告-点击] <|ad_begin|><s_a_7240><s_b_1411><s_c_3016>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7305><s_b_3587><s_c_330>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_301><s_b_546><s_c_6353>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4468><s_b_3313><s_c_6760>
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_4917><s_c_3026>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7142><s_b_3313><s_c_3547>
|
||
--:-- [直播-关注] <|living_begin|><s_a_567><s_b_988><s_c_499>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2115><s_b_3313><s_c_4519>
|
||
【2026-01-18】
|
||
22:53 [广告-点击] <|ad_begin|><s_a_3655><s_b_4033><s_c_561>
|
||
【2026-01-23】
|
||
08:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_7158><s_b_5660><s_c_2543>
|
||
08:36 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_6709><s_c_4196>
|
||
08:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_6791><s_b_6726><s_c_3549>
|
||
08:48 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7158><s_b_147><s_c_1352>
|
||
09:18 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2988><s_b_7291><s_c_516>
|
||
09:18 [视频-关注/点赞/长播] <|video_begin|><s_a_2519><s_b_3589><s_c_6047>
|
||
09:23 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7615><s_b_1055><s_c_4159>
|
||
09:55 [视频-关注/点赞/长播] <|video_begin|><s_a_5793><s_b_3228><s_c_2101>
|
||
09:55 [视频-关注/点赞/长播] <|video_begin|><s_a_4025><s_b_5634><s_c_428>
|
||
10:35 [视频-关注/点赞/长播] <|video_begin|><s_a_4569><s_b_6295><s_c_7272>
|
||
11:14 [视频-关注/点赞/长播] <|video_begin|><s_a_1160><s_b_3338><s_c_4499>
|
||
11:35 [视频-关注/点赞/长播] <|video_begin|><s_a_6086><s_b_7047><s_c_4842>
|
||
11:41 [视频-关注/点赞/长播] <|video_begin|><s_a_3844><s_b_1410><s_c_7688>
|
||
13:06 [视频-关注/长播] <|video_begin|><s_a_790><s_b_5511><s_c_5506>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6225><s_b_1808><s_c_343>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_6652><s_c_2273>
|
||
13:38 [视频-关注/长播] <|video_begin|><s_a_5988><s_b_5634><s_c_5236>
|
||
【2026-01-24】
|
||
04:32 [视频-关注/点赞/长播] <|video_begin|><s_a_5928><s_b_6592><s_c_7490>
|
||
06:03 [视频-关注/点赞/长播] <|video_begin|><s_a_4569><s_b_6423><s_c_7675>
|
||
06:05 [视频-关注/点赞/长播] <|video_begin|><s_a_1880><s_b_3417><s_c_3303>
|
||
06:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_7490><s_b_697><s_c_5415>
|
||
07:18 [视频-关注/点赞/长播] <|video_begin|><s_a_2162><s_b_697><s_c_4208>
|
||
09:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7490><s_b_4041><s_c_499>
|
||
09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_4181><s_c_7754>
|
||
09:08 [视频-转发/长播] <|video_begin|><s_a_5720><s_b_6519><s_c_1935>
|
||
09:21 [视频-关注/点赞/长播] <|video_begin|><s_a_4569><s_b_1410><s_c_428>
|
||
09:52 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_471>
|
||
10:41 [视频-关注/点赞/长播] <|video_begin|><s_a_283><s_b_3714><s_c_3349>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_7043><s_c_1716>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6630><s_b_1870><s_c_1324>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6284><s_b_7941><s_c_2440>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_301><s_b_546><s_c_6353>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1830><s_b_1564><s_c_4290>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5766><s_b_5660><s_c_6378>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_484><s_b_843><s_c_4368>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_6652><s_c_5926>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6254><s_b_1146><s_c_6639>
|
||
14:09 [视频-关注/点赞/长播] <|video_begin|><s_a_3657><s_b_7894><s_c_7683>
|
||
14:20 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_2697>
|
||
14:48 [视频-关注/长播] <|video_begin|><s_a_1659><s_b_6000><s_c_1935>
|
||
14:48 [视频-收藏/长播] <|video_begin|><s_a_4149><s_b_3209><s_c_1935>
|
||
【2026-01-25】
|
||
00:51 [视频-关注/点赞/长播] <|video_begin|><s_a_2162><s_b_1936><s_c_3835>
|
||
00:51 [视频-关注/点赞/长播] <|video_begin|><s_a_5166><s_b_7175><s_c_4631>
|
||
00:51 [视频-关注/点赞/长播] <|video_begin|><s_a_1880><s_b_4736><s_c_3429>
|
||
03:42 [视频-关注/点赞/长播] <|video_begin|><s_a_7038><s_b_5238><s_c_6585>
|
||
06:15 [视频-转发/长播] <|video_begin|><s_a_3510><s_b_1974><s_c_6275>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_2980><s_c_6250>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3209><s_c_1828>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_2865><s_c_6925>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_2980><s_c_5926>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8191><s_b_5756><s_c_4107>
|
||
【2026-01-30】
|
||
10:07 [视频-关注/点赞/长播] <|video_begin|><s_a_1880><s_b_1055><s_c_2800>
|
||
11:47 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_4746><s_c_1935>
|
||
12:07 [视频-关注/点赞/长播] <|video_begin|><s_a_116><s_b_6771><s_c_2309>
|
||
12:40 [视频-评论/点赞/长播] <|video_begin|><s_a_4193><s_b_2575><s_c_2568>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1193><s_b_5757><s_c_2236>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_5660><s_c_3000>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_7600><s_c_2887>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2196><s_b_6534><s_c_3849>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_4555><s_c_4115>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_663><s_c_5926>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7125><s_b_5557><s_c_5926>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_2980><s_c_4453>
|
||
20:21 [视频-关注/点赞/长播] <|video_begin|><s_a_8016><s_b_6495><s_c_6300>
|
||
20:51 [视频-关注/点赞/长播] <|video_begin|><s_a_1092><s_b_4541><s_c_7734>
|
||
20:51 [视频-关注/点赞/长播] <|video_begin|><s_a_7268><s_b_1069><s_c_4636>
|
||
22:51 [广告-点击] <|ad_begin|><s_a_7847><s_b_3736><s_c_1284>
|
||
23:18 [视频-关注/点赞/长播] <|video_begin|><s_a_4531><s_b_6300><s_c_6531>
|
||
【2026-01-31】
|
||
01:25 [视频-关注/点赞/长播] <|video_begin|><s_a_7920><s_b_4010><s_c_3843>
|
||
03:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_2754><s_b_147><s_c_1352>
|
||
03:27 [视频-关注/点赞/长播] <|video_begin|><s_a_5831><s_b_839><s_c_1583>
|
||
03:27 [视频-关注/点赞/长播] <|video_begin|><s_a_4355><s_b_4329><s_c_6137>
|
||
03:27 [视频-关注/长播] <|video_begin|><s_a_3836><s_b_3097><s_c_3648>
|
||
06:23 [广告-点击] <|ad_begin|><s_a_3104><s_b_3150><s_c_5690>
|
||
06:37 [视频-关注/长播] <|video_begin|><s_a_16><s_b_2539><s_c_1462>
|
||
11:09 [视频-关注/长播] <|video_begin|><s_a_790><s_b_3077><s_c_5737>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3048><s_c_8079>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7218><s_c_8079>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1830><s_b_5660><s_c_5331>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7413><s_b_1055><s_c_7605>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_2980><s_c_6250>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_6652><s_c_2273>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7809><s_b_4764><s_c_2491>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1830><s_b_5660><s_c_4453>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_3702><s_c_5926>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_7043><s_c_1716>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_7043><s_c_3860>
|
||
14:45 [广告-点击] <|ad_begin|><s_a_7240><s_b_1411><s_c_3016>
|
||
【2026-02-01】
|
||
05:12 [视频-关注/点赞/长播] <|video_begin|><s_a_4540><s_b_7342><s_c_283>
|
||
07:16 [视频-关注/点赞/长播] <|video_begin|><s_a_4012><s_b_3043><s_c_6463>
|
||
10:34 [视频-关注/点赞/长播] <|video_begin|><s_a_979><s_b_1469><s_c_4467>
|
||
10:34 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_7381><s_c_1414>
|
||
12:53 [视频-关注/长播] <|video_begin|><s_a_1843><s_b_517><s_c_1118>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_147><s_c_1541>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6046><s_b_7068><s_c_3849>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8005><s_b_5926><s_c_5605>
|
||
15:33 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_1099><s_c_7106>
|
||
16:23 [广告-点击] <|ad_begin|><s_a_1351><s_b_7016><s_c_1572>
|
||
18:23 [视频-关注/点赞/长播] <|video_begin|><s_a_1893><s_b_7894><s_c_516>
|
||
18:30 [视频-收藏/长播] <|video_begin|><s_a_6073><s_b_3138><s_c_6057>
|
||
20:45 [视频-关注/点赞/长播] <|video_begin|><s_a_5687><s_b_7261><s_c_1935>
|
||
【2026-02-02】
|
||
06:36 [视频-关注/长播] <|video_begin|><s_a_1985><s_b_6234><s_c_47>
|
||
07:18 [视频-转发/点赞/长播] <|video_begin|><s_a_3836><s_b_4491><s_c_6137>
|
||
07:22 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_6442><s_c_1414>
|
||
07:22 [视频-关注/长播] <|video_begin|><s_a_5295><s_b_6435><s_c_3998>
|
||
10:01 [视频-收藏/长播] <|video_begin|><s_a_16><s_b_1527><s_c_6357>
|
||
10:06 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_2789><s_c_6629>
|
||
13:33 [视频-关注/点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_5270><s_c_7775>
|
||
14:56 [视频-评论/长播] <|video_begin|><s_a_3510><s_b_581><s_c_2070>
|
||
15:16 [视频-转发/长播] <|video_begin|><s_a_16><s_b_3246><s_c_2031>
|
||
15:30 [视频-关注/点赞/长播] <|video_begin|><s_a_5100><s_b_3043><s_c_2403>
|
||
【2026-02-03】
|
||
00:51 [视频-长播] <|video_begin|><s_a_1985><s_b_3678><s_c_7566>
|
||
00:55 [视频-长播] <|video_begin|><s_a_5023><s_b_1230><s_c_5467>
|
||
00:55 [视频-长播] <|video_begin|><s_a_4625><s_b_5511><s_c_4635>
|
||
00:55 [视频-长播] <|video_begin|><s_a_2402><s_b_8179><s_c_5402>
|
||
04:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7297><s_b_56><s_c_4454>
|
||
04:08 [视频-长播] <|video_begin|><s_a_4540><s_b_529><s_c_641>
|
||
04:23 [视频-长播] <|video_begin|><s_a_2988><s_b_6949><s_c_428>
|
||
04:31 [视频-长播] <|video_begin|><s_a_16><s_b_7756><s_c_25>
|
||
04:31 [视频-长播] <|video_begin|><s_a_5100><s_b_697><s_c_4467>
|
||
04:31 [视频-长播] <|video_begin|><s_a_1880><s_b_4996><s_c_4994>
|
||
04:31 [视频-长播] <|video_begin|><s_a_3249><s_b_765><s_c_2309>
|
||
04:31 [视频-长播] <|video_begin|><s_a_1659><s_b_6261><s_c_6676>
|
||
05:05 [视频-长播] <|video_begin|><s_a_1527><s_b_7608><s_c_7609>
|
||
05:05 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_3346>
|
||
05:08 [视频-长播] <|video_begin|><s_a_4625><s_b_3569><s_c_4994>
|
||
05:08 [视频-长播] <|video_begin|><s_a_5548><s_b_3059><s_c_4487>
|
||
06:47 [视频-点赞/长播] <|video_begin|><s_a_6548><s_b_7175><s_c_6292>
|
||
06:50 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_4324><s_c_2972>
|
||
06:50 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_7598>
|
||
06:52 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_5511><s_c_5737>
|
||
07:37 [视频-长播] <|video_begin|><s_a_2253><s_b_4491><s_c_3895>
|
||
07:48 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5119><s_c_2370>
|
||
07:48 [视频-长播] <|video_begin|><s_a_3655><s_b_6234><s_c_25>
|
||
07:48 [视频-长播] <|video_begin|><s_a_3406><s_b_6048><s_c_929>
|
||
07:48 [视频-长播] <|video_begin|><s_a_1985><s_b_4733><s_c_7244>
|
||
10:00 [视频-长播] <|video_begin|><s_a_5384><s_b_1465><s_c_7518>
|
||
10:02 [视频-转发/点赞/长播] <|video_begin|><s_a_1985><s_b_7525><s_c_6442>
|
||
10:03 [视频-长播] <|video_begin|><s_a_562><s_b_2789><s_c_1614>
|
||
10:04 [视频-点赞/长播] <|video_begin|><s_a_4760><s_b_4213><s_c_535>
|
||
10:04 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4733><s_c_4451>
|
||
10:07 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_612><s_c_1935>
|
||
10:07 [视频-点赞/长播] <|video_begin|><s_a_6988><s_b_2918><s_c_428>
|
||
10:07 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_529><s_c_1166>
|
||
10:07 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_5089><s_c_3016>
|
||
10:37 [视频-长播] <|video_begin|><s_a_5295><s_b_1284><s_c_532>
|
||
10:37 [视频-长播] <|video_begin|><s_a_3766><s_b_3952><s_c_4783>
|
||
10:37 [视频-评论/长播] <|video_begin|><s_a_4035><s_b_5511><s_c_1019>
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5727><s_c_6977>
|
||
10:39 [视频-长播] <|video_begin|><s_a_16><s_b_4571><s_c_141>
|
||
10:49 [视频-点赞/长播] <|video_begin|><s_a_4569><s_b_5152><s_c_1462>
|
||
10:49 [视频-点赞/长播] <|video_begin|><s_a_4760><s_b_6550><s_c_4454>
|
||
10:49 [视频-长播] <|video_begin|><s_a_2419><s_b_763><s_c_986>
|
||
10:55 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_5647><s_c_6676>
|
||
10:55 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3878><s_c_1957>
|
||
10:55 [视频-长播] <|video_begin|><s_a_6219><s_b_7043><s_c_1118>
|
||
10:55 [视频-长播] <|video_begin|><s_a_7501><s_b_3059><s_c_5187>
|
||
12:01 [视频-点赞/长播] <|video_begin|><s_a_1659><s_b_6234><s_c_3755>
|
||
12:08 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_57><s_c_1935>
|
||
12:08 [视频-长播] <|video_begin|><s_a_1659><s_b_5727><s_c_1649>
|
||
12:16 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4932><s_c_7899>
|
||
12:19 [视频-长播] <|video_begin|><s_a_3766><s_b_609><s_c_5673>
|
||
12:23 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_438><s_c_4487>
|
||
12:23 [视频-长播] <|video_begin|><s_a_4032><s_b_5841><s_c_7076>
|
||
12:36 [视频-评论/长播] <|video_begin|><s_a_2505><s_b_8025><s_c_5162>
|
||
12:56 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6234><s_c_3602>
|
||
12:56 [视频-关注/长播] <|video_begin|><s_a_1881><s_b_5961><s_c_5932>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_1424><s_c_398>
|
||
15:07 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_6234><s_c_853>
|
||
【2026-02-04】
|
||
00:20 [视频-长播] <|video_begin|><s_a_4088><s_b_7381><s_c_4468>
|
||
02:19 [视频-点赞/长播] <|video_begin|><s_a_2505><s_b_6234><s_c_6275>
|
||
02:19 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_7342><s_c_6137>
|
||
02:19 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_5961><s_c_360>
|
||
02:19 [视频-关注/点赞/长播] <|video_begin|><s_a_1659><s_b_2033><s_c_7934>
|
||
02:19 [视频-长播] <|video_begin|><s_a_3766><s_b_6234><s_c_5776>
|
||
02:29 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7881><s_c_2309>
|
||
02:29 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_141>
|
||
02:29 [视频-关注/点赞/长播] <|video_begin|><s_a_6129><s_b_7936><s_c_6385>
|
||
02:29 [视频-长播] <|video_begin|><s_a_7774><s_b_6592><s_c_3116>
|
||
04:56 [视频-点赞/长播] <|video_begin|><s_a_4625><s_b_3832><s_c_967>
|
||
04:56 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_6771><s_c_1914>
|
||
04:56 [视频-长播] <|video_begin|><s_a_3655><s_b_5511><s_c_360>
|
||
05:34 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_3044><s_c_290>
|
||
05:34 [视频-长播] <|video_begin|><s_a_4032><s_b_978><s_c_7380>
|
||
05:38 [视频-长播] <|video_begin|><s_a_1985><s_b_1411><s_c_7211>
|
||
05:38 [视频-长播] <|video_begin|><s_a_16><s_b_6123><s_c_2507>
|
||
05:38 [视频-长播] <|video_begin|><s_a_1985><s_b_5876><s_c_4194>
|
||
05:38 [视频-长播] <|video_begin|><s_a_1985><s_b_7608><s_c_2643>
|
||
05:54 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_57><s_c_141>
|
||
06:09 [视频-关注/点赞/长播] <|video_begin|><s_a_4615><s_b_1277><s_c_3036>
|
||
06:09 [视频-长播] <|video_begin|><s_a_3836><s_b_3885><s_c_7629>
|
||
06:09 [视频-长播] <|video_begin|><s_a_1584><s_b_581><s_c_4832>
|
||
06:09 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_594><s_c_2756>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_7765><s_c_5141>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_3079><s_b_6261><s_c_6137>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_2031><s_c_3725>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_5198><s_c_71>
|
||
06:34 [视频-关注/点赞/长播] <|video_begin|><s_a_4088><s_b_6234><s_c_1485>
|
||
06:47 [视频-点赞/长播] <|video_begin|><s_a_2100><s_b_414><s_c_7675>
|
||
06:47 [视频-点赞/长播] <|video_begin|><s_a_3216><s_b_6234><s_c_853>
|
||
06:47 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_5025><s_c_1817>
|
||
06:58 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6435><s_c_4454>
|
||
06:58 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6407><s_c_2568>
|
||
09:28 [视频-关注/点赞/长播] <|video_begin|><s_a_4625><s_b_2799><s_c_1708>
|
||
09:28 [视频-关注/点赞/长播] <|video_begin|><s_a_4625><s_b_1410><s_c_2267>
|
||
09:29 [视频-点赞/长播] <|video_begin|><s_a_575><s_b_6407><s_c_3038>
|
||
09:29 [视频-关注/点赞/长播] <|video_begin|><s_a_4625><s_b_7919><s_c_6881>
|
||
09:29 [视频-长播] <|video_begin|><s_a_16><s_b_8008><s_c_7622>
|
||
09:33 [视频-点赞/长播] <|video_begin|><s_a_4569><s_b_697><s_c_2781>
|
||
09:33 [视频-点赞/长播] <|video_begin|><s_a_4355><s_b_5672><s_c_2190>
|
||
09:34 [视频-关注/点赞/长播] <|video_begin|><s_a_2015><s_b_4527><s_c_4783>
|
||
11:09 [视频-长播] <|video_begin|><s_a_1985><s_b_57><s_c_6379>
|
||
11:09 [视频-长播] <|video_begin|><s_a_1985><s_b_4033><s_c_6278>
|
||
11:49 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_2789><s_c_7754>
|
||
11:49 [视频-点赞/长播] <|video_begin|><s_a_1269><s_b_1358><s_c_7321>
|
||
12:55 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_47>
|
||
12:55 [视频-长播] <|video_begin|><s_a_1726><s_b_2789><s_c_4487>
|
||
14:26 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7175><s_c_1935>
|
||
14:26 [视频-长播] <|video_begin|><s_a_3766><s_b_57><s_c_141>
|
||
14:26 [视频-长播] <|video_begin|><s_a_1985><s_b_3678><s_c_2661>
|
||
14:38 [视频-长播] <|video_begin|><s_a_4284><s_b_1208><s_c_4595>
|
||
【2026-02-05】
|
||
00:50 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3182><s_c_1414>
|
||
05:35 [视频-长播] <|video_begin|><s_a_1985><s_b_57><s_c_814>
|
||
05:35 [视频-长播] <|video_begin|><s_a_7151><s_b_529><s_c_731>
|
||
09:46 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_3877>
|
||
09:46 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_6676>
|
||
15:40 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_6730><s_c_6737>
|
||
|
||
角色任务：作为一名极端严苛的用户行为数据挖掘与数据格式化专家，请根据上述用户交互历史，围绕指定主题，精准提取出所有相关的历史交互记录。
|
||
|
||
主题：从泛化潮流消费到聚焦特定品牌风格的认知收敛
|
||
|
||
输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|prod_begin|><s_a_1830><s_b_5660><s_c_7373>","<|prod_begin|><s_a_7413><s_b_1055><s_c_7605>","<|prod_begin|><s_a_5766><s_b_5660><s_c_6378>","<|prod_begin|><s_a_2928><s_b_5660><s_c_1900>","<|video_begin|><s_a_7158><s_b_5660><s_c_2543>","<|video_begin|><s_a_7615><s_b_1055><s_c_4159>","<|prod_begin|><s_a_6225><s_b_1808><s_c_343>","<|prod_begin|><s_a_2928><s_b_6652><s_c_2273>","<|video_begin|><s_a_4569><s_b_6423><s_c_7675>","<|video_begin|><s_a_7490><s_b_697><s_c_5415>","<|prod_begin|><s_a_1450><s_b_7043><s_c_1716>","<|prod_begin|><s_a_8005><s_b_6652><s_c_5926>","<|prod_begin|><s_a_8005><s_b_2980><s_c_6250>","<|prod_begin|><s_a_2928><s_b_2865><s_c_6925>","<|video_begin|><s_a_1880><s_b_1055><s_c_2800>","<|prod_begin|><s_a_2928><s_b_5660><s_c_3000>","<|prod_begin|><s_a_1830><s_b_5660><s_c_5331>","<|prod_begin|><s_a_2928><s_b_147><s_c_1541>","<|prod_begin|><s_a_2928><s_b_1424><s_c_398>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-02-23】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_4843><s_b_6234><s_c_2262>
|
||
【2025-04-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3261><s_b_3840><s_c_7348>
|
||
【2025-04-21】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_1103><s_c_909>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_7203><s_c_3887>
|
||
【2025-05-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_4782><s_c_4365>
|
||
【2025-05-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3730><s_b_4956><s_c_6388>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1944><s_c_8024>
|
||
【2025-06-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5895><s_b_5323><s_c_5665>
|
||
【2025-06-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4436><s_b_5426><s_c_105>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6039><s_c_4092>
|
||
【2025-07-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2953><s_b_4613><s_c_476>
|
||
【2025-07-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_6606><s_c_7743>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
|
||
【2025-07-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_1854>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_7195><s_c_5150>
|
||
【2025-08-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3405><s_c_6977>
|
||
【2025-08-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_1094><s_c_1131>
|
||
【2025-08-05】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1941>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3202><s_b_5426><s_c_77>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7254><s_b_4021><s_c_340>
|
||
【2025-08-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_4962><s_c_5472>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4413><s_b_2919><s_c_2207>
|
||
【2025-08-10】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_1288><s_c_3501>
|
||
【2025-08-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_607><s_b_7342><s_c_7951>
|
||
【2025-08-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_7589><s_c_2072>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_3505>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_464><s_b_5727><s_c_1957>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_5727><s_c_4747>
|
||
【2025-08-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3751><s_b_7342><s_c_2756>
|
||
【2025-08-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1025><s_c_4980>
|
||
【2025-08-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5322><s_b_5343><s_c_1881>
|
||
【2025-08-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6215>
|
||
【2025-08-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_191><s_b_6080><s_c_3055>
|
||
【2025-08-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3803><s_c_3803>
|
||
【2025-09-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6279><s_b_7342><s_c_8109>
|
||
【2025-09-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1066><s_b_5886><s_c_7328>
|
||
【2025-09-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_989>
|
||
【2025-09-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4037><s_c_6202>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5318><s_b_7843><s_c_3038>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_5607><s_c_3203>
|
||
【2025-09-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5636><s_c_6074>
|
||
【2025-09-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7692><s_b_1024><s_c_343>
|
||
【2025-09-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_4619><s_c_2697>
|
||
【2025-09-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3059><s_c_3676>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_703><s_c_689>
|
||
【2025-09-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_6278>
|
||
【2025-10-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7446><s_c_5514>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_2064><s_c_822>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_6462><s_c_5267>
|
||
【2025-10-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_2558><s_c_738>
|
||
【2025-10-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3923><s_c_3914>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_3923><s_c_6783>
|
||
【2025-10-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_5921>
|
||
【2025-10-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3006><s_c_7754>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1358><s_c_5673>
|
||
【2025-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_7136><s_c_1416>
|
||
【2025-10-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_2963><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_7768><s_c_7319>
|
||
【2025-10-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7367><s_b_5786><s_c_6327>
|
||
【2025-10-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5922><s_b_6469><s_c_765>
|
||
【2025-10-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_5384><s_c_1620>
|
||
【2025-10-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_6202>
|
||
【2025-10-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_1485>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_5864><s_c_7855>
|
||
【2025-10-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_5452>
|
||
【2025-10-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_6278>
|
||
【2025-10-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3811><s_b_5328><s_c_4456>
|
||
【2025-11-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3150><s_c_330>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_7090><s_c_7978>
|
||
【2025-11-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_3676>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_3551>
|
||
【2025-11-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1813><s_c_6153>
|
||
【2025-11-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_8035><s_c_4018>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_765><s_c_1075>
|
||
【2025-11-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_451><s_c_677>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6973><s_c_6278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_5816><s_c_82>
|
||
【2025-11-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_4208>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_2538><s_c_2777>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_2838>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2547><s_c_7978>
|
||
【2025-11-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2025-12-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_607><s_b_6234><s_c_6347>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7665><s_b_2422><s_c_3038>
|
||
【2025-12-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_2109>
|
||
【2025-12-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_765><s_c_7754>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_7510>
|
||
【2025-12-07】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_375><s_b_5492><s_c_2262>
|
||
【2025-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_4092><s_c_7404>
|
||
【2025-12-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5262><s_b_5272><s_c_1515>
|
||
【2025-12-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_405>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6039><s_c_2298>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_2616>
|
||
11:39 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6798><s_c_5207>
|
||
【2025-12-11】
|
||
08:57 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2854><s_c_495>
|
||
【2025-12-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_237>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_2262>
|
||
【2025-12-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1701><s_c_3026>
|
||
03:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_1813><s_c_4978>
|
||
【2025-12-23】
|
||
04:21 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_4120><s_c_5128>
|
||
04:21 [广告-点击] <|ad_begin|><s_a_7294><s_b_4120><s_c_5128>
|
||
【2025-12-26】
|
||
05:14 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
|
||
05:14 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
|
||
【2025-12-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5116><s_b_4736><s_c_2912>
|
||
【2025-12-28】
|
||
08:21 [广告-点击] <|ad_begin|><s_a_3450><s_b_1806><s_c_5185>
|
||
08:23 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7214><s_c_5259>
|
||
08:23 [广告-点击] <|ad_begin|><s_a_4746><s_b_7214><s_c_5259>
|
||
08:23 [广告-深度转化] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
|
||
08:23 [广告-点击] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_123><s_c_532>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_2618><s_b_123><s_c_532>
|
||
08:37 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_1806><s_c_5076>
|
||
08:37 [广告-点击] <|ad_begin|><s_a_4157><s_b_1806><s_c_5076>
|
||
08:37 [广告-深度转化] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
|
||
08:37 [广告-点击] <|ad_begin|><s_a_5295><s_b_7963><s_c_3913>
|
||
08:38 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2299><s_c_6982>
|
||
08:38 [广告-点击] <|ad_begin|><s_a_2350><s_b_2299><s_c_6982>
|
||
08:38 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_887>
|
||
08:38 [广告-点击] <|ad_begin|><s_a_786><s_b_4541><s_c_887>
|
||
08:38 [广告-点击] <|ad_begin|><s_a_2464><s_b_7736><s_c_92>
|
||
09:20 [广告-深度转化] <|ad_begin|><s_a_5489><s_b_59><s_c_5654>
|
||
09:20 [广告-点击] <|ad_begin|><s_a_5489><s_b_59><s_c_5654>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_5250><s_c_7222>
|
||
【2025-12-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7445><s_b_1668><s_c_4393>
|
||
【2025-12-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_1399>
|
||
03:53 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_7180><s_c_607>
|
||
03:53 [广告-点击] <|ad_begin|><s_a_4157><s_b_7180><s_c_607>
|
||
03:54 [广告-深度转化] <|ad_begin|><s_a_250><s_b_908><s_c_5807>
|
||
03:54 [广告-点击] <|ad_begin|><s_a_250><s_b_908><s_c_5807>
|
||
03:55 [广告-深度转化] <|ad_begin|><s_a_786><s_b_800><s_c_6264>
|
||
03:55 [广告-点击] <|ad_begin|><s_a_786><s_b_800><s_c_6264>
|
||
03:56 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_2918><s_c_7333>
|
||
03:56 [广告-点击] <|ad_begin|><s_a_1981><s_b_2918><s_c_7333>
|
||
03:58 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
|
||
03:58 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
|
||
10:37 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_985><s_c_4261>
|
||
10:37 [广告-点击] <|ad_begin|><s_a_4746><s_b_985><s_c_4261>
|
||
11:12 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_4878><s_c_2523>
|
||
11:12 [广告-点击] <|ad_begin|><s_a_4746><s_b_4878><s_c_2523>
|
||
【2025-12-31】
|
||
03:55 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
|
||
03:55 [广告-点击] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
|
||
06:19 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_7750>
|
||
06:19 [广告-点击] <|ad_begin|><s_a_4157><s_b_6973><s_c_7750>
|
||
06:20 [广告-深度转化] <|ad_begin|><s_a_250><s_b_6690><s_c_5733>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_250><s_b_6690><s_c_5733>
|
||
08:10 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_4746><s_c_3913>
|
||
08:10 [广告-点击] <|ad_begin|><s_a_1883><s_b_4746><s_c_3913>
|
||
08:10 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4154><s_c_6272>
|
||
08:10 [广告-点击] <|ad_begin|><s_a_786><s_b_4154><s_c_6272>
|
||
【2026-01-02】
|
||
12:00 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_2031><s_c_3026>
|
||
12:00 [广告-点击] <|ad_begin|><s_a_1883><s_b_2031><s_c_3026>
|
||
12:00 [广告-深度转化] <|ad_begin|><s_a_7594><s_b_481><s_c_1015>
|
||
12:00 [广告-点击] <|ad_begin|><s_a_7594><s_b_481><s_c_1015>
|
||
12:35 [广告-深度转化] <|ad_begin|><s_a_6345><s_b_7603><s_c_2514>
|
||
12:35 [广告-点击] <|ad_begin|><s_a_6345><s_b_7603><s_c_2514>
|
||
【2026-01-04】
|
||
10:22 [广告-点击] <|ad_begin|><s_a_5229><s_b_4502><s_c_1769>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_3006><s_c_4599>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_4157><s_b_3006><s_c_4599>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_1096><s_b_1305><s_c_7609>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_1096><s_b_1305><s_c_7609>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_1170>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_786><s_b_5169><s_c_1170>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_4515><s_c_5185>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_1981><s_b_4515><s_c_5185>
|
||
14:06 [广告-深度转化] <|ad_begin|><s_a_557><s_b_6051><s_c_624>
|
||
14:06 [广告-点击] <|ad_begin|><s_a_557><s_b_6051><s_c_624>
|
||
14:10 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7138><s_c_2282>
|
||
14:10 [广告-点击] <|ad_begin|><s_a_786><s_b_7138><s_c_2282>
|
||
14:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5707><s_c_2679>
|
||
14:11 [广告-点击] <|ad_begin|><s_a_786><s_b_5707><s_c_2679>
|
||
14:11 [广告-深度转化] <|ad_begin|><s_a_5489><s_b_59><s_c_4810>
|
||
14:11 [广告-点击] <|ad_begin|><s_a_5489><s_b_59><s_c_4810>
|
||
14:12 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4958><s_c_2902>
|
||
14:12 [广告-点击] <|ad_begin|><s_a_786><s_b_4958><s_c_2902>
|
||
14:12 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3389>
|
||
14:13 [广告-点击] <|ad_begin|><s_a_4746><s_b_6973><s_c_7899>
|
||
【2026-01-05】
|
||
04:28 [广告-点击] <|ad_begin|><s_a_2135><s_b_6519><s_c_4158>
|
||
04:28 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_6415>
|
||
04:28 [广告-点击] <|ad_begin|><s_a_4746><s_b_6973><s_c_6415>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_6234><s_c_6542>
|
||
【2026-01-08】
|
||
09:23 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_800><s_c_88>
|
||
09:23 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_88>
|
||
09:23 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6170><s_c_3411>
|
||
09:23 [广告-点击] <|ad_begin|><s_a_786><s_b_6170><s_c_3411>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_6904><s_b_3009><s_c_1529>
|
||
09:24 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_6993>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_786><s_b_414><s_c_6993>
|
||
09:24 [广告-深度转化] <|ad_begin|><s_a_7130><s_b_7946><s_c_5807>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_7130><s_b_7946><s_c_5807>
|
||
【2026-01-09】
|
||
17:21 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_5760><s_c_3447>
|
||
17:21 [广告-点击] <|ad_begin|><s_a_3463><s_b_5760><s_c_3447>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6872><s_b_1583><s_c_3038>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5839><s_b_6234><s_c_2513>
|
||
10:52 [广告-点击] <|ad_begin|><s_a_6590><s_b_6284><s_c_210>
|
||
【2026-01-12】
|
||
11:55 [广告-点击] <|ad_begin|><s_a_1351><s_b_7019><s_c_7268>
|
||
【2026-01-13】
|
||
13:31 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1089><s_c_5076>
|
||
13:31 [广告-点击] <|ad_begin|><s_a_4746><s_b_1089><s_c_5076>
|
||
13:31 [广告-点击] <|ad_begin|><s_a_2996><s_b_4477><s_c_2522>
|
||
13:32 [广告-点击] <|ad_begin|><s_a_1351><s_b_7381><s_c_6357>
|
||
【2026-01-15】
|
||
02:18 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_4859>
|
||
【2026-01-18】
|
||
06:52 [广告-点击] <|ad_begin|><s_a_4746><s_b_6435><s_c_3913>
|
||
【2026-01-19】
|
||
02:55 [广告-点击] <|ad_begin|><s_a_7679><s_b_7498><s_c_3527>
|
||
【2026-01-20】
|
||
02:34 [广告-点击] <|ad_begin|><s_a_6921><s_b_7342><s_c_3913>
|
||
02:35 [广告-点击] <|ad_begin|><s_a_2022><s_b_7218><s_c_5076>
|
||
02:36 [广告-点击] <|ad_begin|><s_a_4035><s_b_1141><s_c_3913>
|
||
【2026-01-22】
|
||
07:14 [广告-点击] <|ad_begin|><s_a_7294><s_b_4571><s_c_145>
|
||
【2026-01-25】
|
||
06:52 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_4548>
|
||
06:52 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_4548>
|
||
【2026-01-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3411><s_b_7195><s_c_823>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1532><s_c_162>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_3840><s_c_7994>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4390><s_b_7897><s_c_6784>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5340><s_c_4060>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5002><s_c_6988>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_8026><s_c_3456>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3101><s_b_348><s_c_2462>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5772><s_b_5663><s_c_5366>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6332><s_b_5340><s_c_4060>
|
||
【2026-01-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6276><s_c_4379>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5340><s_c_399>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_576><s_c_4379>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_1765><s_c_6735>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1745><s_b_723><s_c_2696>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6536><s_b_5002><s_c_8>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_1426><s_c_2172>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6536><s_b_5002><s_c_8>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6332><s_b_5515><s_c_1091>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2048><s_b_1762><s_c_7986>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7174><s_b_2216><s_c_2895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_1451>
|
||
【2026-02-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1227><s_c_2793>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_725><s_c_3780>
|
||
【2026-02-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3453><s_b_1804><s_c_1045>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4692><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_4820>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4618><s_c_1644>
|
||
【2026-02-03】
|
||
10:28 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_1148>
|
||
10:28 [广告-点击] <|ad_begin|><s_a_1383><s_b_7261><s_c_5563>
|
||
10:29 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_1148>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5394><s_b_8088><s_c_593>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7651><s_b_3440><s_c_1399>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_5369><s_c_2873>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_1011><s_c_6597>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7367><s_b_5660><s_c_95>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_3335><s_c_4039>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4900><s_b_4516><s_c_1451>
|
||
16:44 [视频-点赞/长播] <|video_begin|><s_a_6504><s_b_6550><s_c_486>
|
||
【2026-02-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2273><s_b_4190><s_c_7517>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7800><s_b_3187><s_c_2024>
|
||
【2026-02-05】
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05:57 [视频-长播] <|video_begin|><s_a_2589><s_b_96><s_c_7462>
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05:57 [视频-长播] <|video_begin|><s_a_7830><s_b_5511><s_c_5209>
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05:57 [视频-长播] <|video_begin|><s_a_2238><s_b_2824><s_c_490>
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06:02 [视频-长播] <|video_begin|><s_a_3115><s_b_6080><s_c_1254>
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06:02 [视频-长播] <|video_begin|><s_a_514><s_b_2485><s_c_4721>
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06:02 [视频-长播] <|video_begin|><s_a_757><s_b_7437><s_c_1591>
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06:02 [视频-长播] <|video_begin|><s_a_7369><s_b_57><s_c_7288>
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06:05 [视频-长播] <|video_begin|><s_a_5910><s_b_1642><s_c_6753>
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06:08 [视频-长播] <|video_begin|><s_a_2811><s_b_3447><s_c_690>
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06:08 [视频-长播] <|video_begin|><s_a_3571><s_b_4087><s_c_7287>
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06:13 [视频-长播] <|video_begin|><s_a_6347><s_b_3059><s_c_7722>
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06:14 [视频-长播] <|video_begin|><s_a_5134><s_b_5864><s_c_3014>
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06:14 [视频-长播] <|video_begin|><s_a_4910><s_b_7381><s_c_5974>
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06:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6435><s_c_25>
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06:15 [视频-长播] <|video_begin|><s_a_4795><s_b_800><s_c_7257>
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06:16 [视频-长播] <|video_begin|><s_a_7830><s_b_6495><s_c_4794>
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06:20 [视频-长播] <|video_begin|><s_a_105><s_b_6435><s_c_4058>
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06:23 [视频-长播] <|video_begin|><s_a_7893><s_b_6234><s_c_3659>
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06:24 [视频-长播] <|video_begin|><s_a_4646><s_b_1822><s_c_141>
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06:24 [视频-长播] <|video_begin|><s_a_5529><s_b_1240><s_c_4309>
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06:24 [视频-长播] <|video_begin|><s_a_6604><s_b_6234><s_c_853>
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06:24 [视频-长播] <|video_begin|><s_a_6705><s_b_6234><s_c_3116>
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06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_6234><s_c_6355>
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06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_1700><s_c_3054>
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06:36 [视频-长播] <|video_begin|><s_a_6705><s_b_1822><s_c_4479>
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06:39 [视频-长播] <|video_begin|><s_a_6705><s_b_7888><s_c_265>
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06:39 [视频-长播] <|video_begin|><s_a_7421><s_b_4733><s_c_5008>
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06:39 [视频-长播] <|video_begin|><s_a_4969><s_b_4550><s_c_6310>
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06:42 [广告-点击] <|ad_begin|><s_a_3463><s_b_6435><s_c_1162>
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06:43 [广告-点击] <|ad_begin|><s_a_4020><s_b_4753><s_c_3047>
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06:43 [广告-点击] <|ad_begin|><s_a_4020><s_b_1822><s_c_6171>
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||
06:44 [广告-点击] <|ad_begin|><s_a_4020><s_b_5238><s_c_3047>
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06:44 [广告-点击] <|ad_begin|><s_a_3641><s_b_2737><s_c_6057>
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06:48 [视频-长播] <|video_begin|><s_a_6705><s_b_1822><s_c_4479>
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06:48 [视频-长播] <|video_begin|><s_a_3996><s_b_6379><s_c_8085>
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06:48 [视频-长播] <|video_begin|><s_a_4969><s_b_1740><s_c_99>
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06:54 [视频-长播] <|video_begin|><s_a_3996><s_b_3280><s_c_416>
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06:54 [视频-长播] <|video_begin|><s_a_7668><s_b_1471><s_c_1716>
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06:54 [视频-长播] <|video_begin|><s_a_6705><s_b_5510><s_c_4479>
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06:58 [视频-长播] <|video_begin|><s_a_3996><s_b_6024><s_c_2615>
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06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_7888><s_c_4479>
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06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_6622><s_c_607>
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06:58 [视频-长播] <|video_begin|><s_a_6705><s_b_4550><s_c_4479>
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07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_3063><s_c_143>
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07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_3063><s_c_1148>
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07:10 [视频-长播] <|video_begin|><s_a_6705><s_b_6519><s_c_7741>
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10:37 [视频-长播] <|video_begin|><s_a_148><s_b_3043><s_c_2756>
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10:49 [视频-长播] <|video_begin|><s_a_2853><s_b_5760><s_c_5839>
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10:49 [视频-长播] <|video_begin|><s_a_3503><s_b_6544><s_c_2452>
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10:50 [视频-长播] <|video_begin|><s_a_6345><s_b_3368><s_c_40>
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10:50 [视频-长播] <|video_begin|><s_a_4016><s_b_6234><s_c_1275>
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10:55 [视频-长播] <|video_begin|><s_a_7668><s_b_1740><s_c_4802>
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11:07 [视频-长播] <|video_begin|><s_a_2015><s_b_7888><s_c_7616>
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11:07 [视频-长播] <|video_begin|><s_a_6154><s_b_2649><s_c_1414>
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13:05 [视频-长播] <|video_begin|><s_a_5628><s_b_4291><s_c_3212>
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--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_4839><s_c_7428>
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--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_3152><s_c_7780>
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--:-- [商品-点击] <|prod_begin|><s_a_2395><s_b_2889><s_c_7547>
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--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_5974><s_c_4849>
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--:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_5426><s_c_1643>
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--:-- [商品-点击] <|prod_begin|><s_a_1436><s_b_3335><s_c_6423>
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--:-- [商品-点击] <|prod_begin|><s_a_6238><s_b_4839><s_c_5215>
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角色任务：你是极端严苛的用户行为数据挖掘与数据格式化专家，请结合上述用户交互历史，面向给定主题，全面提取出所有具备关联性的历史交互数据。
|
||
|
||
主题：从文玩兴趣萌芽到工具链补齐的闭环
|
||
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输出格式要求：输出必须且仅为包含 SID 的 JSON 数组，绝对不要输出任何额外的解释、提示或格式化外的文字。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|prod_begin|><s_a_4436><s_b_5426><s_c_105>", "<|prod_begin|><s_a_345><s_b_1025><s_c_4980>", "<|prod_begin|><s_a_191><s_b_6080><s_c_3055>", "<|prod_begin|><s_a_2395><s_b_2889><s_c_7547>", "<|prod_begin|><s_a_1938><s_b_5974><s_c_4849>"]<|im_end|>
|
||
<|im_start|>user
|
||
你擅长理解快手用户跨场景行为和语义ID表示，请根据输入信息归纳该用户的目标内容。
|
||
已知如下用户跨场景行为：
|
||
用户在直播域: 关注了主播 <|living_begin|><s_a_2828><s_b_7342><s_c_7951>，首次打赏了 <|living_begin|><s_a_3188><s_b_665><s_c_4487>, <|living_begin|><s_a_2828><s_b_697><s_c_7754>, <|living_begin|><s_a_2828><s_b_8049><s_c_7616>, <|living_begin|><s_a_4372><s_b_451><s_c_4467>, <|living_begin|><s_a_4843><s_b_2113><s_c_3970>。
|
||
用户购物行为: 浏览了商品 <|prod_begin|><s_a_6664><s_b_5373><s_c_4579>, <|prod_begin|><s_a_6368><s_b_1586><s_c_569>, <|prod_begin|><s_a_2271><s_b_5756><s_c_3504>, <|prod_begin|><s_a_5823><s_b_6675><s_c_7588>, <|prod_begin|><s_a_5051><s_b_2760><s_c_574>, <|prod_begin|><s_a_3592><s_b_8081><s_c_5082>, <|prod_begin|><s_a_4066><s_b_6318><s_c_2826>, <|prod_begin|><s_a_7906><s_b_5756><s_c_1179>, <|prod_begin|><s_a_929><s_b_5663><s_c_225>, <|prod_begin|><s_a_2928><s_b_4255><s_c_3133>, <|prod_begin|><s_a_3439><s_b_5260><s_c_3899>, <|prod_begin|><s_a_8090><s_b_2829><s_c_5388>, <|prod_begin|><s_a_1278><s_b_4353><s_c_174>, <|prod_begin|><s_a_310><s_b_3209><s_c_1828>, <|prod_begin|><s_a_6950><s_b_2003><s_c_1275>, <|prod_begin|><s_a_3737><s_b_2547><s_c_1091>, <|prod_begin|><s_a_1703><s_b_4026><s_c_2455>, <|prod_begin|><s_a_7058><s_b_1297><s_c_924>, <|prod_begin|><s_a_1882><s_b_5800><s_c_6500>, <|prod_begin|><s_a_2628><s_b_3284><s_c_1131>, <|prod_begin|><s_a_1703><s_b_2352><s_c_7395>, <|prod_begin|><s_a_4048><s_b_4782><s_c_4058>, <|prod_begin|><s_a_1480><s_b_1919><s_c_2895>, <|prod_begin|><s_a_1703><s_b_44><s_c_3884>, <|prod_begin|><s_a_4730><s_b_1798><s_c_2895>, <|prod_begin|><s_a_1670><s_b_6818><s_c_4141>, <|prod_begin|><s_a_6821><s_b_2916><s_c_531>, <|prod_begin|><s_a_1480><s_b_3712><s_c_646>, <|prod_begin|><s_a_3103><s_b_1701><s_c_7629>, <|prod_begin|><s_a_4576><s_b_4021><s_c_1335>, <|prod_begin|><s_a_1450><s_b_1043><s_c_2529>, <|prod_begin|><s_a_5553><s_b_4782><s_c_2972>, <|prod_begin|><s_a_1450><s_b_1043><s_c_2726>, <|prod_begin|><s_a_1450><s_b_2857><s_c_288>, <|prod_begin|><s_a_1611><s_b_4182><s_c_4890>, <|prod_begin|><s_a_6396><s_b_7687><s_c_6762>, <|prod_begin|><s_a_7907><s_b_8101><s_c_690>, <|prod_begin|><s_a_6396><s_b_7878><s_c_2224>, <|prod_begin|><s_a_1748><s_b_8101><s_c_2800>, <|prod_begin|><s_a_2271><s_b_7027><s_c_3522>, <|prod_begin|><s_a_1480><s_b_7725><s_c_1416>，购买了 <|prod_begin|><s_a_266><s_b_6454><s_c_7658>, <|prod_begin|><s_a_8138><s_b_5908><s_c_1034>, <|prod_begin|><s_a_7433><s_b_200><s_c_6661>, <|prod_begin|><s_a_8191><s_b_689><s_c_62>, <|prod_begin|><s_a_5586><s_b_5576><s_c_4393>, <|prod_begin|><s_a_5888><s_b_4916><s_c_1218>, <|prod_begin|><s_a_7517><s_b_1055><s_c_2655>, <|prod_begin|><s_a_7121><s_b_7369><s_c_3311>, <|prod_begin|><s_a_7121><s_b_7369><s_c_4829>, <|prod_begin|><s_a_2686><s_b_7878><s_c_1599>, <|prod_begin|><s_a_5161><s_b_8181><s_c_4134>, <|prod_begin|><s_a_307><s_b_4782><s_c_2925>, <|prod_begin|><s_a_6488><s_b_6642><s_c_4134>, <|prod_begin|><s_a_7760><s_b_3923><s_c_5404>, <|prod_begin|><s_a_843><s_b_703><s_c_7674>, <|prod_begin|><s_a_7215><s_b_6803><s_c_4393>, <|prod_begin|><s_a_2059><s_b_755><s_c_689>, <|prod_begin|><s_a_1193><s_b_5757><s_c_3056>, <|prod_begin|><s_a_167><s_b_5322><s_c_4899>, <|prod_begin|><s_a_8138><s_b_326><s_c_7716>, <|prod_begin|><s_a_8138><s_b_7878><s_c_3483>, <|prod_begin|><s_a_8138><s_b_1692><s_c_6035>, <|prod_begin|><s_a_7938><s_b_1801><s_c_8051>, <|prod_begin|><s_a_6488><s_b_2585><s_c_4547>, <|prod_begin|><s_a_4661><s_b_3785><s_c_1131>, <|prod_begin|><s_a_6983><s_b_1671><s_c_7547>, <|prod_begin|><s_a_301><s_b_8134><s_c_7658>, <|prod_begin|><s_a_7517><s_b_3150><s_c_2974>, <|prod_begin|><s_a_7517><s_b_98><s_c_7366>, <|prod_begin|><s_a_4389><s_b_1695><s_c_3165>, <|prod_begin|><s_a_3927><s_b_6065><s_c_1221>, <|prod_begin|><s_a_3865><s_b_5974><s_c_441>, <|prod_begin|><s_a_5027><s_b_5108><s_c_4134>, <|prod_begin|><s_a_6488><s_b_5845><s_c_4134>, <|prod_begin|><s_a_6061><s_b_5119><s_c_5924>, <|prod_begin|><s_a_58><s_b_6600><s_c_2883>, <|prod_begin|><s_a_1882><s_b_7369><s_c_7732>, <|prod_begin|><s_a_3550><s_b_3518><s_c_5194>, <|prod_begin|><s_a_7179><s_b_1124><s_c_7929>, <|prod_begin|><s_a_310><s_b_8137><s_c_3606>, <|prod_begin|><s_a_7760><s_b_6734><s_c_7791>, <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>, <|prod_begin|><s_a_3592><s_b_8081><s_c_5082>。
|
||
用户视频行为: 深度观看了 <|video_begin|><s_a_5134><s_b_5626><s_c_5563>, <|video_begin|><s_a_2794><s_b_1411><s_c_2881>, <|video_begin|><s_a_1512><s_b_6966><s_c_2438>, <|video_begin|><s_a_16><s_b_796><s_c_7897>, <|video_begin|><s_a_8164><s_b_558><s_c_5928>, <|video_begin|><s_a_4862><s_b_7776><s_c_6278>, <|video_begin|><s_a_2408><s_b_3589><s_c_2912>, <|video_begin|><s_a_2408><s_b_8108><s_c_5162>, <|video_begin|><s_a_116><s_b_2789><s_c_2309>, <|video_begin|><s_a_2794><s_b_1411><s_c_153>, <|video_begin|><s_a_16><s_b_4076><s_c_7548>, <|video_begin|><s_a_1326><s_b_4305><s_c_5851>, <|video_begin|><s_a_264><s_b_6436><s_c_6768>, <|video_begin|><s_a_5134><s_b_3127><s_c_1708>, <|video_begin|><s_a_5003><s_b_7381><s_c_2332>, <|video_begin|><s_a_5023><s_b_6710><s_c_838>, <|video_begin|><s_a_5134><s_b_3422><s_c_5776>, <|video_begin|><s_a_5629><s_b_1411><s_c_2568>, <|video_begin|><s_a_6401><s_b_3714><s_c_6032>, <|video_begin|><s_a_5907><s_b_4552><s_c_47>, <|video_begin|><s_a_2794><s_b_8179><s_c_827>, <|video_begin|><s_a_5003><s_b_6792><s_c_72>, <|video_begin|><s_a_16><s_b_1906><s_c_4718>, <|video_begin|><s_a_7479><s_b_7877><s_c_3501>, <|video_begin|><s_a_2794><s_b_1119><s_c_2568>, <|video_begin|><s_a_7698><s_b_5511><s_c_5563>, <|video_begin|><s_a_1985><s_b_7608><s_c_8168>, <|video_begin|><s_a_16><s_b_5101><s_c_1707>, <|video_begin|><s_a_2408><s_b_2357><s_c_6278>, <|video_begin|><s_a_7771><s_b_1002><s_c_2513>, <|video_begin|><s_a_7542><s_b_3942><s_c_2984>, <|video_begin|><s_a_1985><s_b_2545><s_c_47>, <|video_begin|><s_a_3829><s_b_990><s_c_4808>, <|video_begin|><s_a_2213><s_b_7665><s_c_2513>, <|video_begin|><s_a_2526><s_b_1119><s_c_5044>, <|video_begin|><s_a_1576><s_b_7381><s_c_3775>, <|video_begin|><s_a_7133><s_b_6525><s_c_6856>, <|video_begin|><s_a_2408><s_b_6234><s_c_1178>, <|video_begin|><s_a_8152><s_b_3614><s_c_814>, <|video_begin|><s_a_16><s_b_1002><s_c_597>, <|video_begin|><s_a_5254><s_b_1411><s_c_4423>, <|video_begin|><s_a_1726><s_b_6595><s_c_7622>, <|video_begin|><s_a_7984><s_b_7762><s_c_5162>, <|video_begin|><s_a_2408><s_b_5445><s_c_8042>, <|video_begin|><s_a_8164><s_b_575><s_c_6815>, <|video_begin|><s_a_4088><s_b_4033><s_c_2523>, <|video_begin|><s_a_4307><s_b_850><s_c_5831>, <|video_begin|><s_a_4064><s_b_6234><s_c_110>, <|video_begin|><s_a_6022><s_b_6309><s_c_6416>, <|video_begin|><s_a_6321><s_b_2826><s_c_6379>，对视频 <|video_begin|><s_a_16><s_b_6426><s_c_141>, <|video_begin|><s_a_2408><s_b_3589><s_c_2781> 有过点赞/长播行为，对视频 <|video_begin|><s_a_5991><s_b_7333><s_c_875>, <|video_begin|><s_a_335><s_b_4340><s_c_5063> 有过收藏/长播行为，对视频 <|video_begin|><s_a_279><s_b_2224><s_c_5162> 有过关注/长播行为，看过视频 <|video_begin|><s_a_4157><s_b_2789><s_c_1583>, <|video_begin|><s_a_3314><s_b_3832><s_c_7119>。
|
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广告行为: 对广告 <|ad_begin|><s_a_2832><s_b_6779><s_c_6994>, <|ad_begin|><s_a_4403><s_b_3009><s_c_3026>, <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_6321><s_b_6874><s_c_7106>, <|ad_begin|><s_a_2845><s_b_6234><s_c_3766>, <|ad_begin|><s_a_6958><s_b_620><s_c_5749>, <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_2832><s_b_5349><s_c_5563>, <|ad_begin|><s_a_6417><s_b_6519><s_c_5563>, <|ad_begin|><s_a_6958><s_b_6234><s_c_4209>, <|ad_begin|><s_a_4403><s_b_620><s_c_7566>, <|ad_begin|><s_a_6386><s_b_6234><s_c_4829>, <|ad_begin|><s_a_2111><s_b_2918><s_c_1935>, <|ad_begin|><s_a_3069><s_b_6451><s_c_6313>, <|ad_begin|><s_a_4039><s_b_1021><s_c_6047>, <|ad_begin|><s_a_3091><s_b_6234><s_c_2460>, <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>, <|ad_begin|><s_a_497><s_b_6234><s_c_6275> 完成过深度转化，点击过广告 <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_6321><s_b_6874><s_c_7106>, <|ad_begin|><s_a_5632><s_b_7261><s_c_3246>, <|ad_begin|><s_a_4403><s_b_5511><s_c_3036>, <|ad_begin|><s_a_5863><s_b_581><s_c_3364>, <|ad_begin|><s_a_5912><s_b_6442><s_c_380>, <|ad_begin|><s_a_2832><s_b_3636><s_c_3775>, <|ad_begin|><s_a_2845><s_b_6234><s_c_3766>, <|ad_begin|><s_a_4088><s_b_7180><s_c_3464>, <|ad_begin|><s_a_2111><s_b_6234><s_c_1322>, <|ad_begin|><s_a_2111><s_b_1642><s_c_1935>, <|ad_begin|><s_a_2280><s_b_4733><s_c_380>, <|ad_begin|><s_a_2111><s_b_5349><s_c_3363>, <|ad_begin|><s_a_3091><s_b_6234><s_c_2225>, <|ad_begin|><s_a_7468><s_b_6519><s_c_3036>, <|ad_begin|><s_a_6958><s_b_6234><s_c_7383>, <|ad_begin|><s_a_7931><s_b_6234><s_c_5220>, <|ad_begin|><s_a_6958><s_b_620><s_c_5749>, <|ad_begin|><s_a_4403><s_b_1277><s_c_145>, <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>, <|ad_begin|><s_a_1383><s_b_581><s_c_5553>, <|ad_begin|><s_a_1351><s_b_1310><s_c_8037>, <|ad_begin|><s_a_3091><s_b_2828><s_c_1935>, <|ad_begin|><s_a_2832><s_b_5349><s_c_5563>, <|ad_begin|><s_a_3091><s_b_7811><s_c_439>, <|ad_begin|><s_a_6417><s_b_6519><s_c_5563>, <|ad_begin|><s_a_16><s_b_5119><s_c_4859>, <|ad_begin|><s_a_3578><s_b_6006><s_c_5387>, <|ad_begin|><s_a_2799><s_b_3930><s_c_1946>, <|ad_begin|><s_a_6958><s_b_6234><s_c_4209>, <|ad_begin|><s_a_4403><s_b_620><s_c_7566>, <|ad_begin|><s_a_217><s_b_1310><s_c_7616>, <|ad_begin|><s_a_6386><s_b_6234><s_c_4829>, <|ad_begin|><s_a_6386><s_b_6234><s_c_4829>, <|ad_begin|><s_a_698><s_b_2918><s_c_7268>, <|ad_begin|><s_a_5673><s_b_6234><s_c_6007>, <|ad_begin|><s_a_2111><s_b_2918><s_c_1935>, <|ad_begin|><s_a_5632><s_b_4733><s_c_61>, <|ad_begin|><s_a_3069><s_b_6451><s_c_6313>, <|ad_begin|><s_a_4039><s_b_1021><s_c_6047>, <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>, <|ad_begin|><s_a_3091><s_b_6234><s_c_2460>, <|ad_begin|><s_a_5673><s_b_1330><s_c_3026>, <|ad_begin|><s_a_1274><s_b_4746><s_c_141>, <|ad_begin|><s_a_491><s_b_2246><s_c_5563>, <|ad_begin|><s_a_2832><s_b_1642><s_c_141>, <|ad_begin|><s_a_6417><s_b_8008><s_c_141>, <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>, <|ad_begin|><s_a_497><s_b_6234><s_c_6275>, <|ad_begin|><s_a_4403><s_b_7342><s_c_3725>, <|ad_begin|><s_a_3913><s_b_3314><s_c_1935>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3033>, <|ad_begin|><s_a_5960><s_b_6234><s_c_1038>, <|ad_begin|><s_a_491><s_b_4552><s_c_6176>, <|ad_begin|><s_a_3091><s_b_4056><s_c_3501>, <|ad_begin|><s_a_923><s_b_7180><s_c_2912>, <|ad_begin|><s_a_491><s_b_6234><s_c_391>, <|ad_begin|><s_a_4327><s_b_7497><s_c_2568>, <|ad_begin|><s_a_1383><s_b_6379><s_c_1935>, <|ad_begin|><s_a_7755><s_b_4259><s_c_5059>, <|ad_begin|><s_a_491><s_b_6234><s_c_5749>, <|ad_begin|><s_a_1383><s_b_3661><s_c_6900>, <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>, <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>, <|ad_begin|><s_a_1351><s_b_4733><s_c_7244>, <|ad_begin|><s_a_1351><s_b_7608><s_c_594>, <|ad_begin|><s_a_1351><s_b_7608><s_c_594>, <|ad_begin|><s_a_5094><s_b_6874><s_c_3948>, <|ad_begin|><s_a_8091><s_b_1119><s_c_1161>, <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>。
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请输出该用户在不同场景下对应的目标内容。/no_think<|im_end|>
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<|im_start|>assistant
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该用户最近喜欢的视频有: <|video_begin|><s_a_4580><s_b_233><s_c_1219><|im_end|>
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<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
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label_ids:
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labels:
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{"logic_chain":{"name":"围绕“便秘”问题的多路径食疗方案探索与验证","events":[{"date":"2025-06-26","action":"[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>","logic":"问题识别与初始行动：首次购买针对性产品“便秘果”，标志着用户明确了健康问题并开始寻求解决方案。"},{"date":"2026-01-22","action":"[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>","logic":"信息获取与方案拓展：用户通过高强度互动（转发/收藏/点赞）学习新的食疗偏方（紫皮洋葱），表明初始方案可能未达预期，用户开始主动搜集更多元的非药物解决方案，认知从“购买成品”拓展到“自制偏方”。"},{"date":"2026-01-23","action":"[视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>","logic":"方案深化与对比筛选：在前一天的基础上，继续收藏新的、操作方式完全不同的解决方案（大蒜外敷）。这表明用户正在密集对比和评估不同方法的有效性，从“食疗内服”拓展到“物理外敷”，探索路径进一步深化。"},{"date":"2026-01-27","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>","logic":"认知闭环与决策收敛：用户收藏了一个对“病因”进行分析（气血不通、经络淤堵）并提供“独家秘方”的视频。这标志着用户的认知从简单的“尝试偏方”升级到对“病理机制”的探究，并可能找到了一个自认为更根本的解决方案，形成了初步的认知闭环。"}]}}<|im_end|>
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{"logic_chain": {"name": "从关注宏大叙事到聚焦个体民生的视角下沉", "events": [{"date": "2026-01-23", "action": "[视频-浏览] <|video_begin|><s_a_1164><s_b_1937><s_c_6919>", "logic": "初始兴趣点：关注国家级文化事件（春晚）及其争议，属于对公共议题和宏大叙事的典型关注。"}, {"date": "2026-02-02", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_7390><s_c_99>", "logic": "视角下沉：用户的关注点从宏观的文化事件，转向了具体的社会群体（农民）和民生议题（养老金）。这标志着其社会观察的视角开始下沉，从“旁观者”向“共情者”转变。"}, {"date": "2026-02-04", "action": "[视频-关注/评论/点赞/长播] <|video_begin|><s_a_1164><s_b_6477><s_c_5563>", "logic": "认知闭环与批判性思考：用户将初始的宏大叙事（春晚）与后期的民生关怀（基层生活）联系起来，形成批判性视角。这不再是简单的信息接收，而是将两个不同层面的议题进行关联思考，完成了从“关注事件”到“反思事件背后社会价值”的认知跃迁。"}]}}<|im_end|>
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<think>
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<think>
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</think>
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["<|prod_begin|><s_a_4436><s_b_5426><s_c_105>", "<|prod_begin|><s_a_345><s_b_1025><s_c_4980>", "<|prod_begin|><s_a_191><s_b_6080><s_c_3055>", "<|prod_begin|><s_a_2395><s_b_2889><s_c_7547>", "<|prod_begin|><s_a_1938><s_b_5974><s_c_4849>"]<|im_end|>
|
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该用户最近喜欢的视频有: <|video_begin|><s_a_4580><s_b_233><s_c_1219><|im_end|>
|
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|
||
[INFO|configuration_utils.py:769] 2026-07-15 02:02:44,589 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-15 02:02:44,590 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": null,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": 151643,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": false,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
[INFO|2026-07-15 02:02:44] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-15 02:02:44] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:748] 2026-07-15 02:02:44,955 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-15 02:02:44,955 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-15 02:02:45,152 >> Generate config GenerationConfig {
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"pad_token_id": 151643,
|
||
"use_cache": false
|
||
}
|
||
|
||
|
||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
|
||
Loading weights: 26%|██▌ | 80/311 [00:00<00:00, 799.95it/s]
|
||
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1614.56it/s]
|
||
[INFO|configuration_utils.py:978] 2026-07-15 02:02:45,508 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-15 02:02:45,508 >> Generate config GenerationConfig {
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-15 02:02:45,508 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
|
||
[INFO|2026-07-15 02:02:45] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-15 02:02:45] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-15 02:02:45] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-15 02:02:45] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-15 02:02:45] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[INFO|trainer.py:1469] 2026-07-15 02:02:45,657 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-15 02:02:45,657 >> Num examples = 2,159
|
||
[INFO|trainer.py:1471] 2026-07-15 02:02:45,657 >> Num Epochs = 2
|
||
[INFO|trainer.py:1472] 2026-07-15 02:02:45,657 >> Num update steps per epoch = 540
|
||
[INFO|trainer.py:1473] 2026-07-15 02:02:45,657 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-15 02:02:45,657 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
||
[INFO|trainer.py:1477] 2026-07-15 02:02:45,657 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-15 02:02:45,657 >> Total optimization steps = 648
|
||
[INFO|trainer.py:1479] 2026-07-15 02:02:45,658 >> Number of trainable parameters = 801,433,600
|
||
|
||
0%| | 0/648 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-15 02:02:45,995 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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2%|▏ | 10/648 [01:17<1:20:03, 7.53s/it]
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{'loss': '1.959', 'grad_norm': '9.938', 'learning_rate': '1.8e-07', 'epoch': '0.01853'}
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{'loss': '1.857', 'grad_norm': '6.625', 'learning_rate': '3.8e-07', 'epoch': '0.03705'}
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{'loss': '1.789', 'grad_norm': '6.094', 'learning_rate': '3.998e-07', 'epoch': '0.05558'}
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6%|▌ | 40/648 [05:11<1:22:14, 8.12s/it]
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{'loss': '1.697', 'grad_norm': '10.94', 'learning_rate': '3.991e-07', 'epoch': '0.07411'}
|
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|
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6%|▌ | 40/648 [05:11<1:22:14, 8.12s/it]
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8%|▊ | 50/648 [06:26<1:17:43, 7.80s/it]
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|
||
{'loss': '1.982', 'grad_norm': '5.375', 'learning_rate': '3.979e-07', 'epoch': '0.09264'}
|
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8%|▊ | 50/648 [06:26<1:17:43, 7.80s/it]
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8%|▊ | 51/648 [06:34<1:16:35, 7.70s/it]
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9%|▉ | 60/648 [07:45<1:17:28, 7.90s/it]
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||
|
||
{'loss': '1.883', 'grad_norm': '4.281', 'learning_rate': '3.962e-07', 'epoch': '0.1112'}
|
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|
||
9%|▉ | 60/648 [07:45<1:17:28, 7.90s/it]
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9%|▉ | 61/648 [07:52<1:16:10, 7.79s/it]
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10%|█ | 65/648 [08:24<1:16:21, 7.86s/it]
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10%|█ | 66/648 [08:32<1:16:45, 7.91s/it]
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10%|█ | 67/648 [08:40<1:16:06, 7.86s/it]
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10%|█ | 68/648 [08:48<1:16:29, 7.91s/it]
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11%|█ | 69/648 [08:56<1:17:09, 8.00s/it]
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11%|█ | 70/648 [09:04<1:16:20, 7.93s/it]
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||
|
||
{'loss': '1.902', 'grad_norm': '6.312', 'learning_rate': '3.94e-07', 'epoch': '0.1297'}
|
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|
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11%|█ | 70/648 [09:04<1:16:20, 7.93s/it]
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11%|█ | 71/648 [09:12<1:16:21, 7.94s/it]
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||
|
||
{'loss': '1.948', 'grad_norm': '4.688', 'learning_rate': '3.914e-07', 'epoch': '0.1482'}
|
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12%|█▏ | 80/648 [10:20<1:11:10, 7.52s/it]
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||
|
||
{'loss': '1.857', 'grad_norm': '7.688', 'learning_rate': '3.882e-07', 'epoch': '0.1667'}
|
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14%|█▍ | 90/648 [11:39<1:09:19, 7.45s/it]
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{'loss': '1.953', 'grad_norm': '7.625', 'learning_rate': '3.846e-07', 'epoch': '0.1853'}
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15%|█▌ | 100/648 [12:59<1:12:28, 7.93s/it]
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{'loss': '1.964', 'grad_norm': '7.5', 'learning_rate': '3.805e-07', 'epoch': '0.2038'}
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{'loss': '1.819', 'grad_norm': '4.781', 'learning_rate': '3.76e-07', 'epoch': '0.2223'}
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{'loss': '1.87', 'grad_norm': '7.094', 'learning_rate': '3.71e-07', 'epoch': '0.2409'}
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{'loss': '1.959', 'grad_norm': '5', 'learning_rate': '3.656e-07', 'epoch': '0.2594'}
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{'loss': '2.01', 'grad_norm': '11', 'learning_rate': '3.598e-07', 'epoch': '0.2779'}
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{'loss': '1.769', 'grad_norm': '9', 'learning_rate': '3.536e-07', 'epoch': '0.2964'}
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25%|██▍ | 160/648 [20:50<1:02:37, 7.70s/it]
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{'loss': '1.901', 'grad_norm': '7', 'learning_rate': '3.47e-07', 'epoch': '0.315'}
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{'loss': '1.867', 'grad_norm': '7.312', 'learning_rate': '3.4e-07', 'epoch': '0.3335'}
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28%|██▊ | 180/648 [23:26<58:47, 7.54s/it]
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{'loss': '1.818', 'grad_norm': '6.312', 'learning_rate': '2.403e-08', 'epoch': '1.019'}
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{'loss': '1.882', 'grad_norm': '5.531', 'learning_rate': '1.95e-08', 'epoch': '1.037'}
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{'loss': '1.925', 'grad_norm': '7.5', 'learning_rate': '1.542e-08', 'epoch': '1.056'}
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{'loss': '1.918', 'grad_norm': '6.938', 'learning_rate': '1.18e-08', 'epoch': '1.074'}
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{'loss': '1.8', 'grad_norm': '4.781', 'learning_rate': '2.027e-10', 'epoch': '1.185'}
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100%|██████████| 648/648 [1:24:34<00:00, 8.01s/it][INFO|trainer.py:1823] 2026-07-15 03:27:20,171 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
||
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||
|
||
|
||
|
||
{'train_runtime': '5075', 'train_samples_per_second': '0.511', 'train_steps_per_second': '0.128', 'train_loss': '1.887', 'epoch': '1.2'}
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[INFO|trainer.py:3815] 2026-07-15 03:27:20,179 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12
|
||
[INFO|configuration_utils.py:533] 2026-07-15 03:27:20,181 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-15 03:27:20,181 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/generation_config.json
|
||
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||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.19it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.19it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-15 03:27:21,027 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-15 03:27:21,146 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-15 03:27:21,168 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.2001
|
||
total_flos = 288871318GF
|
||
train_loss = 1.8869
|
||
train_runtime = 1:24:34.52
|
||
train_samples_per_second = 0.511
|
||
train_steps_per_second = 0.128
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v36_v29_general_guard_lr4e7_ep12/training_loss.png
|
||
[WARNING|2026-07-15 03:27:21] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-15 03:27:21] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-15 03:27:21,269 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|