2319 lines
561 KiB
Plaintext
2319 lines
561 KiB
Plaintext
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-07 02:47:22] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:771] 2026-07-07 02:47:23,057 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-07 02:47:23,062 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:771] 2026-07-07 02:47:26,939 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-07 02:47:26,942 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:771] 2026-07-07 02:47:27,334 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-07 02:47:27,338 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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||
"max_window_layers": 28,
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"model_type": "qwen3",
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||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
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||
"num_key_value_heads": 8,
|
||
"pad_token_id": null,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
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||
"transformers_version": "5.6.0",
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||
"use_cache": true,
|
||
"use_sliding_window": false,
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||
"vocab_size": 176253
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||
}
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[INFO|2026-07-07 02:47:29] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/item_cot_focus.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: 16653 examples [00:00, 160004.18 examples/s]
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Generating train split: 43230 examples [00:00, 199805.46 examples/s]
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Generating train split: 66594 examples [00:00, 209654.32 examples/s]
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Generating train split: 74016 examples [00:00, 206986.92 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 74016/74016 [00:00<00:00, 90193.88 examples/s]
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training example:
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input_ids:
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102802, 104196, 100022, 108221, 20074, 3407, 100220, 5122, 45181, 111372, 105339, 101290, 26939, 76813, 46423, 32108, 99891, 100032, 9370, 117486, 271, 66017, 68805, 101882, 5122, 14880, 99373, 23031, 102298, 56021, 43589, 4718, 47685, 40027, 100414, 31526, 59151, 3837, 99322, 108710, 66017, 99885, 108593, 9370, 104136, 66394, 57191, 107173, 48391, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 151667, 198, 151668, 198, 1183, 176245, 154784, 161416, 170123, 497, 330, 176245, 155301, 165350, 170423, 497, 330, 176247, 157022, 165350, 170584, 1341, 151645, 198, 151644, 872, 198, 56568, 110124, 42140, 102122, 101914, 20074, 109314, 110498, 37945, 100374, 20002, 101070, 105814, 3837, 43959, 103124, 104820, 43815, 108704, 8997, 100431, 107485, 20002, 100022, 101070, 105814, 28311, 20002, 102297, 101070, 25, 98313, 237, 99778, 34187, 45943, 220, 176247, 159703, 166495, 168609, 11, 220, 176247, 152014, 161549, 169184, 11, 220, 176247, 155606, 167398, 169885, 11, 220, 176247, 153764, 160745, 176031, 11, 220, 176247, 156302, 160083, 171826, 11, 220, 176247, 153575, 164604, 172694, 11, 220, 176247, 156940, 163156, 173624, 11, 220, 176247, 154654, 163884, 174650, 11, 220, 176247, 156295, 165952, 169675, 11, 220, 176247, 153870, 163214, 168643, 11, 220, 176247, 154241, 167131, 171167, 11, 220, 176247, 156702, 167797, 175473, 11, 220, 176247, 159291, 160607, 168564, 11, 220, 176247, 153764, 160745, 176031, 11, 220, 176247, 153588, 165952, 173285, 11, 220, 176247, 157760, 164278, 174672, 11, 220, 176247, 158548, 161003, 170821, 11, 220, 176247, 157454, 160711, 168738, 11, 220, 176247, 153568, 165961, 175210, 11, 220, 176247, 158548, 161003, 170821, 11, 220, 176247, 152039, 164643, 168341, 11, 220, 176247, 153607, 162352, 172948, 11, 220, 176247, 153498, 161326, 173862, 11, 220, 176247, 153498, 160607, 173862, 11, 220, 176247, 158131, 162999, 169325, 11, 220, 176247, 153362, 162866, 172505, 11, 220, 176247, 155519, 164101, 173978, 11, 220, 176247, 157163, 161195, 171307, 11, 220, 176247, 152039, 161334, 168856, 11, 220, 176247, 158975, 167013, 173862, 11, 220, 176247, 153594, 162532, 173400, 11, 220, 176247, 159463, 160850, 168681, 11, 220, 176247, 159463, 166938, 175387, 11, 220, 176247, 159102, 165037, 172688, 11, 220, 176247, 155558, 165310, 173398, 11, 220, 176247, 158493, 165941, 172647, 11, 220, 176247, 158585, 164911, 175570, 11, 220, 176247, 158999, 160083, 170873, 11, 220, 176247, 158493, 166767, 172924, 11, 220, 176247, 159102, 161554, 170059, 3837, 103946, 34187, 220, 176247, 158729, 164164, 173400, 11, 220, 176247, 153702, 164911, 170985, 11, 220, 176247, 157886, 165376, 168449, 11, 220, 176247, 154619, 166739, 169094, 11, 220, 176247, 157780, 166315, 176153, 11, 220, 176247, 153733, 167978, 168789, 11, 220, 176247, 153173, 163289, 175833, 11, 220, 176247, 152443, 167548, 176031, 11, 220, 176247, 156302, 160187, 172939, 11, 220, 176247, 154340, 165952, 175419, 11, 220, 176247, 157780, 162340, 170705, 11, 220, 176247, 156302, 163563, 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33576, 100565, 112543, 10958, 198, 75882, 20002, 104867, 100565, 101251, 101096, 100136, 100692, 3837, 99558, 102074, 107169, 100419, 57218, 99424, 102556, 105736, 100220, 3837, 100398, 30440, 112543, 17714, 87752, 63703, 21515, 48443, 16, 13, 3070, 110510, 102011, 57218, 17625, 56, 104440, 334, 5122, 31991, 17714, 20002, 31235, 100185, 5373, 108221, 102217, 31235, 99194, 110257, 1773, 20002, 18830, 100722, 103946, 101070, 3837, 100795, 34187, 38212, 103017, 32648, 220, 176247, 156302, 160187, 172939, 5373, 120402, 107866, 104068, 220, 176247, 153702, 164911, 170985, 5373, 101444, 64355, 5373, 63836, 100268, 32648, 106306, 320, 151668, 198, 75882, 20002, 104044, 72651, 34187, 45943, 25, 220, 176247, 158493, 165029, 172924, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2022-06-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1654><s_c_6162>
|
||
【2022-06-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7808><s_b_5637><s_c_5779>
|
||
【2022-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2563><s_b_5269><s_c_5053>
|
||
【2022-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2017><s_b_2965><s_c_1023>
|
||
【2022-12-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_7388><s_c_7476>
|
||
【2023-01-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_5437><s_c_528>
|
||
【2023-02-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_1186><s_c_5798>
|
||
【2023-03-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2628><s_b_1695><s_c_4856>
|
||
【2023-04-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-04-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-05-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_7388><s_c_3254>
|
||
【2023-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-06-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_4037><s_c_5435>
|
||
【2023-07-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_7535><s_c_7066>
|
||
【2023-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1142><s_c_7586>
|
||
【2023-11-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_5886><s_c_1786>
|
||
【2023-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_4037><s_c_3643>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_4037><s_c_817>
|
||
【2025-02-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1595><s_c_6278>
|
||
【2025-03-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2792><s_c_6278>
|
||
【2025-03-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_646>
|
||
【2025-04-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_6537><s_c_1423>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7765><s_c_2403>
|
||
【2025-04-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_573><s_c_955>
|
||
【2025-04-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6475><s_b_5833><s_c_2298>
|
||
【2025-05-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2050><s_b_1806><s_c_7951>
|
||
【2025-05-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_7120><s_c_6757>
|
||
【2025-06-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5914><s_b_1410><s_c_5956>
|
||
【2025-06-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_2272><s_c_7675>
|
||
【2025-06-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6051><s_c_4783>
|
||
【2025-07-02】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4144><s_b_1410><s_c_5465>
|
||
【2025-07-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_543>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1307><s_b_1089><s_c_4053>
|
||
【2025-07-17】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_8049><s_c_2403>
|
||
【2025-07-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_7951>
|
||
【2025-07-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_7343>
|
||
【2025-07-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_1576>
|
||
【2025-07-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_697><s_c_1180>
|
||
【2025-07-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_808>
|
||
【2025-08-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4208>
|
||
【2025-08-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_713><s_c_1649>
|
||
【2025-08-10】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_7894><s_c_875>
|
||
【2025-08-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_2649><s_c_2834>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_446><s_c_8001>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-08-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-09-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_196><s_b_2412><s_c_6504>
|
||
【2025-09-06】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_4571><s_c_875>
|
||
【2025-09-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_2649><s_c_1259>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_4850><s_c_2834>
|
||
【2025-09-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_3198><s_c_2538>
|
||
【2025-09-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4923><s_b_5124><s_c_3114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-09-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6334><s_c_4067>
|
||
【2025-09-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_5693><s_c_5956>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_2649><s_c_1259>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-10-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
|
||
【2025-10-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5925><s_c_2538>
|
||
【2025-10-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
【2025-10-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
【2025-10-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5436><s_c_1656>
|
||
【2025-10-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7390><s_c_4208>
|
||
【2025-10-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2513>
|
||
【2025-10-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_1703>
|
||
【2025-10-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3355>
|
||
【2025-10-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4994><s_b_6119><s_c_724>
|
||
【2025-10-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6058><s_c_7794>
|
||
【2025-11-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_2298>
|
||
【2025-11-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_209><s_c_3676>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_1941>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7900>
|
||
【2025-11-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_4205><s_c_1613>
|
||
【2025-12-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6409><s_b_6237><s_c_4114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
|
||
【2025-12-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_6454><s_c_8062>
|
||
【2025-12-08】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_4617>
|
||
【2025-12-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_7894><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7033><s_b_6020><s_c_4244>
|
||
【2025-12-15】
|
||
01:46 [广告-点击] <|ad_begin|><s_a_7545><s_b_5810><s_c_7806>
|
||
【2025-12-16】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_799><s_c_3026>
|
||
【2025-12-18】
|
||
03:48 [广告-点击] <|ad_begin|><s_a_4595><s_b_6726><s_c_5004>
|
||
【2025-12-19】
|
||
12:19 [广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>
|
||
【2025-12-22】
|
||
23:20 [广告-点击] <|ad_begin|><s_a_4078><s_b_70><s_c_77>
|
||
【2025-12-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_363><s_b_4494><s_c_1901>
|
||
【2025-12-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_602>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_3355>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_4782><s_c_6409>
|
||
【2025-12-28】
|
||
10:40 [广告-点击] <|ad_begin|><s_a_2257><s_b_6162><s_c_1178>
|
||
【2025-12-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2026-01-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_697><s_c_4887>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7737><s_c_7754>
|
||
【2026-01-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_222><s_c_2084>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7552>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3608>
|
||
【2026-01-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6358><s_c_2135>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_6423><s_c_2880>
|
||
【2026-01-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8167><s_c_4288>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6334><s_c_4067>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_3228><s_c_1418>
|
||
【2026-01-19】
|
||
10:11 [广告-点击] <|ad_begin|><s_a_16><s_b_315><s_c_2814>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_2649><s_c_334>
|
||
【2026-01-21】
|
||
21:52 [视频-收藏/点赞/长播] <|video_begin|><s_a_6018><s_b_2302><s_c_1396>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_837>
|
||
【2026-01-22】
|
||
01:19 [视频-评论/长播] <|video_begin|><s_a_2654><s_b_4179><s_c_6463>
|
||
01:19 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_3614><s_c_6915>
|
||
01:19 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3447><s_c_2568>
|
||
01:21 [视频-评论/长播] <|video_begin|><s_a_6510><s_b_6170><s_c_3025>
|
||
01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3614><s_c_2530>
|
||
02:31 [视频-评论/长播] <|video_begin|><s_a_2526><s_b_6234><s_c_7420>
|
||
03:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_1108><s_b_7180><s_c_6659>
|
||
03:27 [视频-收藏/长播] <|video_begin|><s_a_6666><s_b_4075><s_c_1840>
|
||
03:30 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1149><s_b_1529><s_c_2722>
|
||
04:36 [视频-评论/长播] <|video_begin|><s_a_4667><s_b_1119><s_c_7466>
|
||
06:35 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_6051><s_c_2335>
|
||
11:47 [视频-收藏/长播] <|video_begin|><s_a_7374><s_b_1596><s_c_2374>
|
||
12:26 [视频-浏览] <|video_begin|><s_a_1427><s_b_6761><s_c_6771>
|
||
12:38 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_532><s_b_4958><s_c_2370>
|
||
21:02 [视频-评论/长播] <|video_begin|><s_a_2051><s_b_5200><s_c_5187>
|
||
21:06 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_5200><s_c_2212>
|
||
21:12 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_5349>
|
||
21:13 [视频-收藏/长播] <|video_begin|><s_a_5903><s_b_5106><s_c_4810>
|
||
21:16 [视频-评论/长播] <|video_begin|><s_a_5904><s_b_5200><s_c_4636>
|
||
21:33 [视频-浏览] <|video_begin|><s_a_3689><s_b_1431><s_c_7638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_4782><s_c_6409>
|
||
【2026-01-23】
|
||
00:45 [视频-评论/长播] <|video_begin|><s_a_6775><s_b_6234><s_c_6648>
|
||
00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_1642><s_c_5362>
|
||
00:54 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
|
||
00:54 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_5061><s_c_5936>
|
||
00:54 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_3636><s_c_2781>
|
||
03:37 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3656><s_c_503>
|
||
12:17 [视频-评论/长播] <|video_begin|><s_a_4312><s_b_5841><s_c_7925>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_6278>
|
||
00:40 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_1806><s_c_2370>
|
||
00:48 [视频-评论/长播] <|video_begin|><s_a_599><s_b_1013><s_c_7921>
|
||
00:50 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_7549><s_c_7970>
|
||
00:55 [视频-收藏/长播] <|video_begin|><s_a_1207><s_b_6442><s_c_7106>
|
||
01:07 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_558><s_c_4631>
|
||
16:37 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_3614><s_c_6298>
|
||
18:13 [视频-关注/长播] <|video_begin|><s_a_4816><s_b_725><s_c_1707>
|
||
18:13 [视频-关注/长播] <|video_begin|><s_a_5907><s_b_5961><s_c_3970>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_21><s_c_1690>
|
||
【2026-01-25】
|
||
12:22 [广告-点击] <|ad_begin|><s_a_1106><s_b_315><s_c_2781>
|
||
20:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>
|
||
22:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_7562><s_b_2815><s_c_6565>
|
||
【2026-01-26】
|
||
05:29 [视频-收藏/长播] <|video_begin|><s_a_3396><s_b_2575><s_c_2203>
|
||
【2026-01-27】
|
||
22:43 [广告-点击] <|ad_begin|><s_a_1106><s_b_315><s_c_2781>
|
||
22:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>
|
||
22:46 [视频-评论/长播] <|video_begin|><s_a_2408><s_b_581><s_c_59>
|
||
【2026-01-28】
|
||
04:16 [视频-浏览] <|video_begin|><s_a_5416><s_b_2485><s_c_5622>
|
||
【2026-01-29】
|
||
11:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_4946><s_b_7410><s_c_1449>
|
||
20:53 [视频-评论/长播] <|video_begin|><s_a_7411><s_b_6477><s_c_1275>
|
||
20:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_2080><s_b_4746><s_c_7790>
|
||
23:18 [视频-评论/点赞/长播] <|video_begin|><s_a_1207><s_b_1804><s_c_22>
|
||
【2026-01-30】
|
||
20:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_5166><s_b_6973><s_c_6699>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7325><s_b_691><s_c_2654>
|
||
23:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_410><s_b_4939><s_c_7368>
|
||
【2026-01-31】
|
||
00:13 [视频-评论/长播] <|video_begin|><s_a_5125><s_b_7246><s_c_6240>
|
||
00:17 [视频-评论/长播] <|video_begin|><s_a_532><s_b_876><s_c_8140>
|
||
00:22 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_7671>
|
||
00:24 [视频-评论/长播] <|video_begin|><s_a_7390><s_b_3952><s_c_7466>
|
||
00:26 [视频-评论/长播] <|video_begin|><s_a_7771><s_b_7472><s_c_2070>
|
||
03:08 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_6426><s_c_8042>
|
||
03:48 [视频-评论/点赞/长播] <|video_begin|><s_a_410><s_b_4939><s_c_1966>
|
||
05:25 [视频-评论/点赞/长播] <|video_begin|><s_a_5568><s_b_4958><s_c_5000>
|
||
05:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_735><s_b_3051><s_c_7233>
|
||
05:36 [视频-评论/长播] <|video_begin|><s_a_1853><s_b_2357><s_c_3549>
|
||
05:51 [视频-收藏/长播] <|video_begin|><s_a_4598><s_b_57><s_c_1559>
|
||
06:19 [视频-浏览] <|video_begin|><s_a_876><s_b_5241><s_c_6072>
|
||
06:23 [视频-收藏/长播] <|video_begin|><s_a_5105><s_b_7894><s_c_2654>
|
||
06:30 [视频-浏览] <|video_begin|><s_a_5023><s_b_3832><s_c_3261>
|
||
06:42 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6436><s_c_439>
|
||
07:38 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_2461>
|
||
07:46 [视频-评论/长播] <|video_begin|><s_a_7251><s_b_33><s_c_1428>
|
||
07:49 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_417><s_b_7455><s_c_4188>
|
||
08:11 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_4743><s_c_4479>
|
||
08:13 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_3297><s_c_7899>
|
||
08:15 [视频-评论/长播] <|video_begin|><s_a_399><s_b_1216><s_c_1948>
|
||
08:18 [视频-评论/长播] <|video_begin|><s_a_4999><s_b_763><s_c_2530>
|
||
08:35 [视频-评论/长播] <|video_begin|><s_a_1614><s_b_4275><s_c_7899>
|
||
08:36 [视频-评论/长播] <|video_begin|><s_a_6169><s_b_4009><s_c_1148>
|
||
09:29 [视频-评论/长播] <|video_begin|><s_a_3001><s_b_1002><s_c_6767>
|
||
09:29 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_581><s_c_3877>
|
||
09:35 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_7246><s_c_447>
|
||
09:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_3001><s_b_1792><s_c_7622>
|
||
09:43 [视频-收藏/长播] <|video_begin|><s_a_4487><s_b_5841><s_c_1395>
|
||
10:00 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_1411><s_c_2568>
|
||
10:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_7246><s_c_401>
|
||
11:54 [视频-收藏/长播] <|video_begin|><s_a_3001><s_b_1822><s_c_4636>
|
||
12:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_2762><s_b_4541><s_c_7495>
|
||
18:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_4401><s_b_4059><s_c_1097>
|
||
18:18 [视频-收藏/长播] <|video_begin|><s_a_3801><s_b_5106><s_c_4647>
|
||
18:23 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7246><s_c_6379>
|
||
18:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_5841><s_c_1461>
|
||
18:48 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_1282><s_c_1321>
|
||
18:51 [视频-收藏/长播] <|video_begin|><s_a_542><s_b_6442><s_c_4910>
|
||
18:54 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_4344><s_c_1858>
|
||
18:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_807><s_b_6442><s_c_1591>
|
||
19:12 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7457><s_c_1858>
|
||
22:57 [视频-评论/长播] <|video_begin|><s_a_562><s_b_6100><s_c_4224>
|
||
23:33 [视频-关注/点赞/长播] <|video_begin|><s_a_1957><s_b_3916><s_c_6108>
|
||
23:40 [视频-关注/长播] <|video_begin|><s_a_3367><s_b_3885><s_c_4208>
|
||
23:50 [视频-关注/长播] <|video_begin|><s_a_4372><s_b_1806><s_c_6779>
|
||
【2026-02-01】
|
||
01:21 [视频-评论/长播] <|video_begin|><s_a_6705><s_b_7887><s_c_6047>
|
||
02:29 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7790>
|
||
03:07 [视频-评论/点赞/长播] <|video_begin|><s_a_6258><s_b_2029><s_c_2070>
|
||
04:23 [视频-关注/长播] <|video_begin|><s_a_5023><s_b_3552><s_c_5878>
|
||
04:25 [视频-评论/长播] <|video_begin|><s_a_3935><s_b_6436><s_c_4360>
|
||
05:34 [视频-评论/点赞/长播] <|video_begin|><s_a_5023><s_b_6426><s_c_4247>
|
||
21:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_1207><s_b_2575><s_c_2788>
|
||
21:47 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6234><s_c_7899>
|
||
21:47 [视频-关注/点赞/长播] <|video_begin|><s_a_4401><s_b_6158><s_c_3380>
|
||
21:54 [视频-收藏/长播] <|video_begin|><s_a_5904><s_b_4246><s_c_6185>
|
||
22:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5591><s_b_915><s_c_706>
|
||
【2026-02-02】
|
||
00:03 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_4252><s_c_6873>
|
||
11:24 [视频-收藏/长播] <|video_begin|><s_a_3001><s_b_1282><s_c_875>
|
||
【2026-02-03】
|
||
01:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_6867><s_b_1013><s_c_516>
|
||
03:00 [视频-浏览] <|video_begin|><s_a_2948><s_b_7776><s_c_2063>
|
||
14:55 [视频-收藏/点赞/长播] <|video_begin|><s_a_4401><s_b_3380><s_c_2543>
|
||
【2026-02-04】
|
||
05:09 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_4915><s_c_47>
|
||
08:01 [视频-关注/点赞/长播] <|video_begin|><s_a_2067><s_b_7175><s_c_3775>
|
||
08:21 [视频-浏览] <|video_begin|><s_a_3801><s_b_3999><s_c_495>
|
||
08:31 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_7342><s_c_7790>
|
||
09:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_6347><s_b_4915><s_c_5677>
|
||
09:16 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_3614><s_c_871>
|
||
09:27 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_4033><s_c_6771>
|
||
09:28 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_853>
|
||
09:34 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_3198><s_c_6275>
|
||
09:34 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3417><s_c_2522>
|
||
09:36 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_7665><s_c_1939>
|
||
09:40 [视频-点赞/长播] <|video_begin|><s_a_735><s_b_4711><s_c_3670>
|
||
09:42 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_7333><s_c_7289>
|
||
09:46 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_1142><s_c_4548>
|
||
09:46 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_1595><s_c_856>
|
||
09:48 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_6519><s_c_7738>
|
||
09:53 [视频-点赞/长播] <|video_begin|><s_a_189><s_b_6387><s_c_1399>
|
||
09:53 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_6334><s_c_5467>
|
||
09:53 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_7455><s_c_3062>
|
||
10:01 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_621><s_c_3347>
|
||
10:02 [视频-点赞/长播] <|video_begin|><s_a_7647><s_b_4246><s_c_3261>
|
||
10:38 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_7381><s_c_7899>
|
||
10:38 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_6761><s_c_8085>
|
||
11:28 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3587><s_c_8042>
|
||
11:55 [广告-点击] <|ad_begin|><s_a_4088><s_b_6874><s_c_6077>
|
||
12:19 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_6642><s_c_7076>
|
||
19:16 [视频-点赞/长播] <|video_begin|><s_a_4834><s_b_7288><s_c_7945>
|
||
19:20 [视频-收藏/长播] <|video_begin|><s_a_6583><s_b_3472><s_c_77>
|
||
19:22 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7246><s_c_8140>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_5712><s_c_2834>
|
||
23:59 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_7756><s_c_1082>
|
||
【2026-02-05】
|
||
00:00 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_4733><s_c_6771>
|
||
00:10 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_2854><s_c_6767>
|
||
00:13 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_7069><s_c_5839>
|
||
01:18 [视频-点赞/长播] <|video_begin|><s_a_3935><s_b_6261><s_c_7096>
|
||
01:18 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_3714><s_c_5553>
|
||
01:22 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_4688><s_c_1>
|
||
01:30 [广告-点击] <|ad_begin|><s_a_1106><s_b_7875><s_c_6583>
|
||
01:34 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_6234><s_c_509>
|
||
03:52 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_3714><s_c_8037>
|
||
05:09 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6913><s_c_6812>
|
||
05:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
||
05:11 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_3417><s_c_607>
|
||
05:25 [视频-点赞/长播] <|video_begin|><s_a_877><s_b_6397><s_c_1613>
|
||
05:30 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_8002><s_c_4859>
|
||
05:36 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_2549><s_c_2401>
|
||
05:41 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_4949><s_c_1178>
|
||
05:46 [视频-点赞/长播] <|video_begin|><s_a_1233><s_b_2549><s_c_3454>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_6495><s_c_5353>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_3235><s_c_3793>
|
||
05:51 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_3832><s_c_1363>
|
||
05:51 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6234><s_c_6952>
|
||
05:52 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3147><s_c_5673>
|
||
05:53 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_5102><s_c_6456>
|
||
05:53 [视频-点赞/长播] <|video_begin|><s_a_638><s_b_575><s_c_6686>
|
||
05:53 [视频-点赞/长播] <|video_begin|><s_a_7796><s_b_6170><s_c_3494>
|
||
05:55 [视频-点赞/长播] <|video_begin|><s_a_4419><s_b_4939><s_c_5881>
|
||
10:00 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_1596><s_c_6815>
|
||
10:03 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_7756><s_c_1939>
|
||
10:20 [视频-长播] <|video_begin|><s_a_2051><s_b_6209><s_c_2693>
|
||
10:23 [视频-长播] <|video_begin|><s_a_8164><s_b_7180><s_c_607>
|
||
10:23 [视频-长播] <|video_begin|><s_a_8164><s_b_820><s_c_5965>
|
||
10:23 [视频-长播] <|video_begin|><s_a_5254><s_b_6234><s_c_1774>
|
||
10:23 [视频-长播] <|video_begin|><s_a_3632><s_b_3845><s_c_4631>
|
||
10:24 [视频-长播] <|video_begin|><s_a_1336><s_b_6775><s_c_345>
|
||
10:24 [视频-长播] <|video_begin|><s_a_335><s_b_3961><s_c_7601>
|
||
10:24 [视频-长播] <|video_begin|><s_a_8164><s_b_575><s_c_5749>
|
||
10:26 [视频-长播] <|video_begin|><s_a_1336><s_b_1930><s_c_7106>
|
||
10:28 [视频-长播] <|video_begin|><s_a_6388><s_b_6351><s_c_7689>
|
||
10:28 [视频-点赞/长播] <|video_begin|><s_a_1335><s_b_4932><s_c_141>
|
||
10:30 [视频-长播] <|video_begin|><s_a_1883><s_b_3691><s_c_2530>
|
||
10:30 [视频-长播] <|video_begin|><s_a_5166><s_b_2817><s_c_367>
|
||
10:32 [视频-长播] <|video_begin|><s_a_6123><s_b_1230><s_c_7616>
|
||
10:32 [视频-长播] <|video_begin|><s_a_2051><s_b_713><s_c_3477>
|
||
10:32 [视频-长播] <|video_begin|><s_a_6140><s_b_4252><s_c_4705>
|
||
10:32 [视频-长播] <|video_begin|><s_a_7879><s_b_2799><s_c_3770>
|
||
10:32 [视频-长播] <|video_begin|><s_a_5991><s_b_1590><s_c_2988>
|
||
10:36 [视频-长播] <|video_begin|><s_a_7879><s_b_1596><s_c_5193>
|
||
10:36 [视频-长播] <|video_begin|><s_a_3766><s_b_1188><s_c_6771>
|
||
10:36 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_853>
|
||
10:37 [视频-长播] <|video_begin|><s_a_6558><s_b_3932><s_c_6815>
|
||
10:39 [视频-长播] <|video_begin|><s_a_8159><s_b_5511><s_c_4032>
|
||
10:39 [视频-长播] <|video_begin|><s_a_6329><s_b_7348><s_c_6022>
|
||
10:39 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_7598>
|
||
10:39 [视频-长播] <|video_begin|><s_a_5125><s_b_6874><s_c_2482>
|
||
10:41 [视频-长播] <|video_begin|><s_a_6594><s_b_4917><s_c_8096>
|
||
10:41 [视频-长播] <|video_begin|><s_a_3579><s_b_33><s_c_3843>
|
||
10:41 [视频-长播] <|video_begin|><s_a_16><s_b_3857><s_c_1719>
|
||
10:41 [视频-长播] <|video_begin|><s_a_3766><s_b_4252><s_c_377>
|
||
10:41 [视频-长播] <|video_begin|><s_a_2654><s_b_872><s_c_499>
|
||
10:41 [视频-长播] <|video_begin|><s_a_8159><s_b_5706><s_c_7547>
|
||
10:46 [视频-长播] <|video_begin|><s_a_2015><s_b_6400><s_c_5452>
|
||
10:46 [视频-长播] <|video_begin|><s_a_8159><s_b_8058><s_c_7671>
|
||
10:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6532><s_c_3322>
|
||
10:47 [视频-长播] <|video_begin|><s_a_4312><s_b_727><s_c_7598>
|
||
10:47 [视频-长播] <|video_begin|><s_a_3115><s_b_4771><s_c_4636>
|
||
10:47 [视频-长播] <|video_begin|><s_a_3115><s_b_3803><s_c_7790>
|
||
10:47 [视频-长播] <|video_begin|><s_a_5991><s_b_8049><s_c_5416>
|
||
10:47 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_3447><s_c_7807>
|
||
10:52 [视频-长播] <|video_begin|><s_a_7984><s_b_876><s_c_6156>
|
||
10:52 [视频-长播] <|video_begin|><s_a_876><s_b_3278><s_c_1588>
|
||
10:55 [视频-长播] <|video_begin|><s_a_1576><s_b_6234><s_c_3948>
|
||
10:55 [视频-长播] <|video_begin|><s_a_2768><s_b_6234><s_c_6442>
|
||
10:55 [视频-长播] <|video_begin|><s_a_7879><s_b_5646><s_c_853>
|
||
10:55 [视频-长播] <|video_begin|><s_a_7879><s_b_4915><s_c_4636>
|
||
13:03 [视频-长播] <|video_begin|><s_a_2408><s_b_6436><s_c_25>
|
||
13:04 [视频-长播] <|video_begin|><s_a_5858><s_b_6436><s_c_6755>
|
||
13:04 [视频-长播] <|video_begin|><s_a_6843><s_b_2815><s_c_719>
|
||
13:08 [视频-长播] <|video_begin|><s_a_8164><s_b_1532><s_c_7840>
|
||
13:10 [视频-长播] <|video_begin|><s_a_5023><s_b_6400><s_c_6176>
|
||
13:10 [视频-长播] <|video_begin|><s_a_1985><s_b_5419><s_c_853>
|
||
13:10 [视频-长播] <|video_begin|><s_a_6904><s_b_6848><s_c_2276>
|
||
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
||
核心抽取逻辑（递进性准则）：
|
||
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从被动接收信息到主动学习专业技能的认知升级
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收信息到主动学习专业技能的认知升级",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收信息到主动学习专业技能的认知升级", "events": [{"date": "2025-12-19", "action": "[广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>", "logic": "初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"}, {"date": "2026-01-25", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>", "logic": "认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>", "logic": "技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_1504><s_c_8063>
|
||
【2025-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5710><s_b_1380><s_c_2644>
|
||
【2025-03-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_1019>
|
||
【2025-03-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5351><s_c_7843>
|
||
【2025-03-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3294><s_b_6234><s_c_3650>
|
||
【2025-04-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7342><s_c_7819>
|
||
【2025-04-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_5654>
|
||
【2025-04-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7554><s_c_1234>
|
||
【2025-04-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_2403>
|
||
【2025-04-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_439>
|
||
【2025-04-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_3294>
|
||
【2025-04-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1596><s_c_2957>
|
||
【2025-05-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4427><s_b_1806><s_c_677>
|
||
【2025-05-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_665><s_c_3041>
|
||
【2025-05-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_4543>
|
||
【2025-06-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3543><s_b_6913><s_c_99>
|
||
【2025-07-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6609>
|
||
【2025-07-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1751><s_c_673>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3882><s_b_2148><s_c_878>
|
||
【2025-08-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3318><s_b_1864><s_c_3318>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_3772><s_c_5234>
|
||
【2025-08-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_7455><s_c_4783>
|
||
【2025-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_1052><s_c_802>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6100><s_c_1726>
|
||
【2025-08-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_5044><s_c_7706>
|
||
【2025-08-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7868><s_b_7523><s_c_2337>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2826><s_b_7304><s_c_780>
|
||
【2025-09-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>
|
||
【2025-09-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_6234><s_c_3363>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5474><s_b_5549><s_c_6764>
|
||
【2025-09-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2699><s_b_222><s_c_190>
|
||
【2025-09-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_7030><s_c_593>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
|
||
【2025-09-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5124><s_b_48><s_c_6212>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5124><s_b_48><s_c_6212>
|
||
【2025-09-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_5576><s_c_7684>
|
||
【2025-09-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3294><s_b_6234><s_c_5956>
|
||
【2025-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5200><s_c_7366>
|
||
【2025-09-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_5576><s_c_4098>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_6434><s_c_174>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1079><s_b_6434><s_c_749>
|
||
【2025-10-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_4538><s_c_5291>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6426><s_c_5146>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>
|
||
【2025-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7376><s_b_7808><s_c_1089>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6143><s_b_3083><s_c_4210>
|
||
【2025-10-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_1099><s_c_2526>
|
||
【2025-10-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_404><s_c_1477>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7856><s_c_2625>
|
||
【2025-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1259><s_c_6428>
|
||
【2025-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7078><s_c_6423>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6033><s_c_1243>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1701><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_576><s_c_6095>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_3048><s_c_5383>
|
||
【2025-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1692><s_c_5346>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_3635><s_c_567>
|
||
【2025-12-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7388><s_c_3058>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7388><s_c_4233>
|
||
【2025-12-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3666><s_c_1076>
|
||
【2025-12-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1055><s_c_4462>
|
||
【2026-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2923><s_b_4743><s_c_1594>
|
||
【2026-01-05】
|
||
09:08 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_4173><s_c_6390>
|
||
【2026-01-06】
|
||
11:23 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1162>
|
||
20:40 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_3010>
|
||
【2026-01-07】
|
||
09:15 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_3464>
|
||
19:32 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6954>
|
||
【2026-01-08】
|
||
07:55 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_5562>
|
||
10:18 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_2756>
|
||
【2026-01-09】
|
||
11:31 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_4288><s_c_6513>
|
||
12:06 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_2596>
|
||
13:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_47>
|
||
【2026-01-10】
|
||
08:12 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4173><s_c_497>
|
||
11:25 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2988>
|
||
13:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3877>
|
||
【2026-01-11】
|
||
08:31 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6597>
|
||
09:12 [广告-深度转化] <|ad_begin|><s_a_4351><s_b_108><s_c_3913>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6047><s_c_6067>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_1822><s_c_4636>
|
||
11:12 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_7106>
|
||
11:53 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6519><s_c_6583>
|
||
13:11 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_7180><s_c_141>
|
||
【2026-01-12】
|
||
03:10 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1659>
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1162>
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_7342><s_b_6358><s_c_5563>
|
||
07:52 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_6908>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_6009><s_b_4875><s_c_2213>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_1148>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_4811><s_b_1822><s_c_787>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_5724><s_b_1404><s_c_7073>
|
||
07:54 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_5650>
|
||
10:14 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4092>
|
||
11:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_4599>
|
||
11:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_4599>
|
||
22:59 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_3034>
|
||
23:00 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_3034>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1079><s_b_1690><s_c_4877>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1643><s_b_4386><s_c_8023>
|
||
【2026-01-13】
|
||
11:44 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5551><s_c_1935>
|
||
11:44 [广告-点击] <|ad_begin|><s_a_4815><s_b_5551><s_c_1935>
|
||
12:44 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1614>
|
||
14:10 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_4599>
|
||
14:24 [广告-点击] <|ad_begin|><s_a_7879><s_b_7333><s_c_2374>
|
||
23:46 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_3314><s_c_1935>
|
||
23:46 [广告-点击] <|ad_begin|><s_a_3913><s_b_3314><s_c_1935>
|
||
【2026-01-14】
|
||
00:22 [广告-点击] <|ad_begin|><s_a_5998><s_b_581><s_c_6072>
|
||
05:31 [广告-点击] <|ad_begin|><s_a_99><s_b_3589><s_c_4979>
|
||
【2026-01-15】
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3476>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3476>
|
||
11:47 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2409>
|
||
11:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2409>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_5998><s_b_7560><s_c_1741>
|
||
21:01 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1393>
|
||
21:01 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1393>
|
||
【2026-01-16】
|
||
08:29 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
|
||
08:29 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
|
||
10:57 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6635><s_c_3475>
|
||
10:57 [广告-点击] <|ad_begin|><s_a_2111><s_b_6635><s_c_3475>
|
||
13:31 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
17:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4519>
|
||
【2026-01-17】
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7674>
|
||
03:51 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7674>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_923><s_b_7180><s_c_2517>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1091><s_b_6209><s_c_5004>
|
||
23:59 [广告-点击] <|ad_begin|><s_a_6958><s_b_3235><s_c_1369>
|
||
【2026-01-18】
|
||
07:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_6072>
|
||
【2026-01-19】
|
||
08:05 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_286>
|
||
08:05 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_286>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_5588><s_c_7283>
|
||
【2026-01-20】
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_4949><s_c_3501>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_5998><s_b_4949><s_c_3501>
|
||
14:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6782><s_c_4631>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_6782><s_c_4631>
|
||
22:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6519><s_c_5673>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8177><s_b_4163><s_c_677>
|
||
03:22 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_3014>
|
||
08:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6691>
|
||
08:29 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6691>
|
||
10:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_1129>
|
||
10:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_1129>
|
||
13:01 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_1952><s_c_5563>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_5863><s_b_1952><s_c_5563>
|
||
【2026-01-22】
|
||
03:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3633><s_c_3036>
|
||
03:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_3633><s_c_3036>
|
||
05:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_6705><s_b_1822><s_c_2116>
|
||
05:37 [视频-收藏/长播] <|video_begin|><s_a_3717><s_b_6972><s_c_1284>
|
||
07:53 [广告-点击] <|ad_begin|><s_a_5998><s_b_3636><s_c_831>
|
||
08:23 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_4923>
|
||
10:05 [视频-关注/长播] <|video_begin|><s_a_2713><s_b_697><s_c_2852>
|
||
14:08 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_6435><s_c_1368>
|
||
14:08 [广告-点击] <|ad_begin|><s_a_4646><s_b_6435><s_c_1368>
|
||
14:09 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_3280><s_c_5485>
|
||
14:52 [广告-点击] <|ad_begin|><s_a_3578><s_b_3193><s_c_2262>
|
||
【2026-01-23】
|
||
05:42 [视频-关注/长播] <|video_begin|><s_a_7532><s_b_6234><s_c_4384>
|
||
06:19 [视频-关注/长播] <|video_begin|><s_a_1922><s_b_6047><s_c_77>
|
||
10:57 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4949><s_c_77>
|
||
10:57 [广告-点击] <|ad_begin|><s_a_7468><s_b_4949><s_c_77>
|
||
21:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5815>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_1465><s_c_7068>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_5398><s_c_378>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3731><s_c_4631>
|
||
05:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_3543><s_b_3280><s_c_6468>
|
||
07:34 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_4631>
|
||
08:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
|
||
08:00 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_294>
|
||
15:03 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1858>
|
||
15:03 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1858>
|
||
23:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1397>
|
||
23:11 [视频-浏览] <|video_begin|><s_a_116><s_b_7877><s_c_607>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7180><s_c_5843>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_5956>
|
||
04:24 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_800><s_c_6278>
|
||
04:24 [视频-关注/长播] <|video_begin|><s_a_791><s_b_5101><s_c_7935>
|
||
14:11 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
|
||
14:11 [广告-点击] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
|
||
22:40 [广告-点击] <|ad_begin|><s_a_3578><s_b_5952><s_c_5563>
|
||
23:05 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
|
||
23:18 [视频-浏览] <|video_begin|><s_a_7893><s_b_7342><s_c_7315>
|
||
23:47 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_3280><s_c_5186>
|
||
23:57 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_4305><s_c_1428>
|
||
【2026-01-26】
|
||
03:44 [广告-点击] <|ad_begin|><s_a_6958><s_b_6006><s_c_6583>
|
||
07:29 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_77>
|
||
07:29 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_77>
|
||
22:18 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_7077><s_c_2082>
|
||
23:18 [视频-收藏/长播] <|video_begin|><s_a_7308><s_b_6033><s_c_5654>
|
||
23:36 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_6519><s_c_6278>
|
||
【2026-01-27】
|
||
15:21 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_997>
|
||
15:21 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_997>
|
||
23:13 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_4386><s_c_607>
|
||
【2026-01-28】
|
||
05:19 [视频-点赞/长播] <|video_begin|><s_a_6378><s_b_6426><s_c_3973>
|
||
05:48 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_978><s_c_853>
|
||
09:02 [广告-深度转化] <|ad_begin|><s_a_3115><s_b_872><s_c_3054>
|
||
09:02 [广告-点击] <|ad_begin|><s_a_3115><s_b_872><s_c_3054>
|
||
11:30 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
11:30 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
||
19:31 [视频-收藏/长播] <|video_begin|><s_a_6154><s_b_3731><s_c_4539>
|
||
19:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
19:51 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
20:30 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_7315>
|
||
20:39 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
20:39 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
20:39 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_927>
|
||
20:39 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_927>
|
||
20:40 [广告-点击] <|ad_begin|><s_a_2366><s_b_7342><s_c_2477>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3617><s_c_7668>
|
||
【2026-01-29】
|
||
05:45 [广告-点击] <|ad_begin|><s_a_2624><s_b_1822><s_c_7261>
|
||
11:59 [视频-浏览] <|video_begin|><s_a_1640><s_b_6436><s_c_47>
|
||
13:02 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3656><s_c_2693>
|
||
13:02 [广告-点击] <|ad_begin|><s_a_4815><s_b_3656><s_c_2693>
|
||
14:43 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_1866><s_c_4631>
|
||
19:05 [视频-点赞/长播] <|video_begin|><s_a_6154><s_b_7549><s_c_2276>
|
||
19:50 [视频-转发/长播] <|video_begin|><s_a_2335><s_b_3472><s_c_6222>
|
||
【2026-01-30】
|
||
06:13 [视频-收藏/长播] <|video_begin|><s_a_661><s_b_8022><s_c_4610>
|
||
12:37 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
|
||
12:37 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
|
||
20:56 [视频-收藏/长播] <|video_begin|><s_a_5146><s_b_6913><s_c_5413>
|
||
【2026-01-31】
|
||
08:36 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2118>
|
||
08:36 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2118>
|
||
11:30 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_4033><s_c_77>
|
||
11:30 [广告-点击] <|ad_begin|><s_a_4403><s_b_4033><s_c_77>
|
||
15:06 [视频-收藏/长播] <|video_begin|><s_a_6258><s_b_3143><s_c_6327>
|
||
23:18 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_1740><s_c_6831>
|
||
【2026-02-01】
|
||
06:32 [视频-转发/长播] <|video_begin|><s_a_661><s_b_59><s_c_7713>
|
||
07:42 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4508>
|
||
07:47 [视频-关注/收藏/长播] <|video_begin|><s_a_5144><s_b_6519><s_c_1591>
|
||
11:41 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7605>
|
||
11:41 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7605>
|
||
11:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_575><s_b_4142><s_c_5890>
|
||
14:57 [视频-点赞/长播] <|video_begin|><s_a_5476><s_b_5200><s_c_7550>
|
||
22:03 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_978><s_c_7586>
|
||
22:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_532><s_b_2555><s_c_907>
|
||
23:02 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_4460><s_c_2460>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2419><s_c_3026>
|
||
08:33 [广告-点击] <|ad_begin|><s_a_491><s_b_946><s_c_3363>
|
||
08:59 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1614>
|
||
08:59 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1614>
|
||
11:23 [视频-转发/长播] <|video_begin|><s_a_2500><s_b_1858><s_c_6805>
|
||
13:28 [视频-转发/长播] <|video_begin|><s_a_5907><s_b_6234><s_c_7018>
|
||
14:06 [视频-转发/长播] <|video_begin|><s_a_3632><s_b_6234><s_c_1009>
|
||
23:04 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_1656><s_c_1148>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1858><s_c_3483>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_3048><s_c_3712>
|
||
【2026-02-03】
|
||
08:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
|
||
08:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
|
||
11:16 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2828><s_c_7879>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_3091><s_b_2828><s_c_7879>
|
||
11:36 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4147>
|
||
11:36 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4147>
|
||
12:16 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_7411><s_b_7180><s_c_1004>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_3217><s_c_3773>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6230><s_b_2007><s_c_7173>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_6521><s_c_6423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3205><s_b_7068><s_c_4783>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4717><s_b_6683><s_c_6683>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_4516><s_c_638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_3802><s_c_6784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_964><s_c_7066>
|
||
【2026-02-04】
|
||
05:08 [视频-关注/长播] <|video_begin|><s_a_6140><s_b_5951><s_c_5563>
|
||
07:49 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2568>
|
||
07:49 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2568>
|
||
12:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_7893><s_b_8008><s_c_1642>
|
||
12:13 [视频-浏览] <|video_begin|><s_a_464><s_b_8191><s_c_8183>
|
||
14:30 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_8007><s_c_6007>
|
||
21:20 [视频-长播] <|video_begin|><s_a_6140><s_b_5487><s_c_7106>
|
||
21:22 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_6561>
|
||
21:22 [视频-长播] <|video_begin|><s_a_4646><s_b_6436><s_c_7921>
|
||
21:22 [视频-长播] <|video_begin|><s_a_5144><s_b_6379><s_c_853>
|
||
21:23 [视频-长播] <|video_begin|><s_a_4445><s_b_6436><s_c_3780>
|
||
21:23 [视频-长播] <|video_begin|><s_a_3001><s_b_7391><s_c_4140>
|
||
21:27 [视频-长播] <|video_begin|><s_a_532><s_b_6436><s_c_7106>
|
||
21:27 [视频-长播] <|video_begin|><s_a_5146><s_b_1575><s_c_6919>
|
||
21:29 [视频-长播] <|video_begin|><s_a_6140><s_b_311><s_c_6547>
|
||
21:30 [视频-长播] <|video_begin|><s_a_6329><s_b_6436><s_c_6185>
|
||
21:38 [视频-长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
|
||
21:44 [视频-长播] <|video_begin|><s_a_4808><s_b_2333><s_c_5416>
|
||
21:44 [视频-长播] <|video_begin|><s_a_532><s_b_2555><s_c_77>
|
||
21:58 [视频-长播] <|video_begin|><s_a_148><s_b_3618><s_c_110>
|
||
21:58 [视频-长播] <|video_begin|><s_a_5146><s_b_8108><s_c_7616>
|
||
22:01 [视频-长播] <|video_begin|><s_a_3689><s_b_4932><s_c_47>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_2118>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_5711><s_c_4519>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5876><s_c_358>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5699><s_c_642>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6197><s_c_7716>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_7007><s_c_2006>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_4114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_6822>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6434><s_b_1966><s_c_8077>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3209><s_c_6500>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3087><s_c_7557>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5711><s_c_3849>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1695><s_c_2306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6426><s_c_2273>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7274><s_b_5066><s_c_6598>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_964><s_c_7804>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3795><s_b_2843><s_c_436>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7478><s_b_7404><s_c_844>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_3419>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_1932><s_c_1685>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7727><s_b_4538><s_c_5018>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5101><s_c_5413>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6326><s_b_6584><s_c_4649>
|
||
【2026-02-05】
|
||
02:57 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_2335>
|
||
02:57 [视频-长播] <|video_begin|><s_a_3822><s_b_2485><s_c_5004>
|
||
03:07 [视频-长播] <|video_begin|><s_a_2015><s_b_5727><s_c_7319>
|
||
03:07 [视频-长播] <|video_begin|><s_a_7385><s_b_6635><s_c_5941>
|
||
03:20 [视频-长播] <|video_begin|><s_a_3683><s_b_765><s_c_5162>
|
||
03:20 [视频-长播] <|video_begin|><s_a_6475><s_b_6234><s_c_787>
|
||
05:50 [视频-长播] <|video_begin|><s_a_5439><s_b_800><s_c_3116>
|
||
05:50 [视频-长播] <|video_begin|><s_a_7458><s_b_5030><s_c_1569>
|
||
05:53 [视频-长播] <|video_begin|><s_a_2236><s_b_4879><s_c_2248>
|
||
06:05 [视频-长播] <|video_begin|><s_a_5146><s_b_3044><s_c_7616>
|
||
06:05 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_59><s_c_2925>
|
||
06:16 [视频-长播] <|video_begin|><s_a_661><s_b_4711><s_c_292>
|
||
06:16 [视频-长播] <|video_begin|><s_a_4922><s_b_3932><s_c_7751>
|
||
07:28 [视频-长播] <|video_begin|><s_a_116><s_b_2555><s_c_607>
|
||
08:12 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_2439><s_c_2568>
|
||
08:12 [广告-点击] <|ad_begin|><s_a_7892><s_b_2439><s_c_2568>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_3036>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_2111><s_b_2246><s_c_3036>
|
||
08:54 [视频-长播] <|video_begin|><s_a_116><s_b_4879><s_c_4611>
|
||
10:27 [视频-长播] <|video_begin|><s_a_532><s_b_7554><s_c_46>
|
||
10:27 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_3261>
|
||
11:03 [视频-长播] <|video_begin|><s_a_791><s_b_6160><s_c_3116>
|
||
11:03 [视频-长播] <|video_begin|><s_a_5146><s_b_6973><s_c_25>
|
||
11:03 [视频-长播] <|video_begin|><s_a_3346><s_b_1822><s_c_2530>
|
||
11:03 [视频-长播] <|video_begin|><s_a_2666><s_b_1596><s_c_2480>
|
||
11:03 [视频-长播] <|video_begin|><s_a_2562><s_b_4578><s_c_4087>
|
||
11:42 [视频-长播] <|video_begin|><s_a_3935><s_b_2029><s_c_2984>
|
||
11:44 [视频-长播] <|video_begin|><s_a_7830><s_b_765><s_c_2757>
|
||
12:07 [视频-长播] <|video_begin|><s_a_2428><s_b_3451><s_c_843>
|
||
12:07 [视频-长播] <|video_begin|><s_a_532><s_b_5106><s_c_3767>
|
||
12:07 [视频-长播] <|video_begin|><s_a_532><s_b_7342><s_c_5224>
|
||
12:17 [视频-长播] <|video_begin|><s_a_3683><s_b_1259><s_c_4318>
|
||
12:17 [视频-长播] <|video_begin|><s_a_5254><s_b_281><s_c_7935>
|
||
12:17 [视频-长播] <|video_begin|><s_a_4667><s_b_6595><s_c_728>
|
||
12:17 [视频-长播] <|video_begin|><s_a_3683><s_b_70><s_c_5563>
|
||
12:17 [视频-长播] <|video_begin|><s_a_7771><s_b_7180><s_c_360>
|
||
14:12 [视频-长播] <|video_begin|><s_a_2367><s_b_6889><s_c_5673>
|
||
14:14 [广告-点击] <|ad_begin|><s_a_2257><s_b_6234><s_c_4207>
|
||
14:15 [视频-长播] <|video_begin|><s_a_4815><s_b_7762><s_c_1161>
|
||
14:15 [视频-长播] <|video_begin|><s_a_532><s_b_6519><s_c_3970>
|
||
14:47 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_5749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7072><s_b_288><s_c_1672>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3451><s_c_6808>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_3419>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6213><s_c_7716>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2990><s_c_4393>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从泛化健康焦虑到具体健康方案的探索与决策
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化健康焦虑到具体健康方案的探索与决策",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-07-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5044><s_c_5543>
|
||
【2024-08-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5636><s_c_1672>
|
||
【2024-08-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5044><s_c_5543>
|
||
【2024-09-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5442><s_c_6981>
|
||
【2024-09-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7485><s_b_664><s_c_1363>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2491><s_c_2639>
|
||
【2024-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5492><s_c_4839>
|
||
【2024-10-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1680><s_b_1801><s_c_3895>
|
||
【2024-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_7369><s_c_2860>
|
||
【2024-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_3827><s_c_6176>
|
||
【2024-11-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_8117><s_c_1125>
|
||
【2024-11-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2491><s_c_7556>
|
||
【2024-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_5492><s_c_1303>
|
||
【2024-12-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_1801><s_c_3662>
|
||
【2025-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6055><s_b_576><s_c_5004>
|
||
【2025-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5749><s_b_3923><s_c_1509>
|
||
【2025-02-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8151><s_c_1105>
|
||
【2025-03-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_6409>
|
||
【2025-03-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4692><s_c_2224>
|
||
【2025-04-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6318><s_c_646>
|
||
【2025-04-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1519><s_b_1801><s_c_4980>
|
||
【2025-04-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_4516><s_c_7791>
|
||
【2025-05-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_729><s_c_7658>
|
||
【2025-05-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_4075><s_c_7935>
|
||
【2025-06-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4014><s_b_566><s_c_6011>
|
||
【2025-06-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7677><s_c_4839>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1856><s_c_4822>
|
||
【2025-07-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7304><s_c_5022>
|
||
【2025-07-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1801><s_c_6718>
|
||
【2025-07-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_3676>
|
||
【2025-07-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3044><s_c_493>
|
||
【2025-07-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1801><s_c_6718>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4578><s_c_6301>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_2793>
|
||
【2025-08-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_680><s_b_3898><s_c_6609>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7874><s_c_4839>
|
||
【2025-08-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1801><s_c_6718>
|
||
【2025-08-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1962><s_b_357><s_c_3373>
|
||
【2025-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1259><s_c_8075>
|
||
【2025-09-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_1717><s_c_16>
|
||
【2025-09-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_5302><s_c_5665>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_5302><s_c_1416>
|
||
【2025-09-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7056><s_b_4692><s_c_5347>
|
||
【2025-10-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
|
||
【2025-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1899><s_c_4414>
|
||
【2025-10-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6048><s_c_4147>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1278>
|
||
【2025-10-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_3319><s_c_3026>
|
||
【2025-11-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
|
||
【2025-11-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6058><s_c_3973>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_665><s_c_602>
|
||
【2025-11-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3845><s_c_2403>
|
||
【2025-11-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_3501>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_602>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_2221><s_c_5563>
|
||
【2025-11-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
|
||
【2025-12-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7390><s_c_2403>
|
||
【2025-12-08】
|
||
05:56 [广告-深度转化] <|ad_begin|><s_a_6996><s_b_2744><s_c_7609>
|
||
【2025-12-09】
|
||
07:21 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_59><s_c_2460>
|
||
【2025-12-10】
|
||
08:17 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_59><s_c_2460>
|
||
【2025-12-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7390><s_c_3589>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5548><s_b_7342><s_c_391>
|
||
08:51 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_3999><s_c_7719>
|
||
【2025-12-12】
|
||
09:47 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4041><s_c_2460>
|
||
【2025-12-13】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_4546><s_c_5839>
|
||
11:50 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_59><s_c_2460>
|
||
【2025-12-14】
|
||
13:04 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
|
||
【2025-12-15】
|
||
03:52 [广告-深度转化] <|ad_begin|><s_a_6162><s_b_2671><s_c_2671>
|
||
14:03 [广告-深度转化] <|ad_begin|><s_a_7374><s_b_59><s_c_6962>
|
||
【2025-12-16】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
|
||
【2025-12-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_535>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5548><s_b_5727><s_c_7951>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_6039><s_c_875>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_7683>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1629><s_b_1230><s_c_5890>
|
||
23:58 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7950><s_c_4207>
|
||
【2025-12-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_4053>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_6477><s_c_2261>
|
||
00:07 [广告-深度转化] <|ad_begin|><s_a_217><s_b_2826><s_c_6269>
|
||
【2025-12-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_6058><s_c_7951>
|
||
01:13 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_804><s_c_7719>
|
||
【2025-12-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_606>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_7657>
|
||
【2025-12-21】
|
||
11:12 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_804><s_c_7719>
|
||
【2025-12-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6218>
|
||
【2025-12-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7776><s_b_1586><s_c_7819>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_3898><s_c_688>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_6718>
|
||
00:34 [广告-深度转化] <|ad_begin|><s_a_257><s_b_7270><s_c_4631>
|
||
【2025-12-24】
|
||
02:09 [广告-深度转化] <|ad_begin|><s_a_99><s_b_6244><s_c_5831>
|
||
【2025-12-25】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_4467>
|
||
02:45 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4041><s_c_2460>
|
||
【2025-12-26】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5243>
|
||
03:47 [广告-深度转化] <|ad_begin|><s_a_99><s_b_3736><s_c_7268>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_3501>
|
||
04:09 [广告-深度转化] <|ad_begin|><s_a_99><s_b_1717><s_c_7268>
|
||
【2025-12-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7217><s_c_875>
|
||
06:02 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_6162><s_c_443>
|
||
【2025-12-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7888><s_b_7342><s_c_3338>
|
||
06:35 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_3736><s_c_1085>
|
||
【2025-12-30】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_3973>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_2865><s_c_7616>
|
||
【2025-12-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_535>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_231><s_b_6913><s_c_3026>
|
||
15:34 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_3790><s_c_677>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_5815>
|
||
23:57 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
|
||
【2026-01-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7756><s_c_5597>
|
||
【2026-01-03】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4644><s_b_7001><s_c_3038>
|
||
01:00 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5231><s_c_3225>
|
||
【2026-01-04】
|
||
02:11 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
【2026-01-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6758>
|
||
02:49 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5511><s_c_6278>
|
||
07:41 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
【2026-01-07】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7191>
|
||
12:53 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7218><s_c_7754>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_1246>
|
||
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_8008><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
|
||
01:01 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_5831>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
|
||
【2026-01-10】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_1269>
|
||
09:38 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
【2026-01-11】
|
||
10:50 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_6609>
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_6704>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_3898><s_c_2695>
|
||
11:55 [广告-深度转化] <|ad_begin|><s_a_99><s_b_59><s_c_5673>
|
||
【2026-01-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6305>
|
||
【2026-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_677>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6234><s_b_765><s_c_526>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1906><s_c_548>
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_7888><s_b_7894><s_c_6805>
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_2616><s_b_526><s_c_3026>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_4208>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_7264>
|
||
【2026-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3134><s_b_988><s_c_7884>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_1148>
|
||
【2026-01-18】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_323><s_b_1089><s_c_3494>
|
||
【2026-01-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_3898><s_c_2407>
|
||
【2026-01-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_535>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3916><s_c_3524>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2189><s_b_765><s_c_6278>
|
||
【2026-01-21】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6640><s_b_6477><s_c_2146>
|
||
【2026-01-22】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_7403><s_b_2246><s_c_5964>
|
||
00:50 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_7554><s_c_4636>
|
||
06:40 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_6234><s_c_3309>
|
||
06:47 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_1906><s_c_4726>
|
||
06:47 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_3036>
|
||
06:53 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_4746><s_c_5776>
|
||
07:36 [视频-评论/点赞/长播] <|video_begin|><s_a_6258><s_b_6234><s_c_7289>
|
||
08:33 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_3225>
|
||
09:34 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1952><s_c_6409>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4899><s_c_2233>
|
||
【2026-01-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1583>
|
||
07:11 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_6234><s_c_607>
|
||
07:11 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_2221><s_c_3010>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_4899><s_c_2233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_1277><s_c_3022>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
|
||
【2026-01-24】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2656>
|
||
07:10 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_7608><s_c_1690>
|
||
07:10 [视频-点赞/长播] <|video_begin|><s_a_7796><s_b_3147><s_c_1148>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1220><s_c_646>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3335><s_c_7562>
|
||
【2026-01-25】
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
|
||
09:57 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6751><s_c_2513>
|
||
10:14 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_1527><s_c_7448>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_4150><s_c_7800>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_4009><s_c_4570>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7553><s_b_6434><s_c_531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6426><s_c_3214>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_3146><s_c_1941>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
|
||
【2026-01-26】
|
||
03:29 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_3614><s_c_779>
|
||
11:05 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_4150><s_c_5087>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7553><s_b_6434><s_c_531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6434><s_c_5650>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6434><s_c_314>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6434><s_c_314>
|
||
13:45 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3587><s_c_5187>
|
||
【2026-01-27】
|
||
06:20 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_6234><s_c_2123>
|
||
06:20 [视频-浏览] <|video_begin|><s_a_3717><s_b_1822><s_c_7448>
|
||
06:29 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_7246><s_c_6616>
|
||
08:19 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_575><s_c_4636>
|
||
14:07 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_5513>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_875>
|
||
03:37 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5841><s_c_5267>
|
||
07:06 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_1779><s_c_7374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_1277><s_c_3022>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_4072><s_c_94>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
|
||
23:58 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
|
||
【2026-01-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_1519><s_c_4252>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6099><s_b_7337><s_c_5452>
|
||
00:10 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_2485><s_c_4610>
|
||
03:30 [视频-点赞/长播] <|video_begin|><s_a_3001><s_b_2744><s_c_141>
|
||
【2026-01-30】
|
||
03:37 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_804><s_c_7719>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_5449><s_c_4840>
|
||
【2026-01-31】
|
||
06:34 [广告-深度转化] <|ad_begin|><s_a_99><s_b_588><s_c_5673>
|
||
10:22 [视频-长播] <|video_begin|><s_a_3606><s_b_7261><s_c_6278>
|
||
10:22 [视频-长播] <|video_begin|><s_a_6140><s_b_6234><s_c_47>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_577>
|
||
23:55 [视频-长播] <|video_begin|><s_a_532><s_b_3878><s_c_8090>
|
||
【2026-02-01】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_8179><s_c_5452>
|
||
02:16 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
|
||
02:42 [广告-点击] <|ad_begin|><s_a_790><s_b_664><s_c_6523>
|
||
06:47 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_6021><s_c_6047>
|
||
07:06 [广告-点击] <|ad_begin|><s_a_7088><s_b_2485><s_c_359>
|
||
08:05 [视频-长播] <|video_begin|><s_a_1981><s_b_5102><s_c_3984>
|
||
08:05 [视频-长播] <|video_begin|><s_a_2015><s_b_6045><s_c_2643>
|
||
08:05 [视频-长播] <|video_begin|><s_a_5146><s_b_7246><s_c_6583>
|
||
08:14 [视频-长播] <|video_begin|><s_a_1106><s_b_1413><s_c_4932>
|
||
08:25 [广告-点击] <|ad_begin|><s_a_1351><s_b_6776><s_c_3766>
|
||
11:35 [广告-点击] <|ad_begin|><s_a_2799><s_b_3182><s_c_1345>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1687><s_c_3498>
|
||
13:40 [广告-点击] <|ad_begin|><s_a_1921><s_b_5672><s_c_1832>
|
||
13:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_4932><s_c_5734>
|
||
23:49 [广告-点击] <|ad_begin|><s_a_7847><s_b_4733><s_c_2460>
|
||
23:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
|
||
【2026-02-02】
|
||
00:04 [广告-点击] <|ad_begin|><s_a_2624><s_b_2767><s_c_372>
|
||
00:36 [广告-点击] <|ad_begin|><s_a_5229><s_b_4246><s_c_2460>
|
||
01:01 [广告-点击] <|ad_begin|><s_a_99><s_b_588><s_c_5673>
|
||
01:03 [广告-点击] <|ad_begin|><s_a_2734><s_b_4527><s_c_1708>
|
||
01:04 [视频-长播] <|video_begin|><s_a_2713><s_b_5165><s_c_3330>
|
||
01:04 [视频-长播] <|video_begin|><s_a_532><s_b_581><s_c_5843>
|
||
01:16 [广告-点击] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
|
||
01:23 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
|
||
02:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_6696><s_c_7268>
|
||
05:53 [视频-长播] <|video_begin|><s_a_1883><s_b_7261><s_c_7900>
|
||
07:18 [视频-长播] <|video_begin|><s_a_6846><s_b_6234><s_c_559>
|
||
07:18 [视频-长播] <|video_begin|><s_a_3012><s_b_170><s_c_5553>
|
||
07:18 [视频-长播] <|video_begin|><s_a_4615><s_b_1282><s_c_3346>
|
||
07:26 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_3019>
|
||
07:26 [视频-长播] <|video_begin|><s_a_5058><s_b_1596><s_c_5600>
|
||
07:26 [视频-长播] <|video_begin|><s_a_4751><s_b_3795><s_c_3036>
|
||
07:48 [广告-点击] <|ad_begin|><s_a_7331><s_b_3594><s_c_6162>
|
||
07:56 [广告-点击] <|ad_begin|><s_a_7847><s_b_4753><s_c_4757>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_2799><s_b_1119><s_c_3747>
|
||
11:45 [广告-点击] <|ad_begin|><s_a_1041><s_b_3736><s_c_6815>
|
||
12:34 [广告-点击] <|ad_begin|><s_a_2470><s_b_3292><s_c_128>
|
||
12:36 [广告-点击] <|ad_begin|><s_a_2470><s_b_3292><s_c_128>
|
||
12:50 [广告-点击] <|ad_begin|><s_a_2799><s_b_3727><s_c_59>
|
||
13:51 [广告-点击] <|ad_begin|><s_a_2799><s_b_4733><s_c_6513>
|
||
14:50 [广告-点击] <|ad_begin|><s_a_7374><s_b_5102><s_c_2704>
|
||
23:53 [视频-长播] <|video_begin|><s_a_5295><s_b_2221><s_c_907>
|
||
23:55 [广告-点击] <|ad_begin|><s_a_7251><s_b_4949><s_c_2395>
|
||
【2026-02-03】
|
||
00:00 [广告-点击] <|ad_begin|><s_a_1512><s_b_3845><s_c_410>
|
||
00:16 [广告-点击] <|ad_begin|><s_a_250><s_b_588><s_c_6523>
|
||
00:44 [视频-长播] <|video_begin|><s_a_5314><s_b_1259><s_c_6578>
|
||
01:20 [广告-点击] <|ad_begin|><s_a_7374><s_b_7959><s_c_110>
|
||
05:06 [视频-长播] <|video_begin|><s_a_2367><s_b_6033><s_c_7719>
|
||
06:04 [广告-点击] <|ad_begin|><s_a_932><s_b_1704><s_c_3984>
|
||
06:26 [视频-长播] <|video_begin|><s_a_5314><s_b_7525><s_c_2704>
|
||
06:26 [视频-长播] <|video_begin|><s_a_660><s_b_7580><s_c_7566>
|
||
06:26 [视频-长播] <|video_begin|><s_a_2165><s_b_2485><s_c_5673>
|
||
06:36 [视频-长播] <|video_begin|><s_a_4751><s_b_5454><s_c_5187>
|
||
06:36 [视频-长播] <|video_begin|><s_a_5314><s_b_7580><s_c_3268>
|
||
06:36 [视频-长播] <|video_begin|><s_a_4751><s_b_1471><s_c_6940>
|
||
06:36 [视频-长播] <|video_begin|><s_a_6490><s_b_4062><s_c_5563>
|
||
06:36 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_728>
|
||
07:43 [广告-点击] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
07:49 [广告-点击] <|ad_begin|><s_a_2799><s_b_3727><s_c_5563>
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
07:57 [广告-点击] <|ad_begin|><s_a_5229><s_b_59><s_c_6962>
|
||
08:11 [视频-长播] <|video_begin|><s_a_532><s_b_7571><s_c_1935>
|
||
08:47 [广告-点击] <|ad_begin|><s_a_2799><s_b_6379><s_c_8096>
|
||
23:55 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
【2026-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_4887>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_6234><s_c_7951>
|
||
00:08 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
|
||
00:18 [视频-长播] <|video_begin|><s_a_532><s_b_4949><s_c_7106>
|
||
02:06 [广告-点击] <|ad_begin|><s_a_2799><s_b_1740><s_c_141>
|
||
02:39 [视频-长播] <|video_begin|><s_a_1427><s_b_4056><s_c_853>
|
||
03:35 [广告-点击] <|ad_begin|><s_a_2799><s_b_57><s_c_5061>
|
||
06:25 [视频-长播] <|video_begin|><s_a_3012><s_b_7525><s_c_2082>
|
||
06:25 [视频-长播] <|video_begin|><s_a_3935><s_b_8049><s_c_4930>
|
||
06:29 [广告-点击] <|ad_begin|><s_a_2918><s_b_7894><s_c_7806>
|
||
06:38 [视频-长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7106>
|
||
06:38 [视频-长播] <|video_begin|><s_a_532><s_b_612><s_c_4859>
|
||
07:19 [广告-点击] <|ad_begin|><s_a_2918><s_b_7894><s_c_7806>
|
||
09:08 [视频-长播] <|video_begin|><s_a_3295><s_b_665><s_c_7636>
|
||
09:08 [视频-长播] <|video_begin|><s_a_7479><s_b_4148><s_c_3676>
|
||
09:08 [视频-长播] <|video_begin|><s_a_7830><s_b_5647><s_c_7925>
|
||
09:08 [视频-长播] <|video_begin|><s_a_2450><s_b_7388><s_c_4631>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_4354><s_b_4432><s_c_2460>
|
||
10:15 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5093><s_c_2678>
|
||
10:15 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6635><s_c_737>
|
||
10:15 [视频-长播] <|video_begin|><s_a_5295><s_b_1119><s_c_5187>
|
||
10:28 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
|
||
10:28 [广告-点击] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
|
||
11:25 [广告-点击] <|ad_begin|><s_a_250><s_b_5641><s_c_3768>
|
||
11:37 [视频-点赞/长播] <|video_begin|><s_a_3858><s_b_6234><s_c_4318>
|
||
11:37 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_7498><s_c_2282>
|
||
11:37 [视频-长播] <|video_begin|><s_a_2015><s_b_5102><s_c_5823>
|
||
11:37 [视频-长播] <|video_begin|><s_a_4862><s_b_5727><s_c_1451>
|
||
11:46 [视频-长播] <|video_begin|><s_a_16><s_b_4262><s_c_2530>
|
||
11:46 [视频-长播] <|video_begin|><s_a_532><s_b_6234><s_c_728>
|
||
11:46 [视频-长播] <|video_begin|><s_a_7711><s_b_5270><s_c_2699>
|
||
12:50 [广告-点击] <|ad_begin|><s_a_250><s_b_5641><s_c_3768>
|
||
13:02 [广告-点击] <|ad_begin|><s_a_2799><s_b_7024><s_c_1542>
|
||
13:53 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5106><s_c_8003>
|
||
14:03 [广告-点击] <|ad_begin|><s_a_250><s_b_2918><s_c_2759>
|
||
15:32 [广告-点击] <|ad_begin|><s_a_250><s_b_1749><s_c_8127>
|
||
23:46 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1123><s_c_4014>
|
||
23:46 [视频-长播] <|video_begin|><s_a_5314><s_b_6318><s_c_6601>
|
||
【2026-02-05】
|
||
01:30 [广告-点击] <|ad_begin|><s_a_2799><s_b_5084><s_c_7003>
|
||
01:44 [广告-点击] <|ad_begin|><s_a_805><s_b_3736><s_c_5807>
|
||
01:47 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
|
||
01:57 [广告-点击] <|ad_begin|><s_a_2799><s_b_6913><s_c_5622>
|
||
02:28 [广告-点击] <|ad_begin|><s_a_7374><s_b_7959><s_c_110>
|
||
05:50 [广告-点击] <|ad_begin|><s_a_805><s_b_2221><s_c_7716>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_805><s_b_2221><s_c_7716>
|
||
06:42 [广告-点击] <|ad_begin|><s_a_1351><s_b_3930><s_c_2370>
|
||
07:01 [广告-点击] <|ad_begin|><s_a_2799><s_b_5102><s_c_447>
|
||
07:22 [视频-长播] <|video_begin|><s_a_532><s_b_7246><s_c_7350>
|
||
07:26 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_7261><s_c_6857>
|
||
07:26 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_4932><s_c_3070>
|
||
07:26 [视频-长播] <|video_begin|><s_a_4684><s_b_6379><s_c_2530>
|
||
07:33 [广告-点击] <|ad_begin|><s_a_2799><s_b_1411><s_c_5563>
|
||
08:11 [广告-点击] <|ad_begin|><s_a_2799><s_b_7214><s_c_1769>
|
||
08:30 [广告-点击] <|ad_begin|><s_a_2799><s_b_7214><s_c_1769>
|
||
09:26 [广告-点击] <|ad_begin|><s_a_6171><s_b_315><s_c_5076>
|
||
09:44 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_7106>
|
||
09:44 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_1690>
|
||
09:49 [广告-点击] <|ad_begin|><s_a_2799><s_b_3589><s_c_5675>
|
||
09:59 [视频-长播] <|video_begin|><s_a_16><s_b_1595><s_c_1148>
|
||
09:59 [视频-长播] <|video_begin|><s_a_4615><s_b_2826><s_c_7106>
|
||
10:14 [视频-长播] <|video_begin|><s_a_1164><s_b_3280><s_c_4878>
|
||
10:19 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_4976>
|
||
10:28 [广告-点击] <|ad_begin|><s_a_250><s_b_4087><s_c_5100>
|
||
10:45 [视频-长播] <|video_begin|><s_a_279><s_b_7200><s_c_2658>
|
||
10:59 [广告-点击] <|ad_begin|><s_a_7847><s_b_59><s_c_4757>
|
||
11:14 [广告-点击] <|ad_begin|><s_a_1041><s_b_6234><s_c_195>
|
||
11:54 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6051><s_c_4783>
|
||
11:56 [广告-点击] <|ad_begin|><s_a_250><s_b_1471><s_c_1389>
|
||
13:23 [广告-点击] <|ad_begin|><s_a_7381><s_b_7762><s_c_5673>
|
||
13:29 [广告-点击] <|ad_begin|><s_a_2799><s_b_4491><s_c_5209>
|
||
14:13 [广告-点击] <|ad_begin|><s_a_7381><s_b_7762><s_c_5673>
|
||
15:45 [广告-点击] <|ad_begin|><s_a_2624><s_b_451><s_c_372>
|
||
|
||
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。
|
||
|
||
主题：从泛化养生到聚焦特定成分的消费升级
|
||
|
||
输出格式要求：请务必仅返回一个包含 SID 的 JSON 数组，不要附带任何额外的文字解释或冗余内容。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|prod_begin|><s_a_7798><s_b_5044><s_c_5543>", "<|prod_begin|><s_a_2950><s_b_5636><s_c_1672>", "<|prod_begin|><s_a_7485><s_b_664><s_c_1363>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_2639>", "<|prod_begin|><s_a_2950><s_b_5492><s_c_4839>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_7556>", "<|prod_begin|><s_a_5051><s_b_5492><s_c_1303>", "<|prod_begin|><s_a_2950><s_b_8151><s_c_1105>", "<|prod_begin|><s_a_2950><s_b_7677><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_7874><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_1259><s_c_8075>", "<|prod_begin|><s_a_2950><s_b_6048><s_c_4147>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_7800>", "<|prod_begin|><s_a_6728><s_b_4009><s_c_4570>", "<|prod_begin|><s_a_7553><s_b_6434><s_c_531>", "<|prod_begin|><s_a_6728><s_b_6426><s_c_3214>", "<|prod_begin|><s_a_6728><s_b_3146><s_c_1941>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_5087>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_5650>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_314>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-07-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_6973><s_c_6509>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6456><s_b_4010><s_c_5628>
|
||
--:-- [直播-关注] <|living_begin|><s_a_283><s_b_7952><s_c_4043>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6158><s_b_2302><s_c_3373>
|
||
【2025-07-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_5131><s_c_6945>
|
||
【2025-07-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6051><s_b_5760><s_c_2513>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4949><s_c_5244>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_1528><s_c_219>
|
||
【2025-07-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
|
||
【2025-08-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_525><s_b_1407><s_c_1407>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1679><s_c_5845>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1297><s_c_4742>
|
||
【2025-08-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_231><s_b_7342><s_c_7264>
|
||
【2025-09-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7074><s_b_2792><s_c_6704>
|
||
【2025-09-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5727><s_c_5563>
|
||
【2025-09-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_6234><s_c_7951>
|
||
【2025-09-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3225>
|
||
【2025-10-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_513><s_c_7978>
|
||
【2025-10-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_2221><s_c_2513>
|
||
【2025-10-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7113><s_b_1410><s_c_1258>
|
||
【2025-10-31】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6158><s_b_3790><s_c_3373>
|
||
【2025-11-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6859><s_b_477><s_c_5054>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6158><s_b_1434><s_c_5915>
|
||
【2025-11-03】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3409><s_b_697><s_c_5921>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_2071><s_b_755><s_c_1541>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_7342><s_c_5668>
|
||
【2025-11-05】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_6234><s_c_1255>
|
||
【2025-11-07】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_231><s_b_7952><s_c_7754>
|
||
【2025-11-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_3734><s_c_642>
|
||
【2025-11-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7765><s_c_5563>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_5727><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_2221><s_c_6278>
|
||
【2025-11-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_6521><s_c_7711>
|
||
【2025-11-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_651><s_c_3022>
|
||
【2025-11-25】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6263><s_b_4223><s_c_2513>
|
||
【2025-11-26】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3388><s_b_1258><s_c_535>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_231><s_b_8049><s_c_909>
|
||
【2025-11-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3713><s_b_2918><s_c_5563>
|
||
【2025-12-03】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_6058><s_c_6704>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_616>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_7818><s_b_2556><s_c_5054>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2004><s_b_3898><s_c_3239>
|
||
【2025-12-05】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_451><s_c_2513>
|
||
【2025-12-07】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7518>
|
||
21:07 [广告-点击] <|ad_begin|><s_a_2734><s_b_8151><s_c_1786>
|
||
【2025-12-08】
|
||
05:56 [广告-点击] <|ad_begin|><s_a_8113><s_b_7342><s_c_354>
|
||
21:01 [广告-点击] <|ad_begin|><s_a_99><s_b_7214><s_c_814>
|
||
【2025-12-10】
|
||
11:17 [广告-点击] <|ad_begin|><s_a_99><s_b_7214><s_c_814>
|
||
【2025-12-12】
|
||
08:06 [广告-点击] <|ad_begin|><s_a_6000><s_b_7551><s_c_3846>
|
||
12:28 [广告-点击] <|ad_begin|><s_a_7240><s_b_1277><s_c_3505>
|
||
【2025-12-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3409><s_b_7342><s_c_4859>
|
||
【2025-12-16】
|
||
22:13 [广告-点击] <|ad_begin|><s_a_99><s_b_7214><s_c_814>
|
||
【2025-12-17】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_451><s_c_6557>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_7342><s_c_4722>
|
||
【2025-12-19】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6263><s_b_2200><s_c_4572>
|
||
【2025-12-22】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6263><s_b_5727><s_c_1583>
|
||
【2025-12-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3713><s_b_7342><s_c_2146>
|
||
【2025-12-24】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_7941><s_c_6278>
|
||
【2025-12-25】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_7342><s_c_4043>
|
||
【2025-12-26】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4457><s_b_765><s_c_6218>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_440><s_b_451><s_c_991>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_1227><s_c_4961>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6973><s_c_7754>
|
||
【2025-12-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2863><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6456><s_b_5727><s_c_2513>
|
||
【2025-12-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_3026>
|
||
【2025-12-29】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3713><s_b_8126><s_c_6278>
|
||
【2025-12-30】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6456><s_b_5727><s_c_1583>
|
||
【2025-12-31】
|
||
19:58 [广告-点击] <|ad_begin|><s_a_2899><s_b_7180><s_c_28>
|
||
【2026-01-01】
|
||
11:12 [广告-点击] <|ad_begin|><s_a_287><s_b_3636><s_c_3742>
|
||
【2026-01-02】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6158><s_b_4205><s_c_3373>
|
||
【2026-01-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_58><s_b_6730><s_c_3419>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_1801><s_c_8051>
|
||
【2026-01-04】
|
||
11:42 [广告-点击] <|ad_begin|><s_a_8113><s_b_3932><s_c_5563>
|
||
【2026-01-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3526><s_b_659><s_c_6404>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6341><s_b_3032><s_c_3676>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_451><s_c_2513>
|
||
【2026-01-12】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_283><s_b_3496><s_c_677>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2961><s_b_620><s_c_6278>
|
||
【2026-01-13】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1442><s_b_7342><s_c_4512>
|
||
【2026-01-16】
|
||
07:40 [广告-点击] <|ad_begin|><s_a_6289><s_b_37><s_c_1335>
|
||
12:50 [广告-点击] <|ad_begin|><s_a_5115><s_b_1369><s_c_5502>
|
||
【2026-01-22】
|
||
00:39 [视频-收藏/长播] <|video_begin|><s_a_7751><s_b_5926><s_c_535>
|
||
00:44 [视频-关注/长播] <|video_begin|><s_a_2578><s_b_6771><s_c_4745>
|
||
10:00 [视频-转发/点赞/长播] <|video_begin|><s_a_3766><s_b_6033><s_c_2370>
|
||
10:23 [视频-转发/评论/长播] <|video_begin|><s_a_1881><s_b_1738><s_c_991>
|
||
【2026-01-23】
|
||
05:58 [视频-评论/收藏/长播] <|video_begin|><s_a_3062><s_b_5334><s_c_7738>
|
||
06:03 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_582><s_c_6621>
|
||
07:21 [广告-点击] <|ad_begin|><s_a_4340><s_b_4733><s_c_4159>
|
||
23:32 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_3122><s_b_1286><s_c_5175>
|
||
【2026-01-24】
|
||
04:45 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_5511><s_c_5733>
|
||
05:13 [视频-转发/长播] <|video_begin|><s_a_468><s_b_124><s_c_2407>
|
||
10:58 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_4033><s_c_141>
|
||
13:12 [视频-转发/评论/收藏/点赞/长播] <|video_begin|><s_a_8016><s_b_697><s_c_6410>
|
||
【2026-01-25】
|
||
10:14 [视频-转发/长播] <|video_begin|><s_a_6597><s_b_7608><s_c_1129>
|
||
11:26 [视频-转发/评论/长播] <|video_begin|><s_a_4531><s_b_1656><s_c_3148>
|
||
11:57 [视频-转发/评论/长播] <|video_begin|><s_a_790><s_b_8167><s_c_179>
|
||
12:03 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_2251><s_c_6616>
|
||
12:21 [视频-收藏/长播] <|video_begin|><s_a_6166><s_b_575><s_c_6583>
|
||
13:55 [视频-关注/长播] <|video_begin|><s_a_6594><s_b_4996><s_c_2678>
|
||
14:26 [视频-转发/评论/长播] <|video_begin|><s_a_6018><s_b_1434><s_c_6413>
|
||
14:31 [视频-收藏/长播] <|video_begin|><s_a_2908><s_b_3832><s_c_2567>
|
||
【2026-01-26】
|
||
01:19 [视频-转发/评论/长播] <|video_begin|><s_a_1881><s_b_2539><s_c_5413>
|
||
04:18 [视频-收藏/长播] <|video_begin|><s_a_6510><s_b_3826><s_c_7548>
|
||
04:53 [视频-评论/收藏/长播] <|video_begin|><s_a_829><s_b_3044><s_c_6185>
|
||
06:38 [视频-转发/评论/长播] <|video_begin|><s_a_5697><s_b_7205><s_c_7099>
|
||
06:44 [视频-浏览] <|video_begin|><s_a_6846><s_b_4369><s_c_5100>
|
||
08:05 [视频-收藏/长播] <|video_begin|><s_a_3766><s_b_1399><s_c_25>
|
||
08:18 [视频-转发/长播] <|video_begin|><s_a_4437><s_b_5670><s_c_7675>
|
||
08:59 [视频-收藏/长播] <|video_begin|><s_a_5720><s_b_6033><s_c_2957>
|
||
14:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_7272><s_c_7951>
|
||
15:27 [视频-评论/点赞/长播] <|video_begin|><s_a_3300><s_b_7858><s_c_141>
|
||
【2026-01-27】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_2961><s_b_6234><s_c_7754>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4112><s_b_1300><s_c_7147>
|
||
04:52 [视频-转发/评论/长播] <|video_begin|><s_a_5831><s_b_1839><s_c_3367>
|
||
10:06 [视频-转发/评论/长播] <|video_begin|><s_a_2052><s_b_7458><s_c_1583>
|
||
10:21 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_1410><s_c_2921>
|
||
10:36 [视频-评论/点赞/长播] <|video_begin|><s_a_4760><s_b_697><s_c_6552>
|
||
10:43 [视频-转发/评论/长播] <|video_begin|><s_a_1943><s_b_7455><s_c_5531>
|
||
10:43 [视频-评论/点赞/长播] <|video_begin|><s_a_2207><s_b_7342><s_c_3352>
|
||
14:48 [视频-转发/评论/长播] <|video_begin|><s_a_4060><s_b_3420><s_c_7950>
|
||
23:42 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_7878><s_c_3777>
|
||
23:49 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_2402><s_b_5989><s_c_7241>
|
||
【2026-01-28】
|
||
00:07 [视频-转发/评论/长播] <|video_begin|><s_a_2899><s_b_1258><s_c_1099>
|
||
03:26 [视频-转发/评论/收藏/长播] <|video_begin|><s_a_4760><s_b_6726><s_c_822>
|
||
08:22 [视频-转发/评论/长播] <|video_begin|><s_a_8016><s_b_697><s_c_6410>
|
||
21:06 [视频-评论/点赞/长播] <|video_begin|><s_a_6757><s_b_5489><s_c_597>
|
||
21:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_3062>
|
||
22:42 [视频-评论/收藏/长播] <|video_begin|><s_a_5525><s_b_1828><s_c_5541>
|
||
23:46 [视频-关注/长播] <|video_begin|><s_a_6859><s_b_5815><s_c_3973>
|
||
【2026-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_713><s_c_7343>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2594><s_b_4344><s_c_539>
|
||
00:06 [视频-关注/长播] <|video_begin|><s_a_2146><s_b_7272><s_c_6798>
|
||
02:16 [视频-转发/评论/长播] <|video_begin|><s_a_6597><s_b_1347><s_c_4994>
|
||
02:22 [视频-关注/转发/评论/长播] <|video_begin|><s_a_3130><s_b_6295><s_c_6705>
|
||
02:29 [视频-转发/长播] <|video_begin|><s_a_6597><s_b_5384><s_c_535>
|
||
02:35 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_3182><s_c_677>
|
||
02:48 [视频-转发/评论/长播] <|video_begin|><s_a_4760><s_b_697><s_c_6122>
|
||
02:48 [视频-关注/长播] <|video_begin|><s_a_5928><s_b_5102><s_c_1422>
|
||
02:48 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5252>
|
||
02:52 [视频-关注/长播] <|video_begin|><s_a_5979><s_b_3043><s_c_7096>
|
||
02:53 [视频-转发/评论/长播] <|video_begin|><s_a_7324><s_b_7342><s_c_3062>
|
||
03:39 [视频-转发/评论/长播] <|video_begin|><s_a_3862><s_b_1089><s_c_3781>
|
||
03:58 [视频-评论/点赞/长播] <|video_begin|><s_a_7308><s_b_6519><s_c_5115>
|
||
04:02 [视频-关注/长播] <|video_begin|><s_a_5988><s_b_3714><s_c_99>
|
||
04:10 [视频-转发/评论/长播] <|video_begin|><s_a_7435><s_b_5641><s_c_3716>
|
||
14:00 [视频-评论/点赞/长播] <|video_begin|><s_a_2360><s_b_5040><s_c_6300>
|
||
14:10 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_434><s_c_7243>
|
||
14:19 [视频-关注/评论/长播] <|video_begin|><s_a_8016><s_b_4000><s_c_5092>
|
||
14:23 [广告-点击] <|ad_begin|><s_a_7112><s_b_123><s_c_5654>
|
||
18:27 [视频-转发/长播] <|video_begin|><s_a_1285><s_b_1656><s_c_6218>
|
||
【2026-01-30】
|
||
07:11 [视频-评论/长播] <|video_begin|><s_a_6456><s_b_7727><s_c_2460>
|
||
07:22 [视频-评论/收藏/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5732>
|
||
12:27 [视频-评论/长播] <|video_begin|><s_a_4531><s_b_8167><s_c_7990>
|
||
16:25 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5815>
|
||
16:28 [视频-转发/点赞/长播] <|video_begin|><s_a_359><s_b_6234><s_c_4872>
|
||
16:28 [视频-评论/点赞/长播] <|video_begin|><s_a_7435><s_b_1410><s_c_3352>
|
||
16:46 [视频-评论/长播] <|video_begin|><s_a_6597><s_b_713><s_c_7315>
|
||
16:49 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_7616>
|
||
【2026-01-31】
|
||
00:26 [视频-转发/评论/长播] <|video_begin|><s_a_3675><s_b_612><s_c_2395>
|
||
00:29 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_4878><s_c_967>
|
||
07:47 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_6919>
|
||
08:00 [视频-转发/评论/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_6385>
|
||
08:21 [视频-评论/点赞/长播] <|video_begin|><s_a_2408><s_b_5876><s_c_3016>
|
||
08:31 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_697><s_c_655>
|
||
08:31 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_4010><s_c_7096>
|
||
08:47 [视频-关注/长播] <|video_begin|><s_a_3115><s_b_1555><s_c_2070>
|
||
09:00 [视频-评论/长播] <|video_begin|><s_a_116><s_b_6924><s_c_405>
|
||
09:06 [视频-关注/长播] <|video_begin|><s_a_3115><s_b_3246><s_c_732>
|
||
09:34 [视频-转发/评论/长播] <|video_begin|><s_a_2317><s_b_7888><s_c_6264>
|
||
09:39 [视频-评论/长播] <|video_begin|><s_a_5166><s_b_839><s_c_991>
|
||
13:14 [视频-转发/评论/长播] <|video_begin|><s_a_1881><s_b_1350><s_c_2440>
|
||
13:14 [视频-评论/长播] <|video_begin|><s_a_2404><s_b_6295><s_c_7754>
|
||
13:14 [视频-转发/长播] <|video_begin|><s_a_5417><s_b_697><s_c_4405>
|
||
18:51 [视频-评论/长播] <|video_begin|><s_a_2146><s_b_7410><s_c_7657>
|
||
18:51 [视频-评论/长播] <|video_begin|><s_a_8156><s_b_6809><s_c_7675>
|
||
19:25 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_7381><s_c_2988>
|
||
19:35 [视频-转发/评论/长播] <|video_begin|><s_a_559><s_b_6039><s_c_7657>
|
||
19:38 [视频-评论/长播] <|video_begin|><s_a_6597><s_b_4692><s_c_535>
|
||
20:02 [视频-评论/点赞/长播] <|video_begin|><s_a_6597><s_b_7472><s_c_722>
|
||
20:07 [视频-收藏/长播] <|video_begin|><s_a_1255><s_b_2062><s_c_1284>
|
||
20:07 [视频-评论/长播] <|video_begin|><s_a_4632><s_b_6295><s_c_8109>
|
||
21:29 [视频-评论/长播] <|video_begin|><s_a_8069><s_b_6170><s_c_2030>
|
||
21:33 [视频-转发/评论/长播] <|video_begin|><s_a_2402><s_b_184><s_c_5668>
|
||
21:40 [视频-评论/长播] <|video_begin|><s_a_2578><s_b_6006><s_c_141>
|
||
22:25 [视频-转发/评论/长播] <|video_begin|><s_a_829><s_b_1523><s_c_5141>
|
||
22:25 [视频-评论/长播] <|video_begin|><s_a_8156><s_b_6295><s_c_5994>
|
||
22:33 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_8148><s_c_1614>
|
||
22:33 [视频-转发/点赞/长播] <|video_begin|><s_a_6936><s_b_5668><s_c_948>
|
||
【2026-02-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3722><s_b_56><s_c_536>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_56><s_c_6737>
|
||
01:21 [视频-点赞/长播] <|video_begin|><s_a_143><s_b_6234><s_c_2370>
|
||
01:37 [视频-评论/长播] <|video_begin|><s_a_1509><s_b_7608><s_c_3338>
|
||
15:02 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_184><s_c_2256>
|
||
15:02 [视频-点赞/长播] <|video_begin|><s_a_1427><s_b_5489><s_c_932>
|
||
15:02 [视频-评论/长播] <|video_begin|><s_a_3762><s_b_3790><s_c_991>
|
||
15:06 [视频-评论/长播] <|video_begin|><s_a_1881><s_b_2539><s_c_4944>
|
||
15:12 [视频-评论/长播] <|video_begin|><s_a_5470><s_b_4865><s_c_6218>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_2539><s_c_3798>
|
||
【2026-02-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_451><s_c_1423>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2194><s_b_6234><s_c_4983>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4816><s_b_8179><s_c_4043>
|
||
05:33 [视频-收藏/长播] <|video_begin|><s_a_5417><s_b_6186><s_c_4952>
|
||
05:43 [视频-点赞/长播] <|video_begin|><s_a_3122><s_b_6295><s_c_2803>
|
||
05:51 [视频-评论/长播] <|video_begin|><s_a_5988><s_b_2539><s_c_237>
|
||
13:14 [视频-长播] <|video_begin|><s_a_2384><s_b_4050><s_c_535>
|
||
13:14 [视频-长播] <|video_begin|><s_a_7909><s_b_697><s_c_616>
|
||
13:21 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_3062>
|
||
13:22 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_2370>
|
||
13:23 [视频-长播] <|video_begin|><s_a_381><s_b_530><s_c_2025>
|
||
13:23 [视频-长播] <|video_begin|><s_a_2408><s_b_7261><s_c_5563>
|
||
13:26 [视频-长播] <|video_begin|><s_a_4060><s_b_7554><s_c_337>
|
||
13:28 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_44><s_c_4405>
|
||
13:29 [视频-长播] <|video_begin|><s_a_4284><s_b_434><s_c_257>
|
||
13:29 [视频-长播] <|video_begin|><s_a_4540><s_b_978><s_c_4451>
|
||
13:31 [视频-长播] <|video_begin|><s_a_7435><s_b_6798><s_c_535>
|
||
13:31 [视频-长播] <|video_begin|><s_a_5555><s_b_7966><s_c_2225>
|
||
13:34 [视频-长播] <|video_begin|><s_a_7435><s_b_353><s_c_4454>
|
||
15:20 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_7505><s_c_5874>
|
||
15:30 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_4753><s_c_4781>
|
||
15:33 [视频-评论/长播] <|video_begin|><s_a_2384><s_b_8049><s_c_927>
|
||
15:45 [视频-评论/长播] <|video_begin|><s_a_5979><s_b_6484><s_c_525>
|
||
15:46 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_4491><s_c_7410>
|
||
15:48 [视频-收藏/长播] <|video_begin|><s_a_4060><s_b_3358><s_c_510>
|
||
15:56 [视频-评论/长播] <|video_begin|><s_a_4401><s_b_7811><s_c_448>
|
||
15:56 [视频-评论/长播] <|video_begin|><s_a_4531><s_b_3916><s_c_6812>
|
||
15:56 [视频-评论/长播] <|video_begin|><s_a_1673><s_b_4352><s_c_5085>
|
||
16:02 [视频-点赞/长播] <|video_begin|><s_a_3270><s_b_581><s_c_4543>
|
||
16:02 [视频-点赞/长播] <|video_begin|><s_a_1123><s_b_697><s_c_2722>
|
||
16:19 [视频-长播] <|video_begin|><s_a_7435><s_b_697><s_c_6314>
|
||
16:19 [视频-评论/长播] <|video_begin|><s_a_829><s_b_7952><s_c_6275>
|
||
16:26 [视频-长播] <|video_begin|><s_a_2526><s_b_558><s_c_141>
|
||
16:26 [视频-长播] <|video_begin|><s_a_5831><s_b_6532><s_c_2995>
|
||
16:26 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5489><s_c_4712>
|
||
17:45 [视频-长播] <|video_begin|><s_a_998><s_b_4050><s_c_1399>
|
||
17:45 [视频-评论/点赞/长播] <|video_begin|><s_a_829><s_b_2552><s_c_2921>
|
||
17:45 [视频-长播] <|video_begin|><s_a_2027><s_b_5691><s_c_6041>
|
||
17:45 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3417><s_c_1953>
|
||
17:45 [视频-评论/长播] <|video_begin|><s_a_2052><s_b_8167><s_c_4487>
|
||
17:50 [视频-点赞/长播] <|video_begin|><s_a_4320><s_b_2789><s_c_308>
|
||
18:12 [视频-长播] <|video_begin|><s_a_4632><s_b_1258><s_c_1004>
|
||
18:14 [视频-长播] <|video_begin|><s_a_2988><s_b_697><s_c_1389>
|
||
18:17 [视频-点赞/长播] <|video_begin|><s_a_3356><s_b_6170><s_c_3184>
|
||
18:17 [视频-评论/长播] <|video_begin|><s_a_6132><s_b_3832><s_c_2030>
|
||
18:17 [视频-点赞/长播] <|video_begin|><s_a_829><s_b_1258><s_c_4541>
|
||
18:18 [视频-长播] <|video_begin|><s_a_4060><s_b_5869><s_c_5320>
|
||
18:18 [视频-长播] <|video_begin|><s_a_998><s_b_6334><s_c_78>
|
||
18:23 [视频-长播] <|video_begin|><s_a_2207><s_b_1382><s_c_4454>
|
||
18:23 [视频-点赞/长播] <|video_begin|><s_a_3356><s_b_5241><s_c_4410>
|
||
18:24 [视频-长播] <|video_begin|><s_a_998><s_b_3831><s_c_998>
|
||
18:27 [视频-长播] <|video_begin|><s_a_3017><s_b_7272><s_c_5667>
|
||
18:29 [视频-点赞/长播] <|video_begin|><s_a_4060><s_b_1224><s_c_6561>
|
||
18:48 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_4996><s_c_3659>
|
||
18:49 [视频-长播] <|video_begin|><s_a_6134><s_b_1811><s_c_51>
|
||
19:29 [视频-点赞/长播] <|video_begin|><s_a_7927><s_b_6442><s_c_7534>
|
||
19:30 [视频-长播] <|video_begin|><s_a_1132><s_b_2422><s_c_130>
|
||
19:38 [视频-长播] <|video_begin|><s_a_1255><s_b_5546><s_c_1363>
|
||
20:02 [视频-长播] <|video_begin|><s_a_3356><s_b_7410><s_c_6798>
|
||
20:02 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_6006><s_c_4599>
|
||
20:12 [视频-长播] <|video_begin|><s_a_829><s_b_6532><s_c_927>
|
||
20:15 [视频-点赞/长播] <|video_begin|><s_a_3356><s_b_1702><s_c_7970>
|
||
20:15 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_339>
|
||
20:16 [视频-长播] <|video_begin|><s_a_7324><s_b_7878><s_c_3753>
|
||
20:16 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_513><s_c_7244>
|
||
20:16 [视频-点赞/长播] <|video_begin|><s_a_1988><s_b_7082><s_c_535>
|
||
20:20 [视频-长播] <|video_begin|><s_a_7385><s_b_6006><s_c_5563>
|
||
20:20 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_697><s_c_4311>
|
||
20:31 [视频-长播] <|video_begin|><s_a_4016><s_b_2221><s_c_2309>
|
||
20:32 [视频-点赞/长播] <|video_begin|><s_a_7064><s_b_1146><s_c_118>
|
||
20:38 [视频-长播] <|video_begin|><s_a_1291><s_b_7458><s_c_2530>
|
||
20:40 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_697><s_c_2793>
|
||
20:40 [视频-点赞/长播] <|video_begin|><s_a_4185><s_b_5169><s_c_2874>
|
||
20:41 [视频-点赞/长播] <|video_begin|><s_a_2384><s_b_3413><s_c_2995>
|
||
21:06 [视频-转发/长播] <|video_begin|><s_a_1911><s_b_6495><s_c_5259>
|
||
21:23 [视频-长播] <|video_begin|><s_a_829><s_b_1380><s_c_283>
|
||
【2026-02-03】
|
||
03:07 [视频-长播] <|video_begin|><s_a_7435><s_b_1471><s_c_1302>
|
||
03:10 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_353><s_c_535>
|
||
03:32 [视频-长播] <|video_begin|><s_a_7435><s_b_697><s_c_2759>
|
||
03:33 [视频-评论/长播] <|video_begin|><s_a_6158><s_b_7272><s_c_1613>
|
||
03:38 [视频-长播] <|video_begin|><s_a_829><s_b_5175><s_c_2803>
|
||
03:43 [视频-点赞/长播] <|video_begin|><s_a_2384><s_b_6170><s_c_4518>
|
||
03:45 [视频-长播] <|video_begin|><s_a_2384><s_b_1527><s_c_1225>
|
||
03:58 [视频-评论/长播] <|video_begin|><s_a_1440><s_b_4252><s_c_1583>
|
||
03:58 [视频-评论/点赞/长播] <|video_begin|><s_a_3879><s_b_3266><s_c_2030>
|
||
04:00 [视频-长播] <|video_begin|><s_a_873><s_b_7505><s_c_2407>
|
||
04:00 [视频-长播] <|video_begin|><s_a_1688><s_b_4059><s_c_7675>
|
||
04:02 [视频-评论/长播] <|video_begin|><s_a_2146><s_b_5241><s_c_1100>
|
||
04:14 [视频-长播] <|video_begin|><s_a_8069><s_b_6170><s_c_2030>
|
||
04:23 [视频-长播] <|video_begin|><s_a_5417><s_b_3636><s_c_146>
|
||
04:31 [视频-点赞/长播] <|video_begin|><s_a_1988><s_b_2396><s_c_6565>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5353><s_b_5489><s_c_2531>
|
||
15:56 [视频-长播] <|video_begin|><s_a_1881><s_b_1350><s_c_4468>
|
||
16:15 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_353><s_c_4135>
|
||
16:15 [视频-评论/长播] <|video_begin|><s_a_5831><s_b_3916><s_c_4487>
|
||
16:15 [视频-评论/长播] <|video_begin|><s_a_829><s_b_3132><s_c_3603>
|
||
16:17 [视频-长播] <|video_begin|><s_a_7774><s_b_6234><s_c_237>
|
||
16:17 [视频-评论/长播] <|video_begin|><s_a_3172><s_b_353><s_c_1399>
|
||
16:40 [视频-长播] <|video_begin|><s_a_359><s_b_1529><s_c_6686>
|
||
16:41 [视频-点赞/长播] <|video_begin|><s_a_7511><s_b_6261><s_c_2309>
|
||
16:56 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_5489><s_c_1295>
|
||
17:08 [视频-长播] <|video_begin|><s_a_5928><s_b_4010><s_c_4355>
|
||
【2026-02-04】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_8129>
|
||
17:40 [视频-评论/长播] <|video_begin|><s_a_1911><s_b_1286><s_c_6447>
|
||
17:42 [视频-点赞/长播] <|video_begin|><s_a_7584><s_b_5511><s_c_5245>
|
||
17:42 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_814>
|
||
17:43 [视频-评论/长播] <|video_begin|><s_a_829><s_b_5175><s_c_3742>
|
||
17:54 [视频-评论/点赞/长播] <|video_begin|><s_a_6168><s_b_59><s_c_1030>
|
||
18:30 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_2069><s_c_6419>
|
||
18:31 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_5668><s_c_3352>
|
||
18:31 [视频-评论/长播] <|video_begin|><s_a_5988><s_b_8008><s_c_4067>
|
||
18:45 [视频-长播] <|video_begin|><s_a_4320><s_b_8025><s_c_6057>
|
||
18:45 [视频-点赞/长播] <|video_begin|><s_a_1255><s_b_5489><s_c_616>
|
||
18:45 [视频-评论/长播] <|video_begin|><s_a_829><s_b_5511><s_c_283>
|
||
20:45 [视频-评论/长播] <|video_begin|><s_a_4536><s_b_697><s_c_4357>
|
||
20:50 [视频-长播] <|video_begin|><s_a_4060><s_b_588><s_c_4092>
|
||
21:04 [视频-评论/长播] <|video_begin|><s_a_6125><s_b_1069><s_c_7125>
|
||
21:07 [视频-点赞/长播] <|video_begin|><s_a_4060><s_b_8148><s_c_3352>
|
||
21:08 [视频-点赞/长播] <|video_begin|><s_a_5448><s_b_4541><s_c_4017>
|
||
21:08 [视频-点赞/长播] <|video_begin|><s_a_6936><s_b_1434><s_c_1776>
|
||
21:35 [视频-长播] <|video_begin|><s_a_829><s_b_1638><s_c_5668>
|
||
21:35 [视频-点赞/长播] <|video_begin|><s_a_829><s_b_3413><s_c_5175>
|
||
21:35 [视频-点赞/长播] <|video_begin|><s_a_1988><s_b_3319><s_c_303>
|
||
21:42 [视频-长播] <|video_begin|><s_a_942><s_b_6170><s_c_535>
|
||
21:42 [视频-点赞/长播] <|video_begin|><s_a_2207><s_b_5467><s_c_1510>
|
||
21:53 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_4705><s_c_7096>
|
||
22:04 [视频-长播] <|video_begin|><s_a_4780><s_b_4181><s_c_5737>
|
||
22:07 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_697><s_c_2820>
|
||
22:15 [视频-点赞/长播] <|video_begin|><s_a_4340><s_b_1642><s_c_1741>
|
||
22:16 [视频-评论/长播] <|video_begin|><s_a_2146><s_b_7129><s_c_1070>
|
||
22:18 [视频-评论/长播] <|video_begin|><s_a_7435><s_b_353><s_c_5256>
|
||
22:20 [视频-长播] <|video_begin|><s_a_5122><s_b_5489><s_c_5186>
|
||
22:21 [视频-点赞/长播] <|video_begin|><s_a_381><s_b_3614><s_c_5252>
|
||
22:21 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_697><s_c_5252>
|
||
|
||
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：从抽象宇宙概念到具象化科学知识的探寻
|
||
|
||
输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|video_begin|><s_a_3115><s_b_1555><s_c_2070>", "<|video_begin|><s_a_3632><s_b_5489><s_c_2370>", "<|prod_begin|><s_a_5353><s_b_5489><s_c_2531>"]<|im_end|>
|
||
<|im_start|>user
|
||
你是一名多场景推荐数据构造助手，请结合用户行为线索，生成对应的目标内容文本。
|
||
下面给出用户历史行为线索：
|
||
用户购物行为: 浏览了商品 <|prod_begin|><s_a_8034><s_b_6634><s_c_556>, <|prod_begin|><s_a_345><s_b_1688><s_c_1131>, <|prod_begin|><s_a_3937><s_b_7537><s_c_1832>, <|prod_begin|><s_a_2095><s_b_884><s_c_7978>, <|prod_begin|><s_a_4633><s_b_222><s_c_3773>, <|prod_begin|><s_a_1906><s_b_4743><s_c_4641>, <|prod_begin|><s_a_5271><s_b_3295><s_c_5571>, <|prod_begin|><s_a_2985><s_b_4023><s_c_6597>, <|prod_begin|><s_a_4626><s_b_6091><s_c_1622>, <|prod_begin|><s_a_2201><s_b_3353><s_c_590>, <|prod_begin|><s_a_2572><s_b_7270><s_c_3114>, <|prod_begin|><s_a_5033><s_b_7936><s_c_7420>, <|prod_begin|><s_a_7622><s_b_746><s_c_511>, <|prod_begin|><s_a_2095><s_b_884><s_c_7978>, <|prod_begin|><s_a_1919><s_b_6091><s_c_5232>, <|prod_begin|><s_a_6091><s_b_4417><s_c_6619>, <|prod_begin|><s_a_6879><s_b_1142><s_c_2768>, <|prod_begin|><s_a_5785><s_b_850><s_c_685>, <|prod_begin|><s_a_1899><s_b_6100><s_c_7157>, <|prod_begin|><s_a_6879><s_b_1142><s_c_2768>, <|prod_begin|><s_a_370><s_b_4782><s_c_288>, <|prod_begin|><s_a_1938><s_b_2491><s_c_4895>, <|prod_begin|><s_a_1829><s_b_1465><s_c_5809>, <|prod_begin|><s_a_1829><s_b_746><s_c_5809>, <|prod_begin|><s_a_6462><s_b_3138><s_c_1272>, <|prod_begin|><s_a_1693><s_b_3005><s_c_4452>, <|prod_begin|><s_a_3850><s_b_4240><s_c_5925>, <|prod_begin|><s_a_5494><s_b_1334><s_c_3254>, <|prod_begin|><s_a_370><s_b_1473><s_c_803>, <|prod_begin|><s_a_7306><s_b_7152><s_c_5809>, <|prod_begin|><s_a_1925><s_b_2671><s_c_5347>, <|prod_begin|><s_a_7794><s_b_989><s_c_628>, <|prod_begin|><s_a_7794><s_b_7077><s_c_7334>, <|prod_begin|><s_a_7433><s_b_5176><s_c_4635>, <|prod_begin|><s_a_3889><s_b_5449><s_c_5345>, <|prod_begin|><s_a_6824><s_b_6080><s_c_4594>, <|prod_begin|><s_a_6916><s_b_5050><s_c_7517>, <|prod_begin|><s_a_7330><s_b_222><s_c_2820>, <|prod_begin|><s_a_6824><s_b_6906><s_c_4871>, <|prod_begin|><s_a_7433><s_b_1693><s_c_2006>，购买了 <|prod_begin|><s_a_7060><s_b_4303><s_c_5347>, <|prod_begin|><s_a_2033><s_b_5050><s_c_2932>, <|prod_begin|><s_a_6217><s_b_5515><s_c_396>, <|prod_begin|><s_a_2950><s_b_6878><s_c_1041>, <|prod_begin|><s_a_6111><s_b_6454><s_c_8100>, <|prod_begin|><s_a_2064><s_b_8117><s_c_736>, <|prod_begin|><s_a_1504><s_b_3428><s_c_7780>, <|prod_begin|><s_a_774><s_b_7687><s_c_7978>, <|prod_begin|><s_a_4633><s_b_326><s_c_4886>, <|prod_begin|><s_a_2671><s_b_6091><s_c_7366>, <|prod_begin|><s_a_6111><s_b_2479><s_c_2652>, <|prod_begin|><s_a_4633><s_b_3702><s_c_4757>, <|prod_begin|><s_a_4053><s_b_5436><s_c_1076>, <|prod_begin|><s_a_1919><s_b_6091><s_c_5232>, <|prod_begin|><s_a_6879><s_b_1142><s_c_2768>, <|prod_begin|><s_a_8138><s_b_1290><s_c_5193>, <|prod_begin|><s_a_1925><s_b_2671><s_c_5347>, <|prod_begin|><s_a_7433><s_b_5176><s_c_4635>, <|prod_begin|><s_a_6824><s_b_6906><s_c_4871>。
|
||
广告行为: 点击过广告 <|ad_begin|><s_a_2201><s_b_5419><s_c_4384>, <|ad_begin|><s_a_4157><s_b_5429><s_c_7899>, <|ad_begin|><s_a_4746><s_b_7174><s_c_1933>, <|ad_begin|><s_a_1636><s_b_57><s_c_5563>, <|ad_begin|><s_a_7294><s_b_946><s_c_3913>, <|ad_begin|><s_a_3001><s_b_3280><s_c_401>。
|
||
|
||
请基于这些线索总结该用户在各场景中的目标内容。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并严格遵守脱敏规范。
|
||
|
||
### 分析报告
|
||
|
||
#### 【兴趣归纳】
|
||
该用户的核心兴趣高度集中且明确，主要围绕动手实践与生活实用两大主题，具体可归纳为以下四类：
|
||
|
||
1. **五金工具与DIY维修**：此为用户最核心、交互深度最深的兴趣。用户有大量购买行为，覆盖了电焊机 <|prod_begin|><s_a_4633><s_b_326><s_c_4886>、铆钉枪 <|prod_begin|><s_a_2033><s_b_5050><s_c_2932>、钻头、角磨机配件 (</think>
|
||
该用户最近点击了商品: <|prod_begin|><s_a_6824><s_b_5168><s_c_4871><|im_end|>
|
||
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
|
||
label_ids:
|
||
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configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
|
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[INFO|configuration_utils.py:847] 2026-07-07 02:48:03,730 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
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||
],
|
||
"attention_bias": false,
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||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
|
||
"dtype": "bfloat16",
|
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"eos_token_id": 151645,
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"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": null,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": true,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
|
||
labels:
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收信息到主动学习专业技能的认知升级", "events": [{"date": "2025-12-19", "action": "[广告-点击] <|ad_begin|><s_a_6775><s_b_4812><s_c_8100>", "logic": "初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"}, {"date": "2026-01-25", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_4445><s_b_2575><s_c_4586>", "logic": "认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3005><s_b_1822><s_c_2788>", "logic": "技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_6278>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|><s_a_4084><s_b_3259><s_c_1766>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
["<|prod_begin|><s_a_7798><s_b_5044><s_c_5543>", "<|prod_begin|><s_a_2950><s_b_5636><s_c_1672>", "<|prod_begin|><s_a_7485><s_b_664><s_c_1363>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_2639>", "<|prod_begin|><s_a_2950><s_b_5492><s_c_4839>", "<|prod_begin|><s_a_5051><s_b_2491><s_c_7556>", "<|prod_begin|><s_a_5051><s_b_5492><s_c_1303>", "<|prod_begin|><s_a_2950><s_b_8151><s_c_1105>", "<|prod_begin|><s_a_2950><s_b_7677><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_7874><s_c_4839>", "<|prod_begin|><s_a_2950><s_b_1259><s_c_8075>", "<|prod_begin|><s_a_2950><s_b_6048><s_c_4147>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_7800>", "<|prod_begin|><s_a_6728><s_b_4009><s_c_4570>", "<|prod_begin|><s_a_7553><s_b_6434><s_c_531>", "<|prod_begin|><s_a_6728><s_b_6426><s_c_3214>", "<|prod_begin|><s_a_6728><s_b_3146><s_c_1941>", "<|prod_begin|><s_a_6728><s_b_4150><s_c_5087>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_5650>", "<|prod_begin|><s_a_6728><s_b_6434><s_c_314>"]<|im_end|>
|
||
<think>
|
||
</think>
|
||
["<|video_begin|><s_a_3115><s_b_1555><s_c_2070>", "<|video_begin|><s_a_3632><s_b_5489><s_c_2370>", "<|prod_begin|><s_a_5353><s_b_5489><s_c_2531>"]<|im_end|>
|
||
<think>好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并严格遵守脱敏规范。
|
||
|
||
### 分析报告
|
||
|
||
#### 【兴趣归纳】
|
||
该用户的核心兴趣高度集中且明确，主要围绕动手实践与生活实用两大主题，具体可归纳为以下四类：
|
||
|
||
1. **五金工具与DIY维修**：此为用户最核心、交互深度最深的兴趣。用户有大量购买行为，覆盖了电焊机 <|prod_begin|><s_a_4633><s_b_326><s_c_4886>、铆钉枪 <|prod_begin|><s_a_2033><s_b_5050><s_c_2932>、钻头、角磨机配件 (</think>
|
||
该用户最近点击了商品: <|prod_begin|><s_a_6824><s_b_5168><s_c_4871><|im_end|>
|
||
|
||
[INFO|2026-07-07 02:48:03] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-07 02:48:04] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-07 02:48:04,582 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-07 02:48:04,582 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-07 02:48:04,724 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"use_cache": false
|
||
}
|
||
|
||
|
||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
|
||
Loading weights: 0%| | 1/311 [00:00<01:09, 4.46it/s]
|
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|
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|
||
Loading weights: 23%|██▎ | 72/311 [00:00<00:01, 129.16it/s]
|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
Loading weights: 95%|█████████▌| 296/311 [00:01<00:00, 290.60it/s]
|
||
Loading weights: 100%|██████████| 311/311 [00:01<00:00, 209.09it/s]
|
||
[INFO|configuration_utils.py:980] 2026-07-07 02:48:06,905 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-07 02:48:06,905 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-07 02:48:07,226 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-07 02:48:07] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-07 02:48:07] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-07 02:48:07] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-07 02:48:07] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-07 02:48:07] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-07 02:48:07,280 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
||
[INFO|trainer.py:1469] 2026-07-07 02:48:07,395 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-07 02:48:07,395 >> Num examples = 1,830
|
||
[INFO|trainer.py:1471] 2026-07-07 02:48:07,395 >> Num Epochs = 1
|
||
[INFO|trainer.py:1472] 2026-07-07 02:48:07,395 >> Num update steps per epoch = 458
|
||
[INFO|trainer.py:1473] 2026-07-07 02:48:07,395 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-07 02:48:07,395 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
||
[INFO|trainer.py:1477] 2026-07-07 02:48:07,395 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-07 02:48:07,395 >> Total optimization steps = 458
|
||
[INFO|trainer.py:1479] 2026-07-07 02:48:07,395 >> Number of trainable parameters = 801,433,600
|
||
|
||
0%| | 0/458 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-07 02:48:07,701 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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100%|██████████| 458/458 [1:00:45<00:00, 6.37s/it][INFO|trainer.py:1823] 2026-07-07 03:48:53,233 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
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|
||
[INFO|trainer.py:3815] 2026-07-07 03:48:53,268 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5
|
||
[INFO|configuration_utils.py:533] 2026-07-07 03:48:53,269 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-07 03:48:53,270 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/generation_config.json
|
||
{'loss': '3.079', 'grad_norm': '32.75', 'learning_rate': '5.714e-06', 'epoch': '0.01093'}
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
{'loss': '1.51', 'grad_norm': '2.938', 'learning_rate': '2.098e-07', 'epoch': '0.9399'}
|
||
{'loss': '1.512', 'grad_norm': '2.016', 'learning_rate': '1.438e-07', 'epoch': '0.9508'}
|
||
{'loss': '1.485', 'grad_norm': '1.867', 'learning_rate': '9.023e-08', 'epoch': '0.9617'}
|
||
{'loss': '1.532', 'grad_norm': '2.047', 'learning_rate': '4.902e-08', 'epoch': '0.9727'}
|
||
{'loss': '1.423', 'grad_norm': '1.945', 'learning_rate': '2.027e-08', 'epoch': '0.9836'}
|
||
{'loss': '1.529', 'grad_norm': '2.094', 'learning_rate': '4.005e-09', 'epoch': '0.9945'}
|
||
{'train_runtime': '3646', 'train_samples_per_second': '0.502', 'train_steps_per_second': '0.126', 'train_loss': '1.624', 'epoch': '1'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.18it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.18it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-07 03:48:54,120 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-07 03:48:54,238 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-07 03:48:54,259 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.0
|
||
total_flos = 203238625GF
|
||
train_loss = 1.6237
|
||
train_runtime = 1:00:45.87
|
||
train_samples_per_second = 0.502
|
||
train_steps_per_second = 0.126
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/training_loss.png
|
||
[WARNING|2026-07-07 03:48:54] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-07 03:48:54] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-07 03:48:54,376 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|