2257 lines
516 KiB
Plaintext
2257 lines
516 KiB
Plaintext
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[2026-07-16 01:39:36] stage 1/1: /home/ll/llm4rec/experiments/configs/v48_v29_clean_fused_lr45e7_ep040.yaml
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/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-16 01:39:39] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:769] 2026-07-16 01:39:39,139 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 01:39:39,142 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-16 01:39:39,835 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 01:39:39,836 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-16 01:39:39,865 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 01:39:39,866 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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|||
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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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|||
|
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
|
|||
|
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"rope_parameters": {
|
|||
|
|
"rope_theta": 1000000,
|
|||
|
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"rope_type": "default"
|
|||
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},
|
|||
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"sliding_window": null,
|
|||
|
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"tie_word_embeddings": false,
|
|||
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"transformers_version": "5.6.0",
|
|||
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"use_cache": false,
|
|||
|
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"use_sliding_window": false,
|
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"vocab_size": 176253
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}
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[INFO|2026-07-16 01:39:40] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v48_clean_fused.jsonl...
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Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.
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Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 11600 examples [00:00, 215187.64 examples/s]
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Converting format of dataset (num_proc=16): 0%| | 0/11600 [00:00<?, ? examples/s]
Converting format of dataset (num_proc=16): 6%|▋ | 725/11600 [00:00<00:04, 2592.84 examples/s]
Converting format of dataset (num_proc=16): 100%|██████████| 11600/11600 [00:00<00:00, 27982.74 examples/s]
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Running tokenizer on dataset (num_proc=16): 0%| | 0/11600 [00:00<?, ? examples/s]
Running tokenizer on dataset (num_proc=16): 6%|▋ | 725/11600 [00:02<00:31, 341.50 examples/s]
Running tokenizer on dataset (num_proc=16): 12%|█▎ | 1450/11600 [00:03<00:20, 505.99 examples/s]
Running tokenizer on dataset (num_proc=16): 19%|█▉ | 2175/11600 [00:03<00:15, 607.93 examples/s]
Running tokenizer on dataset (num_proc=16): 25%|██▌ | 2900/11600 [00:04<00:13, 665.38 examples/s]
Running tokenizer on dataset (num_proc=16): 31%|███▏ | 3625/11600 [00:05<00:11, 687.79 examples/s]
Running tokenizer on dataset (num_proc=16): 38%|███▊ | 4350/11600 [00:06<00:10, 720.93 examples/s]
Running tokenizer on dataset (num_proc=16): 44%|████▍ | 5075/11600 [00:07<00:08, 726.19 examples/s]
Running tokenizer on dataset (num_proc=16): 50%|█████ | 5800/11600 [00:08<00:08, 713.99 examples/s]
Running tokenizer on dataset (num_proc=16): 56%|█████▋ | 6525/11600 [00:09<00:06, 728.19 examples/s]
Running tokenizer on dataset (num_proc=16): 62%|██████▎ | 7250/11600 [00:10<00:05, 733.66 examples/s]
Running tokenizer on dataset (num_proc=16): 69%|██████▉ | 7975/11600 [00:11<00:04, 759.48 examples/s]
Running tokenizer on dataset (num_proc=16): 75%|███████▌ | 8700/11600 [00:12<00:03, 750.26 examples/s]
Running tokenizer on dataset (num_proc=16): 81%|████████▏ | 9425/11600 [00:13<00:03, 709.49 examples/s]
Running tokenizer on dataset (num_proc=16): 88%|████████▊ | 10150/11600 [00:14<00:01, 726.05 examples/s]
Running tokenizer on dataset (num_proc=16): 94%|█████████▍| 10875/11600 [00:15<00:00, 731.91 examples/s]
Running tokenizer on dataset (num_proc=16): 100%|██████████| 11600/11600 [00:16<00:00, 765.74 examples/s]
Running tokenizer on dataset (num_proc=16): 100%|██████████| 11600/11600 [00:16<00:00, 694.90 examples/s]
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training example:
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input_ids:
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[151644, 872, 198, 10904, 20002, 108221, 100022, 10958, 28311, 10904, 17, 15, 17, 20, 12, 15, 19, 12, 17, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 157128, 163069, 171261, 198, 10904, 17, 15, 17, 20, 12, 15, 19, 12, 17, 22, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 151879, 161120, 171516, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 15, 17, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152304, 167735, 169184, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 15, 19, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154619, 167986, 175570, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 16, 16, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 75437, 100541, 60, 220, 176249, 157576, 166095, 171237, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 16, 23, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159807, 161253, 171218, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 16, 24, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 151875, 161195, 173567, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 17, 16, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154619, 163301, 171962, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 17, 18, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154704, 160197, 173567, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 17, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154619, 160521, 176072, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154619, 160521, 176072, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 17, 23, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 156326, 165895, 172056, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 15, 17, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154446, 166786, 168699, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 15, 18, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 156719, 163843, 168286, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 15, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154446, 166786, 168699, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 15, 23, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152304, 161499, 168709, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 16, 16, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159843, 162673, 175853, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 17, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 153778, 167452, 171285, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 17, 24, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159843, 160512, 169325, 198, 10904, 17, 15, 17, 20, 12, 15, 22, 12, 16, 23, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 153778, 167452, 171285, 198, 10904, 17, 15, 17, 20, 12, 15, 24, 12, 17, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 153370, 162184, 171808, 198, 10904, 17, 15, 17, 20, 12, 16, 15, 12, 15, 24, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154619, 166679, 173655, 198, 10904, 17, 15, 17, 20, 12, 16, 15, 12, 16, 17, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 14, 104181, 75437, 100541, 60, 220, 176249, 157576, 165061, 174331, 198, 10904, 17, 15, 17, 20, 12, 16, 15, 12, 16, 23, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154505, 167228, 171347, 198, 10904, 17, 15, 17, 20, 12, 16, 16, 12, 15, 18, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 155036, 162867, 171408, 198, 10904, 17, 15, 17, 20, 12, 16, 16, 12, 15, 19, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 156041, 161660, 176032, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 155036, 167836, 175983, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 158296, 162107, 173616, 19
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inputs:
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<|im_start|>user
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【用户交互历史】：
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【2025-04-26】
|
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--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3208><s_c_3208>
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【2025-04-27】
|
|||
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--:-- [商品-购买] <|prod_begin|><s_a_210><s_b_1259><s_c_3463>
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【2025-05-02】
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|
|
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_7874><s_c_1131>
|
|||
|
|
【2025-05-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8125><s_c_7517>
|
|||
|
|
【2025-05-11】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_5907><s_b_6234><s_c_3184>
|
|||
|
|
【2025-05-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1392><s_c_3165>
|
|||
|
|
【2025-05-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_206><s_b_1334><s_c_5514>
|
|||
|
|
【2025-05-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3440><s_c_3909>
|
|||
|
|
【2025-05-23】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_336><s_c_5514>
|
|||
|
|
【2025-05-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
|
|||
|
|
【2025-05-28】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_6034><s_c_4003>
|
|||
|
|
【2025-06-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
|
|||
|
|
【2025-06-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5050><s_b_3982><s_c_233>
|
|||
|
|
【2025-06-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
|
|||
|
|
【2025-06-08】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_1638><s_c_656>
|
|||
|
|
【2025-06-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_2812><s_c_7800>
|
|||
|
|
【2025-06-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
|
|||
|
|
【2025-06-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>
|
|||
|
|
【2025-07-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
|
|||
|
|
【2025-09-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1701><s_b_2323><s_c_3755>
|
|||
|
|
【2025-10-09】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_5602>
|
|||
|
|
【2025-10-12】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_5200><s_c_6278>
|
|||
|
|
【2025-10-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7367><s_c_3294>
|
|||
|
|
【2025-11-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3006><s_c_3355>
|
|||
|
|
【2025-11-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7979>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_7930>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2246><s_c_5563>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_2820>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_6202>
|
|||
|
|
【2025-11-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5658><s_c_3726>
|
|||
|
|
【2025-11-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5667><s_b_697><s_c_677>
|
|||
|
|
【2025-11-12】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3079>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
|
|||
|
|
【2025-11-13】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_6278>
|
|||
|
|
【2025-11-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_7342><s_c_5673>
|
|||
|
|
【2025-11-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_2294>
|
|||
|
|
【2025-11-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4543>
|
|||
|
|
【2025-11-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_7066>
|
|||
|
|
【2025-11-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6607><s_c_6240>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5128><s_c_5235>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_958>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_4056><s_c_3265>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
|
|||
|
|
【2025-11-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2422><s_b_1227><s_c_5563>
|
|||
|
|
【2025-11-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5727><s_c_1433>
|
|||
|
|
【2025-11-27】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_4037><s_c_5563>
|
|||
|
|
【2025-11-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_3958>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_6988>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2344><s_b_5727><s_c_4573>
|
|||
|
|
【2025-11-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
|
|||
|
|
【2025-12-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_2547><s_c_3034>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5748><s_c_958>
|
|||
|
|
【2025-12-05】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_4917><s_c_958>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4669><s_b_451><s_c_2513>
|
|||
|
|
【2025-12-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2860><s_b_3321><s_c_616>
|
|||
|
|
【2025-12-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3958>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_589><s_b_6234><s_c_1870>
|
|||
|
|
【2025-12-11】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_1738>
|
|||
|
|
【2025-12-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_7292><s_c_1726>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_3894><s_c_2249>
|
|||
|
|
【2025-12-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2070><s_b_321><s_c_4519>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_2103><s_c_1841>
|
|||
|
|
【2025-12-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4427><s_b_4949><s_c_1957>
|
|||
|
|
【2025-12-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
|
|||
|
|
【2025-12-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_4458><s_c_2226>
|
|||
|
|
【2025-12-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4953><s_c_6327>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_2056><s_c_593>
|
|||
|
|
【2025-12-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5101><s_c_4422>
|
|||
|
|
【2025-12-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
|
|||
|
|
【2025-12-31】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5558><s_b_196><s_c_70>
|
|||
|
|
【2026-01-04】
|
|||
|
|
10:18 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
|||
|
|
10:18 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_5936>
|
|||
|
|
10:21 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
|
|||
|
|
10:35 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5511><s_c_1232>
|
|||
|
|
【2026-01-05】
|
|||
|
|
03:11 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_2792><s_c_1389>
|
|||
|
|
03:13 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
|
|||
|
|
03:14 [广告-深度转化] <|ad_begin|><s_a_2125><s_b_414><s_c_4515>
|
|||
|
|
03:15 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5200><s_c_4159>
|
|||
|
|
03:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
|
|||
|
|
03:18 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
|
|||
|
|
07:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3973><s_c_2452>
|
|||
|
|
【2026-01-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_5941>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_5952><s_c_4663>
|
|||
|
|
01:43 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_3447><s_c_360>
|
|||
|
|
06:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_4930>
|
|||
|
|
07:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6234><s_c_3447>
|
|||
|
|
【2026-01-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
|
|||
|
|
09:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5273>
|
|||
|
|
12:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4932>
|
|||
|
|
【2026-01-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_4543>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
|
|||
|
|
04:50 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
|
|||
|
|
04:52 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
|
|||
|
|
04:52 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4730>
|
|||
|
|
07:30 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_3006><s_c_2808>
|
|||
|
|
07:30 [广告-深度转化] <|ad_begin|><s_a_2025><s_b_1232><s_c_2261>
|
|||
|
|
08:59 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_6341>
|
|||
|
|
【2026-01-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1984><s_c_5673>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2069><s_c_7550>
|
|||
|
|
【2026-01-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6058><s_c_535>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3399><s_c_1938>
|
|||
|
|
02:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_7091>
|
|||
|
|
【2026-01-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_6426><s_c_887>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_746><s_c_1541>
|
|||
|
|
【2026-01-12】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_1059>
|
|||
|
|
05:01 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
|
|||
|
|
05:34 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1119><s_c_4932>
|
|||
|
|
09:31 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
|
|||
|
|
【2026-01-13】
|
|||
|
|
02:24 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6913><s_c_1720>
|
|||
|
|
07:15 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_7261><s_c_5673>
|
|||
|
|
07:16 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
|
|||
|
|
【2026-01-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1806><s_c_4859>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2863><s_c_5563>
|
|||
|
|
【2026-01-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
|
|||
|
|
09:11 [广告-深度转化] <|ad_begin|><s_a_5570><s_b_6435><s_c_5413>
|
|||
|
|
09:11 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_423><s_c_3016>
|
|||
|
|
09:13 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1413><s_c_4159>
|
|||
|
|
09:31 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_697><s_c_5209>
|
|||
|
|
【2026-01-16】
|
|||
|
|
03:44 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_620><s_c_4595>
|
|||
|
|
06:36 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7571><s_c_6962>
|
|||
|
|
【2026-01-19】
|
|||
|
|
04:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1434><s_c_2337>
|
|||
|
|
04:43 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
|
|||
|
|
【2026-01-20】
|
|||
|
|
01:12 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
|
|||
|
|
【2026-01-21】
|
|||
|
|
04:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_4487>
|
|||
|
|
07:58 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_4548>
|
|||
|
|
07:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1914>
|
|||
|
|
09:19 [广告-点击] <|ad_begin|><s_a_5529><s_b_1431><s_c_773>
|
|||
|
|
【2026-01-22】
|
|||
|
|
02:35 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_558><s_c_6278>
|
|||
|
|
02:35 [视频-点赞/长播] <|video_begin|><s_a_3241><s_b_8179><s_c_5563>
|
|||
|
|
03:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
|
|||
|
|
03:11 [广告-点击] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
|
|||
|
|
03:12 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
|
|||
|
|
03:12 [广告-点击] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
|
|||
|
|
03:12 [广告-点击] <|ad_begin|><s_a_4540><s_b_5175><s_c_7695>
|
|||
|
|
03:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>
|
|||
|
|
04:02 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_404><s_c_5061>
|
|||
|
|
04:02 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_5711><s_c_7257>
|
|||
|
|
04:02 [视频-关注/长播] <|video_begin|><s_a_7893><s_b_7390><s_c_3830>
|
|||
|
|
04:07 [广告-点击] <|ad_begin|><s_a_4071><s_b_4295><s_c_2189>
|
|||
|
|
04:25 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_2828><s_c_1254>
|
|||
|
|
04:27 [视频-关注/长播] <|video_begin|><s_a_1108><s_b_6972><s_c_1428>
|
|||
|
|
04:32 [视频-点赞/长播] <|video_begin|><s_a_6442><s_b_765><s_c_5563>
|
|||
|
|
04:32 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_5270><s_c_4599>
|
|||
|
|
05:20 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
|
|||
|
|
05:20 [广告-点击] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
|
|||
|
|
05:22 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
|
|||
|
|
05:22 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
|
|||
|
|
05:24 [广告-点击] <|ad_begin|><s_a_5932><s_b_989><s_c_6468>
|
|||
|
|
06:40 [视频-收藏/长播] <|video_begin|><s_a_4815><s_b_6234><s_c_7106>
|
|||
|
|
07:45 [广告-深度转化] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
|
|||
|
|
07:45 [广告-点击] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
|
|||
|
|
08:45 [广告-点击] <|ad_begin|><s_a_5903><s_b_404><s_c_5061>
|
|||
|
|
【2026-01-23】
|
|||
|
|
03:18 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>
|
|||
|
|
05:43 [视频-关注/长播] <|video_begin|><s_a_7268><s_b_5081><s_c_1477>
|
|||
|
|
07:46 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
|
|||
|
|
07:46 [广告-点击] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
|
|||
|
|
07:46 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_3026>
|
|||
|
|
09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7149><s_b_4945><s_c_808>
|
|||
|
|
09:59 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_7959><s_c_7695>
|
|||
|
|
10:13 [视频-点赞/长播] <|video_begin|><s_a_2012><s_b_7390><s_c_237>
|
|||
|
|
【2026-01-24】
|
|||
|
|
00:07 [视频-收藏/长播] <|video_begin|><s_a_7149><s_b_4000><s_c_5673>
|
|||
|
|
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_7149><s_b_573><s_c_1719>
|
|||
|
|
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_6140><s_b_1002><s_c_4641>
|
|||
|
|
04:53 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_2409>
|
|||
|
|
05:38 [广告-点击] <|ad_begin|><s_a_6229><s_b_5349><s_c_5673>
|
|||
|
|
07:42 [视频-关注/长播] <|video_begin|><s_a_3241><s_b_6525><s_c_7807>
|
|||
|
|
07:48 [视频-关注/长播] <|video_begin|><s_a_2405><s_b_4167><s_c_5135>
|
|||
|
|
08:06 [视频-转发/收藏/长播] <|video_begin|><s_a_1883><s_b_6006><s_c_4979>
|
|||
|
|
08:06 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_5727><s_c_3948>
|
|||
|
|
08:45 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7746><s_c_5663>
|
|||
|
|
10:20 [视频-收藏/长播] <|video_begin|><s_a_7411><s_b_7946><s_c_1272>
|
|||
|
|
10:45 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_4305><s_c_3034>
|
|||
|
|
23:01 [视频-转发/长播] <|video_begin|><s_a_458><s_b_57><s_c_7106>
|
|||
|
|
【2026-01-25】
|
|||
|
|
00:02 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_1137><s_c_1428>
|
|||
|
|
06:19 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
|
|||
|
|
06:19 [广告-点击] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
|
|||
|
|
06:32 [广告-点击] <|ad_begin|><s_a_6140><s_b_3932><s_c_3447>
|
|||
|
|
【2026-01-26】
|
|||
|
|
00:44 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_4475><s_c_2781>
|
|||
|
|
02:07 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
|||
|
|
02:07 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
|||
|
|
02:19 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_6442><s_c_1697>
|
|||
|
|
02:44 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1002><s_c_1428>
|
|||
|
|
07:17 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_4542><s_c_4932>
|
|||
|
|
【2026-01-27】
|
|||
|
|
03:38 [视频-关注/长播] <|video_begin|><s_a_2012><s_b_5369><s_c_3034>
|
|||
|
|
03:44 [视频-转发/长播] <|video_begin|><s_a_5695><s_b_741><s_c_3062>
|
|||
|
|
03:49 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_19><s_c_3676>
|
|||
|
|
03:49 [视频-关注/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_853>
|
|||
|
|
04:04 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_4839><s_c_3026>
|
|||
|
|
04:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
|
|||
|
|
04:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
|
|||
|
|
04:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2447>
|
|||
|
|
04:26 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
|
|||
|
|
04:26 [广告-点击] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
|
|||
|
|
04:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
|
|||
|
|
04:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
|
|||
|
|
04:27 [广告-点击] <|ad_begin|><s_a_7034><s_b_1892><s_c_4180>
|
|||
|
|
04:28 [视频-关注/长播] <|video_begin|><s_a_1883><s_b_558><s_c_4926>
|
|||
|
|
04:33 [视频-关注/长播] <|video_begin|><s_a_2181><s_b_8125><s_c_362>
|
|||
|
|
04:33 [视频-关注/点赞/长播] <|video_begin|><s_a_6776><s_b_588><s_c_46>
|
|||
|
|
04:37 [广告-点击] <|ad_begin|><s_a_7042><s_b_5893><s_c_1>
|
|||
|
|
04:53 [视频-点赞/长播] <|video_begin|><s_a_3990><s_b_4430><s_c_5677>
|
|||
|
|
04:54 [视频-收藏/长播] <|video_begin|><s_a_6490><s_b_1740><s_c_6442>
|
|||
|
|
05:04 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7390><s_c_6442>
|
|||
|
|
09:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5968><s_b_1029><s_c_1659>
|
|||
|
|
09:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>
|
|||
|
|
【2026-01-28】
|
|||
|
|
03:40 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
|
|||
|
|
03:40 [广告-点击] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
|
|||
|
|
03:41 [广告-点击] <|ad_begin|><s_a_3956><s_b_4010><s_c_6930>
|
|||
|
|
04:17 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_3420><s_c_1162>
|
|||
|
|
04:19 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
|
|||
|
|
04:19 [广告-点击] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
|
|||
|
|
04:20 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
|
|||
|
|
04:20 [广告-点击] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
|
|||
|
|
04:21 [广告-点击] <|ad_begin|><s_a_4835><s_b_1798><s_c_7713>
|
|||
|
|
04:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
|
|||
|
|
04:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
|
|||
|
|
05:47 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
|
|||
|
|
05:47 [广告-点击] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
|
|||
|
|
05:47 [广告-点击] <|ad_begin|><s_a_3627><s_b_1510><s_c_4180>
|
|||
|
|
08:48 [视频-关注/转发/长播] <|video_begin|><s_a_5695><s_b_5727><s_c_1428>
|
|||
|
|
09:50 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_1471>
|
|||
|
|
11:03 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
|
|||
|
|
11:03 [广告-点击] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
|
|||
|
|
【2026-01-29】
|
|||
|
|
01:32 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5359>
|
|||
|
|
02:00 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_7888><s_c_6782>
|
|||
|
|
10:38 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_4263>
|
|||
|
|
【2026-01-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6358><s_c_5563>
|
|||
|
|
06:58 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_104><s_c_360>
|
|||
|
|
【2026-01-31】
|
|||
|
|
01:08 [广告-点击] <|ad_begin|><s_a_7042><s_b_4944><s_c_1707>
|
|||
|
|
04:11 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_6072>
|
|||
|
|
04:18 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
|||
|
|
04:18 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
|||
|
|
04:36 [广告-点击] <|ad_begin|><s_a_1210><s_b_104><s_c_7268>
|
|||
|
|
06:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_1795><s_c_7268>
|
|||
|
|
23:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_8058><s_c_3775>
|
|||
|
|
【2026-02-01】
|
|||
|
|
00:35 [广告-点击] <|ad_begin|><s_a_562><s_b_3297><s_c_6707>
|
|||
|
|
00:38 [广告-点击] <|ad_begin|><s_a_7240><s_b_5904><s_c_5563>
|
|||
|
|
00:40 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
|
|||
|
|
02:51 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
|||
|
|
02:51 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
|||
|
|
02:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6170><s_c_5677>
|
|||
|
|
04:18 [广告-点击] <|ad_begin|><s_a_7710><s_b_5869><s_c_2699>
|
|||
|
|
04:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
|
|||
|
|
04:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_3011>
|
|||
|
|
05:09 [广告-点击] <|ad_begin|><s_a_5368><s_b_6550><s_c_2321>
|
|||
|
|
09:12 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
|
|||
|
|
10:57 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
|
|||
|
|
10:57 [广告-点击] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
|
|||
|
|
23:57 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_1642><s_c_6616>
|
|||
|
|
【2026-02-02】
|
|||
|
|
00:14 [广告-点击] <|ad_begin|><s_a_805><s_b_800><s_c_4192>
|
|||
|
|
01:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4508><s_c_1161>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_577><s_b_152><s_c_475>
|
|||
|
|
09:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4305><s_c_2756>
|
|||
|
|
23:58 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2820>
|
|||
|
|
【2026-02-03】
|
|||
|
|
00:05 [视频-长播] <|video_begin|><s_a_3373><s_b_946><s_c_6977>
|
|||
|
|
00:33 [视频-长播] <|video_begin|><s_a_4646><s_b_2963><s_c_6629>
|
|||
|
|
00:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1595><s_c_2156>
|
|||
|
|
00:34 [视频-长播] <|video_begin|><s_a_3767><s_b_7965><s_c_7695>
|
|||
|
|
01:21 [视频-长播] <|video_begin|><s_a_532><s_b_8022><s_c_4341>
|
|||
|
|
01:53 [视频-转发/长播] <|video_begin|><s_a_7149><s_b_588><s_c_1451>
|
|||
|
|
02:00 [视频-长播] <|video_begin|><s_a_3510><s_b_3193><s_c_3026>
|
|||
|
|
02:00 [视频-长播] <|video_begin|><s_a_7409><s_b_4275><s_c_536>
|
|||
|
|
03:19 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_5445><s_c_1317>
|
|||
|
|
03:27 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2225>
|
|||
|
|
03:32 [视频-长播] <|video_begin|><s_a_5907><s_b_5445><s_c_5194>
|
|||
|
|
03:37 [视频-长播] <|video_begin|><s_a_4403><s_b_3589><s_c_6278>
|
|||
|
|
03:42 [视频-长播] <|video_begin|><s_a_3717><s_b_311><s_c_1428>
|
|||
|
|
04:15 [视频-点赞/长播] <|video_begin|><s_a_3600><s_b_1715><s_c_4570>
|
|||
|
|
04:38 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
|||
|
|
04:38 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
|
|||
|
|
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6819><s_c_853>
|
|||
|
|
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_558><s_c_1119>
|
|||
|
|
04:58 [视频-长播] <|video_begin|><s_a_7879><s_b_2865><s_c_47>
|
|||
|
|
07:22 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
|
|||
|
|
07:22 [广告-点击] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
|
|||
|
|
07:23 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
|
|||
|
|
07:24 [视频-长播] <|video_begin|><s_a_5998><s_b_8179><s_c_904>
|
|||
|
|
07:24 [视频-长播] <|video_begin|><s_a_993><s_b_2854><s_c_5843>
|
|||
|
|
23:38 [视频-长播] <|video_begin|><s_a_4646><s_b_1284><s_c_359>
|
|||
|
|
23:38 [视频-长播] <|video_begin|><s_a_7312><s_b_2419><s_c_607>
|
|||
|
|
23:45 [视频-长播] <|video_begin|><s_a_1883><s_b_3828><s_c_3054>
|
|||
|
|
23:46 [视频-长播] <|video_begin|><s_a_458><s_b_3420><s_c_607>
|
|||
|
|
23:51 [广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_5349>
|
|||
|
|
23:56 [视频-长播] <|video_begin|><s_a_16><s_b_8179><s_c_2370>
|
|||
|
|
23:56 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_677>
|
|||
|
|
【2026-02-04】
|
|||
|
|
00:09 [视频-长播] <|video_begin|><s_a_2252><s_b_414><s_c_4810>
|
|||
|
|
03:26 [视频-长播] <|video_begin|><s_a_7149><s_b_7016><s_c_1957>
|
|||
|
|
03:26 [视频-长播] <|video_begin|><s_a_7879><s_b_6045><s_c_4724>
|
|||
|
|
03:36 [广告-点击] <|ad_begin|><s_a_4928><s_b_800><s_c_5115>
|
|||
|
|
03:37 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
|||
|
|
03:37 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
|
|||
|
|
03:44 [视频-长播] <|video_begin|><s_a_457><s_b_4996><s_c_3041>
|
|||
|
|
04:24 [广告-点击] <|ad_begin|><s_a_1383><s_b_6874><s_c_7683>
|
|||
|
|
05:06 [视频-长播] <|video_begin|><s_a_5968><s_b_2826><s_c_6561>
|
|||
|
|
05:09 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
|
|||
|
|
05:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
|
|||
|
|
05:10 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
|
|||
|
|
05:10 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
|
|||
|
|
05:10 [广告-点击] <|ad_begin|><s_a_1210><s_b_727><s_c_2704>
|
|||
|
|
05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5061>
|
|||
|
|
05:46 [视频-长播] <|video_begin|><s_a_3829><s_b_5659><s_c_1935>
|
|||
|
|
05:46 [视频-长播] <|video_begin|><s_a_4646><s_b_1720><s_c_47>
|
|||
|
|
08:59 [广告-点击] <|ad_begin|><s_a_4649><s_b_1740><s_c_7099>
|
|||
|
|
09:00 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
|
|||
|
|
09:07 [视频-关注/点赞/长播] <|video_begin|><s_a_2350><s_b_6442><s_c_4879>
|
|||
|
|
09:15 [视频-长播] <|video_begin|><s_a_2428><s_b_4688><s_c_2530>
|
|||
|
|
09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6436><s_c_7925>
|
|||
|
|
09:16 [视频-关注/点赞/长播] <|video_begin|><s_a_8159><s_b_7749><s_c_5209>
|
|||
|
|
23:32 [视频-长播] <|video_begin|><s_a_5019><s_b_632><s_c_2530>
|
|||
|
|
23:33 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_7718>
|
|||
|
|
【2026-02-05】
|
|||
|
|
00:10 [视频-长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
|
|||
|
|
00:10 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_7437><s_c_853>
|
|||
|
|
00:14 [视频-长播] <|video_begin|><s_a_4646><s_b_3447><s_c_7378>
|
|||
|
|
00:16 [视频-长播] <|video_begin|><s_a_7149><s_b_19><s_c_2123>
|
|||
|
|
01:08 [视频-长播] <|video_begin|><s_a_3510><s_b_1642><s_c_47>
|
|||
|
|
01:08 [视频-长播] <|video_begin|><s_a_1336><s_b_952><s_c_853>
|
|||
|
|
01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_7749><s_c_1161>
|
|||
|
|
01:29 [视频-长播] <|video_begin|><s_a_1883><s_b_6972><s_c_7979>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3208><s_c_3111>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1953><s_b_7537><s_c_7706>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_3165>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_605><s_b_6426><s_c_7656>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_2808><s_c_5331>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_152><s_c_941>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6675><s_c_7656>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_3635><s_c_7334>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_6426><s_c_4109>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_3132><s_c_3317>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1715><s_c_3650>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_3295><s_c_8099>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_1165><s_c_5957>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_203><s_c_4134>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7604><s_c_2077>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1290><s_c_3240>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
|
|||
|
|
03:11 [广告-点击] <|ad_begin|><s_a_7034><s_b_1188><s_c_4952>
|
|||
|
|
03:31 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_351><s_c_5673>
|
|||
|
|
03:35 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_4305><s_c_607>
|
|||
|
|
03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7312><s_b_2008><s_c_360>
|
|||
|
|
04:00 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4200>
|
|||
|
|
04:47 [视频-长播] <|video_begin|><s_a_6219><s_b_5329><s_c_6754>
|
|||
|
|
04:53 [视频-长播] <|video_begin|><s_a_4064><s_b_1720><s_c_3026>
|
|||
|
|
04:54 [视频-长播] <|video_begin|><s_a_3510><s_b_451><s_c_6112>
|
|||
|
|
04:54 [视频-长播] <|video_begin|><s_a_3363><s_b_6006><s_c_7899>
|
|||
|
|
04:54 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_1591>
|
|||
|
|
05:02 [视频-长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
|
|||
|
|
06:17 [广告-点击] <|ad_begin|><s_a_1383><s_b_4723><s_c_7616>
|
|||
|
|
06:18 [广告-深度转化] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
|
|||
|
|
06:18 [广告-点击] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
|
|||
|
|
06:19 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
|
|||
|
|
06:19 [广告-点击] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
|
|||
|
|
06:20 [广告-深度转化] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
|
|||
|
|
06:20 [广告-点击] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
|
|||
|
|
06:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1510><s_c_2678>
|
|||
|
|
08:11 [视频-评论/收藏/长播] <|video_begin|><s_a_16><s_b_4262><s_c_3775>
|
|||
|
|
08:22 [视频-长播] <|video_begin|><s_a_3373><s_b_621><s_c_47>
|
|||
|
|
08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_4262><s_c_7979>
|
|||
|
|
08:43 [视频-长播] <|video_begin|><s_a_3935><s_b_6045><s_c_853>
|
|||
|
|
08:51 [视频-长播] <|video_begin|><s_a_3510><s_b_6045><s_c_77>
|
|||
|
|
08:59 [广告-深度转化] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
|
|||
|
|
08:59 [广告-点击] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
|
|||
|
|
11:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_1740><s_c_2242>
|
|||
|
|
【2026-02-06】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6352><s_c_2770>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_747><s_b_6224><s_c_1553>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1906><s_b_7764><s_c_6971>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_1303>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_2091><s_c_7743>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6352><s_c_3824>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_1157>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4458><s_c_3909>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_779><s_b_3233><s_c_1644>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_3340><s_c_3456>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_6209><s_c_4899>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_1717><s_c_1900>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
|
|||
|
|
角色任务：你是一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）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
|||
|
|
核心判定逻辑（递进性准则）：
|
|||
|
|
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
|
|||
|
|
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
|||
|
|
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
|||
|
|
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
|||
|
|
请围绕以下主题提取行为逻辑链：
|
|||
|
|
主题：从泛化健康焦虑到聚焦特定问题的解决方案探索
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从泛化健康焦虑到聚焦特定问题的解决方案探索",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
{"logic_chain":{"name":"从泛化健康焦虑到聚焦特定问题的解决方案探索","events":[{"date":"2025-06-26","action":"[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>","logic":"问题触发与初步尝试：首次购买明确指向“便秘”问题的产品，表明用户开始正视该健康问题，并尝试通过天然食疗方式解决。"},{"date":"2025-06-29","action":"[商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>","logic":"认知升级与路径修正：在购买食疗产品后仅3天，用户迅速转向购买具有明确药理作用的“通便”胶囊。这表明食疗方案可能效果不佳或不及时，促使用户寻求更直接、更强效的药物解决方案，完成了从“调理”到“治疗”的认知跃迁。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2025-08-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
|
|||
|
|
【2025-09-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7493><s_b_6690><s_c_3650>
|
|||
|
|
【2025-09-08】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_2539><s_c_937>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_8049><s_c_3676>
|
|||
|
|
【2025-09-17】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_7517><s_c_1995>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_3480><s_c_7377>
|
|||
|
|
【2025-09-18】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_5347>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_5886><s_c_3674>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3139><s_b_4916><s_c_3884>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_6197><s_c_4481>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_6462><s_c_574>
|
|||
|
|
【2025-09-19】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7901><s_b_1120><s_c_919>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_1312><s_c_8120>
|
|||
|
|
【2025-09-25】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_3480><s_c_526>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_4126>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_6462><s_c_574>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_5886><s_c_5347>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6733><s_b_7517><s_c_3498>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2643><s_b_1799><s_c_1012>
|
|||
|
|
【2025-09-26】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4390><s_b_4516><s_c_309>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7938><s_b_6351><s_c_7994>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4988><s_b_7090><s_c_16>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3132><s_b_741><s_c_2144>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5978><s_b_2787><s_c_2527>
|
|||
|
|
【2025-09-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5726><s_c_16>
|
|||
|
|
【2025-10-05】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7023><s_b_6466><s_c_4302>
|
|||
|
|
【2025-10-09】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_485><s_b_2615><s_c_4857>
|
|||
|
|
【2025-10-10】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5982><s_b_6545><s_c_1014>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_5713>
|
|||
|
|
【2025-10-11】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>
|
|||
|
|
【2025-10-12】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5682><s_b_2347><s_c_1056>
|
|||
|
|
【2025-10-13】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7603><s_c_7877>
|
|||
|
|
【2025-10-14】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2049><s_b_2119><s_c_2413>
|
|||
|
|
【2025-10-16】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_107><s_b_5974><s_c_2788>
|
|||
|
|
【2025-10-19】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_398>
|
|||
|
|
【2025-10-20】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5315><s_b_4037><s_c_5658>
|
|||
|
|
【2025-10-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_6110><s_c_2785>
|
|||
|
|
【2025-10-29】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
|
|||
|
|
【2025-11-05】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4265><s_b_1434><s_c_616>
|
|||
|
|
【2025-11-08】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_6266>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_4485><s_c_5563>
|
|||
|
|
【2025-11-09】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1808><s_b_6860><s_c_1278>
|
|||
|
|
【2025-11-10】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_1957>
|
|||
|
|
【2025-11-16】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_6393>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_1555><s_c_7267>
|
|||
|
|
【2025-11-17】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2700><s_b_6905><s_c_4038>
|
|||
|
|
【2025-11-20】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2421><s_b_5363><s_c_4079>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7493><s_b_1910><s_c_603>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3><s_b_6197><s_c_2856>
|
|||
|
|
【2025-12-17】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5824><s_b_5727><s_c_6202>
|
|||
|
|
【2025-12-28】
|
|||
|
|
14:54 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_47>
|
|||
|
|
15:43 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
|
|||
|
|
【2025-12-29】
|
|||
|
|
01:44 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_7180><s_c_5673>
|
|||
|
|
02:59 [广告-深度转化] <|ad_begin|><s_a_923><s_b_1230><s_c_3363>
|
|||
|
|
09:27 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_372>
|
|||
|
|
12:16 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_1141><s_c_5732>
|
|||
|
|
15:17 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7214><s_c_146>
|
|||
|
|
【2025-12-30】
|
|||
|
|
01:40 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_4092>
|
|||
|
|
02:39 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_5543><s_c_8180>
|
|||
|
|
05:21 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1339>
|
|||
|
|
【2025-12-31】
|
|||
|
|
18:18 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_2509>
|
|||
|
|
18:41 [广告-深度转化] <|ad_begin|><s_a_4002><s_b_6244><s_c_4654>
|
|||
|
|
18:42 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7295><s_c_1761>
|
|||
|
|
【2026-01-01】
|
|||
|
|
16:56 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_5631><s_c_2535>
|
|||
|
|
【2026-01-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1910><s_c_7840>
|
|||
|
|
14:28 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7333><s_c_5563>
|
|||
|
|
16:32 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6006><s_c_6792>
|
|||
|
|
18:06 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_1614>
|
|||
|
|
【2026-01-03】
|
|||
|
|
04:13 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_882>
|
|||
|
|
17:35 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_5061>
|
|||
|
|
【2026-01-04】
|
|||
|
|
04:41 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_3475>
|
|||
|
|
17:22 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_4932>
|
|||
|
|
【2026-01-05】
|
|||
|
|
13:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_672><s_c_4636>
|
|||
|
|
18:17 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6006><s_c_853>
|
|||
|
|
【2026-01-06】
|
|||
|
|
13:12 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5906>
|
|||
|
|
15:53 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_7395>
|
|||
|
|
16:11 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2854><s_c_4636>
|
|||
|
|
【2026-01-07】
|
|||
|
|
13:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2438>
|
|||
|
|
15:52 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_3422><s_c_2530>
|
|||
|
|
【2026-01-08】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_4916><s_c_1891>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_1910><s_c_7377>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_1801><s_c_410>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3139><s_b_4069><s_c_1787>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_7687><s_c_2834>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_53><s_b_5631><s_c_1353>
|
|||
|
|
04:41 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_5511><s_c_3913>
|
|||
|
|
04:41 [广告-点击] <|ad_begin|><s_a_5185><s_b_5511><s_c_3913>
|
|||
|
|
04:54 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
|
|||
|
|
04:54 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
|
|||
|
|
08:58 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7342><s_c_5851>
|
|||
|
|
08:58 [广告-点击] <|ad_begin|><s_a_7879><s_b_7342><s_c_5851>
|
|||
|
|
10:00 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6156>
|
|||
|
|
11:43 [广告-点击] <|ad_begin|><s_a_4815><s_b_5329><s_c_7072>
|
|||
|
|
14:24 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6275>
|
|||
|
|
15:11 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_56><s_c_5964>
|
|||
|
|
15:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_56><s_c_5964>
|
|||
|
|
【2026-01-09】
|
|||
|
|
06:09 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
|
|||
|
|
15:20 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4967>
|
|||
|
|
15:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1642><s_c_4967>
|
|||
|
|
16:58 [广告-深度转化] <|ad_begin|><s_a_5991><s_b_581><s_c_4147>
|
|||
|
|
16:58 [广告-点击] <|ad_begin|><s_a_5991><s_b_581><s_c_4147>
|
|||
|
|
【2026-01-10】
|
|||
|
|
05:07 [广告-深度转化] <|ad_begin|><s_a_5818><s_b_6234><s_c_8113>
|
|||
|
|
05:07 [广告-点击] <|ad_begin|><s_a_5818><s_b_6234><s_c_8113>
|
|||
|
|
05:46 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
|
|||
|
|
05:46 [广告-点击] <|ad_begin|><s_a_1210><s_b_5419><s_c_5349>
|
|||
|
|
07:19 [广告-深度转化] <|ad_begin|><s_a_99><s_b_1277><s_c_1935>
|
|||
|
|
07:19 [广告-点击] <|ad_begin|><s_a_99><s_b_1277><s_c_1935>
|
|||
|
|
13:36 [广告-深度转化] <|ad_begin|><s_a_335><s_b_1534><s_c_3998>
|
|||
|
|
13:36 [广告-点击] <|ad_begin|><s_a_335><s_b_1534><s_c_3998>
|
|||
|
|
14:28 [广告-点击] <|ad_begin|><s_a_5687><s_b_3930><s_c_534>
|
|||
|
|
14:32 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_7952><s_c_1223>
|
|||
|
|
14:32 [广告-点击] <|ad_begin|><s_a_1596><s_b_7952><s_c_1223>
|
|||
|
|
15:18 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4324><s_c_5717>
|
|||
|
|
15:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_4324><s_c_5717>
|
|||
|
|
【2026-01-11】
|
|||
|
|
06:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3727><s_c_3555>
|
|||
|
|
06:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_3727><s_c_3555>
|
|||
|
|
06:08 [广告-点击] <|ad_begin|><s_a_805><s_b_2308><s_c_3540>
|
|||
|
|
06:14 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_3447><s_c_6390>
|
|||
|
|
06:14 [广告-点击] <|ad_begin|><s_a_1210><s_b_3447><s_c_6390>
|
|||
|
|
06:23 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7608><s_c_4180>
|
|||
|
|
06:23 [广告-点击] <|ad_begin|><s_a_7034><s_b_7608><s_c_4180>
|
|||
|
|
06:38 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_1179>
|
|||
|
|
06:56 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_6085><s_c_4511>
|
|||
|
|
06:56 [广告-点击] <|ad_begin|><s_a_5932><s_b_6085><s_c_4511>
|
|||
|
|
10:42 [广告-点击] <|ad_begin|><s_a_5687><s_b_3302><s_c_7677>
|
|||
|
|
14:40 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_5892><s_c_6419>
|
|||
|
|
14:40 [广告-点击] <|ad_begin|><s_a_7038><s_b_5892><s_c_6419>
|
|||
|
|
14:40 [广告-点击] <|ad_begin|><s_a_3113><s_b_168><s_c_6451>
|
|||
|
|
14:42 [广告-点击] <|ad_begin|><s_a_3766><s_b_473><s_c_1322>
|
|||
|
|
【2026-01-12】
|
|||
|
|
03:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
|
|||
|
|
03:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
|
|||
|
|
10:03 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_8077>
|
|||
|
|
12:17 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_4926>
|
|||
|
|
12:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1337><s_c_2454>
|
|||
|
|
12:21 [广告-点击] <|ad_begin|><s_a_5687><s_b_1337><s_c_2454>
|
|||
|
|
14:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5833><s_c_5657>
|
|||
|
|
14:07 [广告-点击] <|ad_begin|><s_a_5115><s_b_5833><s_c_5657>
|
|||
|
|
14:49 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_4340><s_c_2803>
|
|||
|
|
14:49 [广告-点击] <|ad_begin|><s_a_7034><s_b_4340><s_c_2803>
|
|||
|
|
14:53 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4369><s_c_3454>
|
|||
|
|
14:53 [广告-点击] <|ad_begin|><s_a_1596><s_b_4369><s_c_3454>
|
|||
|
|
14:55 [广告-点击] <|ad_begin|><s_a_7034><s_b_3043><s_c_3775>
|
|||
|
|
15:37 [广告-点击] <|ad_begin|><s_a_7879><s_b_7498><s_c_4851>
|
|||
|
|
16:05 [广告-点击] <|ad_begin|><s_a_7314><s_b_6006><s_c_6388>
|
|||
|
|
16:59 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_1141><s_c_3026>
|
|||
|
|
16:59 [广告-点击] <|ad_begin|><s_a_3528><s_b_1141><s_c_3026>
|
|||
|
|
【2026-01-13】
|
|||
|
|
02:44 [广告-点击] <|ad_begin|><s_a_3578><s_b_6006><s_c_4783>
|
|||
|
|
02:52 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_1141><s_c_3026>
|
|||
|
|
02:52 [广告-点击] <|ad_begin|><s_a_6275><s_b_1141><s_c_3026>
|
|||
|
|
03:33 [广告-点击] <|ad_begin|><s_a_5632><s_b_2789><s_c_6725>
|
|||
|
|
【2026-01-15】
|
|||
|
|
16:18 [广告-点击] <|ad_begin|><s_a_655><s_b_7608><s_c_5563>
|
|||
|
|
【2026-01-16】
|
|||
|
|
02:38 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_8113>
|
|||
|
|
【2026-01-17】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_887><s_b_5757><s_c_2672>
|
|||
|
|
02:59 [广告-点击] <|ad_begin|><s_a_5295><s_b_3932><s_c_5518>
|
|||
|
|
【2026-01-18】
|
|||
|
|
02:16 [广告-点击] <|ad_begin|><s_a_6958><s_b_7180><s_c_2756>
|
|||
|
|
08:01 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6779><s_c_7945>
|
|||
|
|
08:01 [广告-点击] <|ad_begin|><s_a_5115><s_b_6779><s_c_7945>
|
|||
|
|
【2026-01-19】
|
|||
|
|
02:06 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_7218><s_c_7308>
|
|||
|
|
02:06 [广告-点击] <|ad_begin|><s_a_4818><s_b_7218><s_c_7308>
|
|||
|
|
02:22 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3932><s_c_339>
|
|||
|
|
02:22 [广告-点击] <|ad_begin|><s_a_1584><s_b_3932><s_c_339>
|
|||
|
|
02:37 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1119>
|
|||
|
|
02:37 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1119>
|
|||
|
|
04:08 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4134><s_c_2932>
|
|||
|
|
04:08 [广告-点击] <|ad_begin|><s_a_2817><s_b_4134><s_c_2932>
|
|||
|
|
10:11 [广告-深度转化] <|ad_begin|><s_a_1195><s_b_7181><s_c_4511>
|
|||
|
|
10:11 [广告-点击] <|ad_begin|><s_a_1195><s_b_7181><s_c_4511>
|
|||
|
|
15:18 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_370><s_c_1005>
|
|||
|
|
15:18 [广告-点击] <|ad_begin|><s_a_1981><s_b_370><s_c_1005>
|
|||
|
|
15:36 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_7342><s_c_736>
|
|||
|
|
15:36 [广告-点击] <|ad_begin|><s_a_2508><s_b_7342><s_c_736>
|
|||
|
|
16:09 [广告-深度转化] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
|
|||
|
|
16:09 [广告-点击] <|ad_begin|><s_a_5983><s_b_1910><s_c_5908>
|
|||
|
|
【2026-01-20】
|
|||
|
|
01:31 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1310><s_c_4487>
|
|||
|
|
01:31 [广告-点击] <|ad_begin|><s_a_2817><s_b_1310><s_c_4487>
|
|||
|
|
08:10 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_985><s_c_7601>
|
|||
|
|
08:10 [广告-点击] <|ad_begin|><s_a_7034><s_b_985><s_c_7601>
|
|||
|
|
【2026-01-21】
|
|||
|
|
01:25 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
|
|||
|
|
01:25 [广告-点击] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
|
|||
|
|
02:38 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4951><s_c_3998>
|
|||
|
|
02:38 [广告-点击] <|ad_begin|><s_a_1596><s_b_4951><s_c_3998>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7555><s_b_2103><s_c_1020>
|
|||
|
|
02:55 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_4754><s_c_5641>
|
|||
|
|
02:55 [广告-点击] <|ad_begin|><s_a_1210><s_b_4754><s_c_5641>
|
|||
|
|
03:07 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_7295><s_c_294>
|
|||
|
|
03:07 [广告-点击] <|ad_begin|><s_a_4745><s_b_7295><s_c_294>
|
|||
|
|
【2026-01-22】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_362><s_c_963>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_362><s_c_2233>
|
|||
|
|
06:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_4151><s_b_1434><s_c_4117>
|
|||
|
|
11:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_1089><s_c_3675>
|
|||
|
|
【2026-01-23】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3132><s_b_362><s_c_7732>
|
|||
|
|
03:37 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_1664>
|
|||
|
|
04:05 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2514>
|
|||
|
|
10:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_5580><s_b_2299><s_c_967>
|
|||
|
|
15:22 [视频-收藏/长播] <|video_begin|><s_a_5698><s_b_4798><s_c_5187>
|
|||
|
|
15:50 [视频-关注/长播] <|video_begin|><s_a_4025><s_b_5972><s_c_2800>
|
|||
|
|
16:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_3079><s_b_4010><s_c_2190>
|
|||
|
|
【2026-01-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6261><s_c_5452>
|
|||
|
|
06:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7903><s_b_4939><s_c_2083>
|
|||
|
|
09:43 [视频-收藏/长播] <|video_begin|><s_a_5831><s_b_1434><s_c_195>
|
|||
|
|
17:58 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7888><s_c_8112>
|
|||
|
|
【2026-01-25】
|
|||
|
|
06:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_2524><s_b_5238><s_c_5967>
|
|||
|
|
【2026-01-26】
|
|||
|
|
02:44 [视频-评论/点赞/长播] <|video_begin|><s_a_1658><s_b_438><s_c_3882>
|
|||
|
|
02:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_1269><s_b_2556><s_c_7272>
|
|||
|
|
02:58 [视频-评论/点赞/长播] <|video_begin|><s_a_283><s_b_1656><s_c_237>
|
|||
|
|
02:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_2252><s_b_612><s_c_6737>
|
|||
|
|
03:00 [视频-收藏/长播] <|video_begin|><s_a_5591><s_b_2865><s_c_8129>
|
|||
|
|
03:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_6018><s_b_1434><s_c_448>
|
|||
|
|
03:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_431><s_b_4410><s_c_18>
|
|||
|
|
03:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_8129>
|
|||
|
|
【2026-01-27】
|
|||
|
|
03:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_982><s_b_7455><s_c_1306>
|
|||
|
|
03:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_1535><s_b_1282><s_c_5839>
|
|||
|
|
03:32 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_7888><s_c_99>
|
|||
|
|
03:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_5990><s_b_6123><s_c_5600>
|
|||
|
|
05:58 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_3321><s_c_99>
|
|||
|
|
06:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_581><s_c_2398>
|
|||
|
|
06:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_581><s_c_2398>
|
|||
|
|
【2026-01-28】
|
|||
|
|
06:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_790><s_b_5511><s_c_1993>
|
|||
|
|
07:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_4033><s_c_2530>
|
|||
|
|
09:43 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1339>
|
|||
|
|
09:43 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1339>
|
|||
|
|
【2026-01-29】
|
|||
|
|
07:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1943><s_b_631><s_c_1368>
|
|||
|
|
07:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_3675><s_b_4893><s_c_2123>
|
|||
|
|
17:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_6477><s_c_4543>
|
|||
|
|
18:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_7888><s_c_3221>
|
|||
|
|
【2026-01-30】
|
|||
|
|
03:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_7952><s_c_5236>
|
|||
|
|
03:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_7333><s_c_1935>
|
|||
|
|
06:01 [广告-点击] <|ad_begin|><s_a_5910><s_b_6973><s_c_3454>
|
|||
|
|
【2026-01-31】
|
|||
|
|
09:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_829><s_b_7888><s_c_2595>
|
|||
|
|
【2026-02-01】
|
|||
|
|
02:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_4531><s_b_7675><s_c_4939>
|
|||
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06:22 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_5678><s_c_4514>
|
|||
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06:22 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_1188><s_c_2791>
|
|||
|
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09:11 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_6966><s_c_1148>
|
|||
|
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09:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_6901><s_c_3454>
|
|||
|
|
09:24 [视频-点赞/长播] <|video_begin|><s_a_2146><s_b_4550><s_c_1127>
|
|||
|
|
09:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_6846><s_b_5238><s_c_5881>
|
|||
|
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11:37 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_5961><s_c_3380>
|
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14:24 [视频-点赞/长播] <|video_begin|><s_a_1344><s_b_6798><s_c_1455>
|
|||
|
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15:24 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_5680><s_c_6286>
|
|||
|
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15:29 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_6042><s_c_4939>
|
|||
|
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16:27 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_659><s_c_121>
|
|||
|
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16:31 [视频-点赞/长播] <|video_begin|><s_a_7776><s_b_8012><s_c_2153>
|
|||
|
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16:31 [视频-点赞/长播] <|video_begin|><s_a_3484><s_b_3560><s_c_3810>
|
|||
|
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16:31 [视频-点赞/长播] <|video_begin|><s_a_2366><s_b_2502><s_c_7951>
|
|||
|
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17:27 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6033><s_c_7780>
|
|||
|
|
【2026-02-02】
|
|||
|
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01:58 [视频-浏览] <|video_begin|><s_a_2419><s_b_7952><s_c_7951>
|
|||
|
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02:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_7668><s_b_7888><s_c_4243>
|
|||
|
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02:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_829><s_b_765><s_c_1148>
|
|||
|
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02:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_4320><s_b_5841><s_c_6275>
|
|||
|
|
04:57 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_3898><s_c_2643>
|
|||
|
|
07:27 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_3714><s_c_2123>
|
|||
|
|
07:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_4060><s_b_1337><s_c_1979>
|
|||
|
|
08:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_7668><s_b_3268><s_c_6008>
|
|||
|
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08:56 [视频-点赞/长播] <|video_begin|><s_a_521><s_b_6726><s_c_4699>
|
|||
|
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09:00 [视频-点赞/长播] <|video_begin|><s_a_2654><s_b_1749><s_c_2298>
|
|||
|
|
10:34 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6170><s_c_8129>
|
|||
|
|
10:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_5979><s_b_1749><s_c_7990>
|
|||
|
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10:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_6168><s_b_4640><s_c_2791>
|
|||
|
|
11:56 [视频-点赞/长播] <|video_begin|><s_a_570><s_b_5511><s_c_2820>
|
|||
|
|
11:56 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_3380><s_c_448>
|
|||
|
|
12:32 [视频-收藏/点赞/长播] <|video_begin|><s_a_4016><s_b_6234><s_c_7096>
|
|||
|
|
17:35 [视频-点赞/长播] <|video_begin|><s_a_1246><s_b_6234><s_c_5667>
|
|||
|
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18:08 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_7272><s_c_5956>
|
|||
|
|
【2026-02-03】
|
|||
|
|
01:44 [视频-评论/长播] <|video_begin|><s_a_570><s_b_6123><s_c_237>
|
|||
|
|
03:50 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_6726><s_c_1008>
|
|||
|
|
03:50 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_754><s_c_2912>
|
|||
|
|
04:55 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_2999><s_c_2584>
|
|||
|
|
04:55 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_4127><s_c_1321>
|
|||
|
|
05:01 [广告-点击] <|ad_begin|><s_a_1909><s_b_6006><s_c_6881>
|
|||
|
|
08:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_3879><s_b_1434><s_c_2357>
|
|||
|
|
10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4016><s_b_7272><s_c_1005>
|
|||
|
|
10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4025><s_b_4798><s_c_179>
|
|||
|
|
10:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_4780><s_b_4000><s_c_3622>
|
|||
|
|
11:18 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_697><s_c_1537>
|
|||
|
|
11:18 [视频-点赞/长播] <|video_begin|><s_a_4025><s_b_3898><s_c_1774>
|
|||
|
|
11:18 [视频-点赞] <|video_begin|><s_a_6086><s_b_3189><s_c_5541>
|
|||
|
|
14:43 [视频-收藏/长播] <|video_begin|><s_a_4531><s_b_6726><s_c_6380>
|
|||
|
|
15:05 [视频-点赞/长播] <|video_begin|><s_a_6383><s_b_5961><s_c_2190>
|
|||
|
|
18:10 [视频-收藏/点赞/长播] <|video_begin|><s_a_1269><s_b_7272><s_c_510>
|
|||
|
|
【2026-02-04】
|
|||
|
|
03:57 [视频-点赞/长播] <|video_begin|><s_a_8037><s_b_6973><s_c_4657>
|
|||
|
|
05:06 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_4537><s_c_3766>
|
|||
|
|
05:21 [视频-点赞/长播] <|video_begin|><s_a_1605><s_b_3321><s_c_6292>
|
|||
|
|
05:21 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_3602><s_c_354>
|
|||
|
|
05:37 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_765><s_c_2514>
|
|||
|
|
05:37 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_2007><s_c_6341>
|
|||
|
|
06:13 [视频-点赞/长播] <|video_begin|><s_a_790><s_b_5084><s_c_1423>
|
|||
|
|
06:33 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_7175><s_c_1352>
|
|||
|
|
11:46 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_1749><s_c_4783>
|
|||
|
|
12:05 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4978>
|
|||
|
|
17:25 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1179>
|
|||
|
|
17:25 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1179>
|
|||
|
|
【2026-02-05】
|
|||
|
|
01:40 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_6068><s_c_2493>
|
|||
|
|
01:40 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_529><s_c_7096>
|
|||
|
|
01:47 [视频-收藏/点赞/长播] <|video_begin|><s_a_570><s_b_529><s_c_714>
|
|||
|
|
02:45 [视频-评论/点赞/长播] <|video_begin|><s_a_1943><s_b_4640><s_c_4636>
|
|||
|
|
03:21 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_4798><s_c_4543>
|
|||
|
|
03:21 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1300><s_c_2123>
|
|||
|
|
03:24 [视频-长播] <|video_begin|><s_a_6524><s_b_5534><s_c_497>
|
|||
|
|
03:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_5751><s_b_7554><s_c_4236>
|
|||
|
|
04:05 [视频-长播] <|video_begin|><s_a_2015><s_b_4733><s_c_5061>
|
|||
|
|
04:05 [视频-长播] <|video_begin|><s_a_4032><s_b_7175><s_c_2123>
|
|||
|
|
04:12 [视频-点赞/长播] <|video_begin|><s_a_5990><s_b_3044><s_c_448>
|
|||
|
|
04:12 [视频-点赞/长播] <|video_begin|><s_a_6075><s_b_5196><s_c_2190>
|
|||
|
|
04:19 [视频-点赞/长播] <|video_begin|><s_a_1597><s_b_6117><s_c_2300>
|
|||
|
|
04:19 [视频-点赞/长播] <|video_begin|><s_a_1246><s_b_1749><s_c_5169>
|
|||
|
|
04:19 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_5737>
|
|||
|
|
04:22 [视频-长播] <|video_begin|><s_a_5134><s_b_6458><s_c_6725>
|
|||
|
|
04:28 [视频-长播] <|video_begin|><s_a_3677><s_b_7888><s_c_448>
|
|||
|
|
04:36 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_7440><s_c_1542>
|
|||
|
|
05:00 [视频-长播] <|video_begin|><s_a_2213><s_b_5081><s_c_6286>
|
|||
|
|
05:00 [视频-长播] <|video_begin|><s_a_784><s_b_6407><s_c_3288>
|
|||
|
|
05:00 [视频-长播] <|video_begin|><s_a_2015><s_b_6782><s_c_2123>
|
|||
|
|
05:38 [视频-长播] <|video_begin|><s_a_4032><s_b_6761><s_c_953>
|
|||
|
|
05:46 [视频-长播] <|video_begin|><s_a_772><s_b_7857><s_c_457>
|
|||
|
|
05:51 [视频-长播] <|video_begin|><s_a_772><s_b_4477><s_c_4189>
|
|||
|
|
05:55 [视频-长播] <|video_begin|><s_a_772><s_b_3702><s_c_419>
|
|||
|
|
05:58 [视频-长播] <|video_begin|><s_a_5988><s_b_5631><s_c_2480>
|
|||
|
|
05:58 [视频-长播] <|video_begin|><s_a_772><s_b_1749><s_c_301>
|
|||
|
|
06:00 [视频-长播] <|video_begin|><s_a_772><s_b_6550><s_c_5135>
|
|||
|
|
06:03 [视频-长播] <|video_begin|><s_a_5054><s_b_697><s_c_5881>
|
|||
|
|
06:04 [视频-收藏/长播] <|video_begin|><s_a_772><s_b_4475><s_c_5768>
|
|||
|
|
06:05 [视频-长播] <|video_begin|><s_a_1981><s_b_7390><s_c_4537>
|
|||
|
|
06:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5580><s_b_4010><s_c_1296>
|
|||
|
|
06:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_6168><s_b_2632><s_c_5898>
|
|||
|
|
06:06 [视频-长播] <|video_begin|><s_a_5054><s_b_971><s_c_806>
|
|||
|
|
06:06 [视频-长播] <|video_begin|><s_a_4337><s_b_4878><s_c_851>
|
|||
|
|
06:06 [视频-长播] <|video_begin|><s_a_772><s_b_4600><s_c_5036>
|
|||
|
|
06:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_1318><s_b_2902><s_c_6798>
|
|||
|
|
06:14 [视频-点赞/长播] <|video_begin|><s_a_1318><s_b_1528><s_c_1148>
|
|||
|
|
06:30 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_1982>
|
|||
|
|
06:30 [视频-长播] <|video_begin|><s_a_7466><s_b_2008><s_c_8165>
|
|||
|
|
06:33 [视频-点赞/长播] <|video_begin|><s_a_4012><s_b_650><s_c_3805>
|
|||
|
|
06:35 [视频-长播] <|video_begin|><s_a_1344><s_b_7181><s_c_6300>
|
|||
|
|
06:35 [视频-长播] <|video_begin|><s_a_4088><s_b_6436><s_c_677>
|
|||
|
|
06:45 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_6423><s_c_3429>
|
|||
|
|
06:45 [视频-长播] <|video_begin|><s_a_5134><s_b_4410><s_c_1317>
|
|||
|
|
06:46 [视频-长播] <|video_begin|><s_a_3766><s_b_7437><s_c_5100>
|
|||
|
|
06:49 [视频-长播] <|video_begin|><s_a_5988><s_b_1013><s_c_5921>
|
|||
|
|
06:49 [视频-长播] <|video_begin|><s_a_2213><s_b_4541><s_c_4831>
|
|||
|
|
07:12 [视频-长播] <|video_begin|><s_a_2213><s_b_4041><s_c_2261>
|
|||
|
|
07:15 [视频-长播] <|video_begin|><s_a_5629><s_b_5711><s_c_543>
|
|||
|
|
07:15 [视频-长播] <|video_begin|><s_a_2213><s_b_414><s_c_7137>
|
|||
|
|
07:16 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_7099>
|
|||
|
|
07:16 [视频-长播] <|video_begin|><s_a_6548><s_b_5646><s_c_3365>
|
|||
|
|
08:20 [视频-长播] <|video_begin|><s_a_1726><s_b_4916><s_c_954>
|
|||
|
|
08:20 [视频-长播] <|video_begin|><s_a_2366><s_b_5511><s_c_7741>
|
|||
|
|
08:35 [视频-长播] <|video_begin|><s_a_2015><s_b_4135><s_c_2897>
|
|||
|
|
08:35 [视频-长播] <|video_begin|><s_a_7866><s_b_1749><s_c_5967>
|
|||
|
|
08:49 [视频-长播] <|video_begin|><s_a_3958><s_b_4000><s_c_5252>
|
|||
|
|
09:35 [视频-长播] <|video_begin|><s_a_7696><s_b_6358><s_c_3016>
|
|||
|
|
09:35 [视频-长播] <|video_begin|><s_a_4032><s_b_6379><s_c_1111>
|
|||
|
|
09:35 [视频-长播] <|video_begin|><s_a_2828><s_b_6973><s_c_646>
|
|||
|
|
09:46 [视频-长播] <|video_begin|><s_a_2015><s_b_5893><s_c_1935>
|
|||
|
|
10:03 [视频-长播] <|video_begin|><s_a_4032><s_b_5511><s_c_5486>
|
|||
|
|
10:03 [视频-长播] <|video_begin|><s_a_2015><s_b_6779><s_c_1935>
|
|||
|
|
10:03 [视频-长播] <|video_begin|><s_a_2213><s_b_5511><s_c_6680>
|
|||
|
|
10:33 [视频-长播] <|video_begin|><s_a_2988><s_b_6436><s_c_6377>
|
|||
|
|
11:07 [视频-长播] <|video_begin|><s_a_2015><s_b_6295><s_c_6075>
|
|||
|
|
12:36 [视频-长播] <|video_begin|><s_a_3510><s_b_7946><s_c_6227>
|
|||
|
|
13:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_4822><s_b_1286><s_c_51>
|
|||
|
|
13:56 [视频-长播] <|video_begin|><s_a_2015><s_b_5680><s_c_47>
|
|||
|
|
角色任务：你是极端严苛的用户行为数据挖掘专家与数据格式化专家，请依据以上用户交互历史，围绕给定主题提取具备递进关系和内在关联的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 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
|
|||
|
|
核心判定逻辑（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 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
|
|||
|
|
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
|
|||
|
|
请根据以下主题提取行为逻辑链：
|
|||
|
|
主题：从泛化美妆教程到精细化局部技巧的深度学习
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从泛化美妆教程到精细化局部技巧的深度学习",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
{"logic_chain":{"name":"从泛化美妆教程到精细化局部技巧的深度学习","events":[{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_772><s_b_7857><s_c_457>","logic":"信息输入阶段：用户在当天密集观看了大量美妆相关视频，内容涵盖粉底、遮瑕、假睫毛、美甲等多个方面，属于知识的广泛摄入期。"},{"date":"2026-02-05","action":"[视频-收藏/长播] <|video_begin|><s_a_772><s_b_4475><s_c_5768>","logic":"认知分化与瓶颈识别：在广泛浏览后，用户开始对“修容”这一更具技术性的特定环节进行“收藏”，表明其识别出这是知识体系中的一个难点或重点，兴趣开始聚焦。"},{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_772><s_b_4600><s_c_5036>","logic":"技能深化与工具探索：用户的学习兴趣进一步细化，从面部轮廓（修容）深化到唇部细节（唇线笔），这代表了从宏观妆效向微观技巧的认知升级，开始关注能提升妆容精致度的具体工具和方法。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2025-02-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
|
|||
|
|
【2025-02-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2262>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_5589>
|
|||
|
|
【2025-02-26】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7714><s_b_4050><s_c_6278>
|
|||
|
|
【2025-02-28】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4515><s_b_7936><s_c_7187>
|
|||
|
|
【2025-03-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_5384><s_c_2548>
|
|||
|
|
【2025-03-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4949><s_c_5244>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_7074><s_b_713><s_c_7951>
|
|||
|
|
【2025-03-12】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6825><s_c_4519>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7074><s_b_4410><s_c_5646>
|
|||
|
|
【2025-03-13】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_529><s_c_6278>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_8049><s_c_6278>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_7714><s_b_4723><s_c_5563>
|
|||
|
|
【2025-03-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_899>
|
|||
|
|
【2025-03-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
|
|||
|
|
【2025-03-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_60><s_b_5168><s_c_939>
|
|||
|
|
【2025-03-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_557>
|
|||
|
|
【2025-03-31】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_4067>
|
|||
|
|
【2025-04-14】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7714><s_b_988><s_c_3519>
|
|||
|
|
【2025-04-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7714><s_b_8049><s_c_6583>
|
|||
|
|
【2025-04-21】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6914><s_c_4365>
|
|||
|
|
【2025-04-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1190><s_c_5563>
|
|||
|
|
【2025-04-24】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5803><s_b_481><s_c_4467>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_6234><s_c_285>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_8022><s_c_875>
|
|||
|
|
【2025-05-01】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5803><s_b_1527><s_c_7818>
|
|||
|
|
【2025-05-03】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6601><s_b_765><s_c_1613>
|
|||
|
|
【2025-05-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7714><s_b_4344><s_c_7295>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_8177><s_b_1206><s_c_677>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7714><s_b_4917><s_c_5936>
|
|||
|
|
【2025-05-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2246><s_c_1935>
|
|||
|
|
【2025-05-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7714><s_b_759><s_c_1611>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_8022><s_c_2468>
|
|||
|
|
【2025-05-16】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_839><s_c_6275>
|
|||
|
|
【2025-05-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2497><s_c_7588>
|
|||
|
|
【2025-05-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3898><s_b_988><s_c_3038>
|
|||
|
|
【2025-06-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_3616>
|
|||
|
|
【2025-06-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6552><s_b_5727><s_c_838>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_8022><s_c_47>
|
|||
|
|
【2025-06-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_481><s_c_875>
|
|||
|
|
【2025-06-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_2221><s_c_5563>
|
|||
|
|
【2025-06-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5548><s_b_5934><s_c_5839>
|
|||
|
|
【2025-07-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7729><s_b_765><s_c_677>
|
|||
|
|
【2025-07-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_481><s_c_2957>
|
|||
|
|
【2025-08-01】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6601><s_b_4545><s_c_2984>
|
|||
|
|
【2025-08-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6341><s_b_7897><s_c_6278>
|
|||
|
|
【2025-08-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_7342><s_c_1874>
|
|||
|
|
【2025-08-26】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_665><s_c_219>
|
|||
|
|
【2025-08-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_154>
|
|||
|
|
【2025-10-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6525><s_c_439>
|
|||
|
|
【2025-10-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1898><s_b_4169><s_c_2616>
|
|||
|
|
【2025-11-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_5209>
|
|||
|
|
【2025-11-05】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_6158><s_c_616>
|
|||
|
|
【2025-11-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3806><s_b_884><s_c_4856>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4626><s_b_4930><s_c_4641>
|
|||
|
|
【2025-11-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1834><s_b_3453><s_c_7557>
|
|||
|
|
【2025-11-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3865><s_b_3865><s_c_6073>
|
|||
|
|
【2025-11-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_8049><s_c_1935>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2395><s_b_5549><s_c_5353>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_3865><s_c_5540>
|
|||
|
|
【2025-11-18】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4626><s_b_1991><s_c_5585>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_197><s_c_1159>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
|
|||
|
|
【2025-11-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_4208>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1362><s_b_2302><s_c_2772>
|
|||
|
|
【2025-11-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2395><s_b_7027><s_c_6056>
|
|||
|
|
【2025-11-28】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2395><s_b_1312><s_c_2630>
|
|||
|
|
【2025-11-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
|
|||
|
|
【2025-12-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_5987><s_c_1159>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
|
|||
|
|
【2025-12-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_8049><s_c_5839>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_7113><s_c_2805>
|
|||
|
|
【2025-12-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_3440><s_c_3103>
|
|||
|
|
【2025-12-05】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_557>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_3865><s_c_7838>
|
|||
|
|
【2025-12-08】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_3865><s_c_3997>
|
|||
|
|
【2025-12-09】
|
|||
|
|
05:42 [广告-深度转化] <|ad_begin|><s_a_7088><s_b_2485><s_c_8109>
|
|||
|
|
05:42 [广告-点击] <|ad_begin|><s_a_7088><s_b_2485><s_c_8109>
|
|||
|
|
【2025-12-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7523><s_b_7109><s_c_2118>
|
|||
|
|
【2025-12-11】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_3865><s_c_1423>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2395><s_b_4097><s_c_1218>
|
|||
|
|
23:17 [广告-点击] <|ad_begin|><s_a_578><s_b_5511><s_c_2568>
|
|||
|
|
【2025-12-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_3865><s_c_8039>
|
|||
|
|
【2025-12-14】
|
|||
|
|
00:39 [广告-点击] <|ad_begin|><s_a_2675><s_b_1413><s_c_1708>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_3865><s_c_4553>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
|
|||
|
|
23:37 [广告-点击] <|ad_begin|><s_a_2012><s_b_8022><s_c_5988>
|
|||
|
|
【2025-12-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7717><s_b_1120><s_c_1884>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5157><s_b_445><s_c_7663>
|
|||
|
|
【2025-12-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_697><s_c_4722>
|
|||
|
|
【2025-12-19】
|
|||
|
|
14:25 [广告-点击] <|ad_begin|><s_a_6577><s_b_3518><s_c_1161>
|
|||
|
|
【2025-12-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_2649><s_c_4508>
|
|||
|
|
【2025-12-22】
|
|||
|
|
11:43 [广告-点击] <|ad_begin|><s_a_791><s_b_3417><s_c_6416>
|
|||
|
|
【2025-12-24】
|
|||
|
|
12:30 [广告-点击] <|ad_begin|><s_a_562><s_b_1717><s_c_1009>
|
|||
|
|
【2025-12-26】
|
|||
|
|
00:32 [广告-深度转化] <|ad_begin|><s_a_7381><s_b_7246><s_c_3062>
|
|||
|
|
00:32 [广告-点击] <|ad_begin|><s_a_7381><s_b_7246><s_c_3062>
|
|||
|
|
06:22 [广告-点击] <|ad_begin|><s_a_8127><s_b_7214><s_c_1935>
|
|||
|
|
【2025-12-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3806><s_b_884><s_c_4856>
|
|||
|
|
【2025-12-28】
|
|||
|
|
--:-- [商品-加购] <|prod_begin|><s_a_5157><s_b_4106><s_c_7229>
|
|||
|
|
【2025-12-30】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_3865><s_c_92>
|
|||
|
|
04:57 [广告-点击] <|ad_begin|><s_a_606><s_b_2966><s_c_2838>
|
|||
|
|
【2025-12-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_697><s_c_6266>
|
|||
|
|
11:26 [广告-点击] <|ad_begin|><s_a_7374><s_b_7894><s_c_1542>
|
|||
|
|
【2026-01-02】
|
|||
|
|
05:54 [广告-点击] <|ad_begin|><s_a_759><s_b_1258><s_c_2961>
|
|||
|
|
【2026-01-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6661><s_b_7864><s_c_7382>
|
|||
|
|
【2026-01-09】
|
|||
|
|
06:53 [广告-深度转化] <|ad_begin|><s_a_4284><s_b_4932><s_c_1935>
|
|||
|
|
06:53 [广告-点击] <|ad_begin|><s_a_4284><s_b_4932><s_c_1935>
|
|||
|
|
【2026-01-11】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_971><s_c_7588>
|
|||
|
|
02:30 [广告-点击] <|ad_begin|><s_a_2942><s_b_5714><s_c_3294>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4390><s_b_5712><s_c_6718>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6284><s_b_222><s_c_8001>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6284><s_b_222><s_c_3860>
|
|||
|
|
【2026-01-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2395><s_b_8121><s_c_4412>
|
|||
|
|
【2026-01-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7485><s_b_6642><s_c_3809>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2533><s_c_4721>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4887><s_b_3865><s_c_1159>
|
|||
|
|
07:31 [广告-点击] <|ad_begin|><s_a_6302><s_b_5588><s_c_8005>
|
|||
|
|
【2026-01-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6796><s_b_794><s_c_5809>
|
|||
|
|
【2026-01-15】
|
|||
|
|
08:36 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3930><s_c_534>
|
|||
|
|
08:36 [广告-点击] <|ad_begin|><s_a_5687><s_b_3930><s_c_534>
|
|||
|
|
【2026-01-16】
|
|||
|
|
08:13 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_3727><s_c_1363>
|
|||
|
|
08:13 [广告-点击] <|ad_begin|><s_a_6166><s_b_3727><s_c_1363>
|
|||
|
|
【2026-01-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2385><s_b_691><s_c_462>
|
|||
|
|
【2026-01-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5803><s_b_1469><s_c_4467>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6284><s_b_1407><s_c_7897>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7174><s_c_1787>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5157><s_b_4106><s_c_7229>
|
|||
|
|
15:57 [视频-转发/点赞/长播] <|video_begin|><s_a_1726><s_b_2737><s_c_5646>
|
|||
|
|
【2026-01-22】
|
|||
|
|
00:58 [视频-评论/点赞/长播] <|video_begin|><s_a_4646><s_b_6234><s_c_7676>
|
|||
|
|
01:06 [视频-转发/点赞/长播] <|video_begin|><s_a_5991><s_b_581><s_c_1752>
|
|||
|
|
01:06 [视频-关注/点赞/长播] <|video_begin|><s_a_6996><s_b_5268><s_c_7609>
|
|||
|
|
01:58 [视频-转发/点赞/长播] <|video_begin|><s_a_4540><s_b_4075><s_c_6202>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6284><s_b_1426><s_c_5344>
|
|||
|
|
09:23 [广告-点击] <|ad_begin|><s_a_1666><s_b_7608><s_c_6712>
|
|||
|
|
09:49 [视频-转发/点赞/长播] <|video_begin|><s_a_4016><s_b_2799><s_c_6278>
|
|||
|
|
【2026-01-23】
|
|||
|
|
03:22 [视频-评论/点赞/长播] <|video_begin|><s_a_2015><s_b_5343><s_c_594>
|
|||
|
|
03:26 [视频-评论/点赞/长播] <|video_begin|><s_a_4320><s_b_4494><s_c_7951>
|
|||
|
|
03:41 [视频-评论/点赞/长播] <|video_begin|><s_a_2015><s_b_2789><s_c_2636>
|
|||
|
|
04:42 [视频-评论/点赞/长播] <|video_begin|><s_a_447><s_b_7549><s_c_6355>
|
|||
|
|
04:42 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_3766><s_b_2789><s_c_1423>
|
|||
|
|
05:50 [视频-长播] <|video_begin|><s_a_578><s_b_2789><s_c_597>
|
|||
|
|
【2026-01-24】
|
|||
|
|
03:56 [视频-长播] <|video_begin|><s_a_3062><s_b_5876><s_c_1439>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
|
|||
|
|
08:41 [视频-长播] <|video_begin|><s_a_16><s_b_4120><s_c_7481>
|
|||
|
|
08:41 [视频-长播] <|video_begin|><s_a_1509><s_b_6068><s_c_3496>
|
|||
|
|
10:06 [广告-点击] <|ad_begin|><s_a_1169><s_b_2533><s_c_369>
|
|||
|
|
15:17 [视频-长播] <|video_begin|><s_a_3801><s_b_999><s_c_6977>
|
|||
|
|
【2026-01-25】
|
|||
|
|
00:49 [视频-长播] <|video_begin|><s_a_2578><s_b_3589><s_c_294>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1519><s_c_7366>
|
|||
|
|
14:33 [广告-点击] <|ad_begin|><s_a_1666><s_b_7608><s_c_6712>
|
|||
|
|
【2026-01-26】
|
|||
|
|
04:25 [视频-长播] <|video_begin|><s_a_1377><s_b_3274><s_c_6583>
|
|||
|
|
04:25 [视频-长播] <|video_begin|><s_a_4284><s_b_6220><s_c_5563>
|
|||
|
|
04:33 [视频-评论/点赞/长播] <|video_begin|><s_a_1106><s_b_5647><s_c_5331>
|
|||
|
|
04:33 [视频-长播] <|video_begin|><s_a_6280><s_b_111><s_c_6227>
|
|||
|
|
【2026-01-27】
|
|||
|
|
00:40 [视频-长播] <|video_begin|><s_a_2051><s_b_4252><s_c_5115>
|
|||
|
|
01:01 [视频-长播] <|video_begin|><s_a_1207><s_b_2854><s_c_4421>
|
|||
|
|
01:02 [视频-长播] <|video_begin|><s_a_5018><s_b_5876><s_c_2401>
|
|||
|
|
01:02 [视频-长播] <|video_begin|><s_a_1981><s_b_6730><s_c_4508>
|
|||
|
|
01:03 [视频-长播] <|video_begin|><s_a_5062><s_b_3915><s_c_5062>
|
|||
|
|
01:03 [视频-长播] <|video_begin|><s_a_2562><s_b_4511><s_c_5162>
|
|||
|
|
18:26 [视频-评论/点赞/长播] <|video_begin|><s_a_16><s_b_7665><s_c_3475>
|
|||
|
|
18:30 [视频-评论/点赞/长播] <|video_begin|><s_a_532><s_b_6006><s_c_5452>
|
|||
|
|
【2026-01-28】
|
|||
|
|
03:07 [视频-长播] <|video_begin|><s_a_6207><s_b_7342><s_c_6227>
|
|||
|
|
04:15 [视频-转发/点赞/长播] <|video_begin|><s_a_5988><s_b_3678><s_c_3968>
|
|||
|
|
04:15 [视频-转发/点赞/长播] <|video_begin|><s_a_5787><s_b_6442><s_c_3968>
|
|||
|
|
04:16 [视频-长播] <|video_begin|><s_a_1275><s_b_7949><s_c_7836>
|
|||
|
|
04:20 [广告-点击] <|ad_begin|><s_a_7008><s_b_4033><s_c_5000>
|
|||
|
|
04:29 [视频-转发/点赞/长播] <|video_begin|><s_a_5295><s_b_2789><s_c_4318>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_3930><s_c_301>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_988><s_c_5772>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_3865><s_c_3226>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6028><s_b_1426><s_c_4807>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5563><s_b_4464><s_c_3241>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_3930><s_c_301>
|
|||
|
|
【2026-01-29】
|
|||
|
|
01:52 [视频-评论/点赞/长播] <|video_begin|><s_a_5555><s_b_3826><s_c_7137>
|
|||
|
|
05:52 [视频-转发/点赞/长播] <|video_begin|><s_a_7984><s_b_575><s_c_7899>
|
|||
|
|
05:52 [视频-长播] <|video_begin|><s_a_1336><s_b_1206><s_c_6022>
|
|||
|
|
05:55 [视频-长播] <|video_begin|><s_a_16><s_b_2965><s_c_6733>
|
|||
|
|
05:59 [视频-长播] <|video_begin|><s_a_824><s_b_4203><s_c_929>
|
|||
|
|
06:06 [视频-转发/点赞/长播] <|video_begin|><s_a_7984><s_b_3538><s_c_7899>
|
|||
|
|
06:06 [视频-转发/点赞/长播] <|video_begin|><s_a_3510><s_b_7261><s_c_2568>
|
|||
|
|
16:50 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_6067>
|
|||
|
|
【2026-01-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_370><s_c_6100>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_301><s_b_4021><s_c_2327>
|
|||
|
|
04:56 [视频-长播] <|video_begin|><s_a_7367><s_b_2007><s_c_7676>
|
|||
|
|
06:03 [广告-点击] <|ad_begin|><s_a_4340><s_b_3589><s_c_1708>
|
|||
|
|
06:03 [视频-关注/点赞/长播] <|video_begin|><s_a_98><s_b_3802><s_c_301>
|
|||
|
|
06:25 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_2051><s_b_6234><s_c_3659>
|
|||
|
|
06:36 [视频-关注/点赞/长播] <|video_begin|><s_a_5048><s_b_7725><s_c_1272>
|
|||
|
|
06:42 [视频-长播] <|video_begin|><s_a_4615><s_b_5419><s_c_5932>
|
|||
|
|
06:50 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_1984><s_c_6463>
|
|||
|
|
06:50 [视频-长播] <|video_begin|><s_a_1881><s_b_6058><s_c_5531>
|
|||
|
|
06:59 [视频-长播] <|video_begin|><s_a_6123><s_b_5399><s_c_5115>
|
|||
|
|
【2026-01-31】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7154><s_b_8081><s_c_3993>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7154><s_b_8081><s_c_3993>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_5663><s_c_3993>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_8081><s_c_3993>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4124><s_b_1747><s_c_1585>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_7625><s_c_2296>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_7725><s_c_6737>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_7432><s_c_301>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5047><s_b_3206><s_c_3692>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7154><s_b_4449><s_c_944>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8099><s_b_7136><s_c_1644>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_301><s_b_2486><s_c_7748>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1802><s_b_329><s_c_5717>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6028><s_b_6722><s_c_7743>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6028><s_b_1236><s_c_5669>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7154><s_b_8081><s_c_3993>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2826><s_b_7625><s_c_2296>
|
|||
|
|
【2026-02-01】
|
|||
|
|
02:32 [视频-长播] <|video_begin|><s_a_189><s_b_370><s_c_5563>
|
|||
|
|
02:32 [视频-长播] <|video_begin|><s_a_3766><s_b_3678><s_c_1423>
|
|||
|
|
02:46 [视频-长播] <|video_begin|><s_a_4883><s_b_2817><s_c_2309>
|
|||
|
|
04:24 [视频-转发/点赞/长播] <|video_begin|><s_a_2587><s_b_3828><s_c_4673>
|
|||
|
|
04:24 [视频-长播] <|video_begin|><s_a_7751><s_b_1399><s_c_25>
|
|||
|
|
04:24 [视频-长播] <|video_begin|><s_a_3095><s_b_3518><s_c_7793>
|
|||
|
|
04:30 [视频-收藏/点赞/长播] <|video_begin|><s_a_7984><s_b_7608><s_c_7879>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_370><s_c_6100>
|
|||
|
|
11:39 [视频-评论/点赞/长播] <|video_begin|><s_a_7893><s_b_5904><s_c_406>
|
|||
|
|
11:39 [视频-长播] <|video_begin|><s_a_4615><s_b_7261><s_c_47>
|
|||
|
|
11:40 [视频-评论/点赞/长播] <|video_begin|><s_a_16><s_b_7870><s_c_2357>
|
|||
|
|
11:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_5122><s_b_5145><s_c_7244>
|
|||
|
|
16:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_8164><s_b_6261><s_c_4978>
|
|||
|
|
16:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_6508><s_b_4640><s_c_1321>
|
|||
|
|
16:25 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_16><s_b_6234><s_c_7684>
|
|||
|
|
16:34 [视频-长播] <|video_begin|><s_a_2067><s_b_3587><s_c_2726>
|
|||
|
|
16:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_1106><s_b_876><s_c_7414>
|
|||
|
|
16:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_5903><s_b_1188><s_c_2789>
|
|||
|
|
16:34 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1106><s_b_5511><s_c_3777>
|
|||
|
|
【2026-02-02】
|
|||
|
|
03:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_4088><s_b_1638><s_c_2262>
|
|||
|
|
04:30 [视频-长播] <|video_begin|><s_a_1318><s_b_2865><s_c_6218>
|
|||
|
|
04:30 [视频-长播] <|video_begin|><s_a_4088><s_b_5588><s_c_62>
|
|||
|
|
04:30 [视频-关注/转发/收藏/长播] <|video_begin|><s_a_5991><s_b_6519><s_c_5314>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3101><s_b_5340><s_c_7655>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_7625><s_c_2296>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2385><s_b_2495><s_c_4084>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7387><s_b_7272><s_c_7552>
|
|||
|
|
04:46 [视频-长播] <|video_begin|><s_a_4615><s_b_5419><s_c_1109>
|
|||
|
|
04:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_5417><s_b_4879><s_c_6379>
|
|||
|
|
05:15 [视频-长播] <|video_begin|><s_a_2448><s_b_3032><s_c_6428>
|
|||
|
|
05:15 [视频-长播] <|video_begin|><s_a_4569><s_b_6121><s_c_428>
|
|||
|
|
05:25 [视频-评论/点赞/长播] <|video_begin|><s_a_2899><s_b_6234><s_c_728>
|
|||
|
|
05:25 [视频-长播] <|video_begin|><s_a_1419><s_b_123><s_c_7800>
|
|||
|
|
05:25 [视频-长播] <|video_begin|><s_a_16><s_b_1527><s_c_4603>
|
|||
|
|
05:28 [视频-评论/点赞/长播] <|video_begin|><s_a_464><s_b_6006><s_c_853>
|
|||
|
|
05:28 [视频-长播] <|video_begin|><s_a_6931><s_b_4417><s_c_6364>
|
|||
|
|
05:35 [视频-长播] <|video_begin|><s_a_335><s_b_727><s_c_5641>
|
|||
|
|
05:39 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_287><s_b_3826><s_c_2206>
|
|||
|
|
05:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_5511><s_c_8042>
|
|||
|
|
05:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_4088><s_b_6848><s_c_2267>
|
|||
|
|
05:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_2025><s_b_4688><s_c_7790>
|
|||
|
|
05:50 [视频-长播] <|video_begin|><s_a_8113><s_b_6234><s_c_5576>
|
|||
|
|
06:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_4016><s_b_3586><s_c_2057>
|
|||
|
|
06:10 [视频-评论/点赞/长播] <|video_begin|><s_a_6219><s_b_8022><s_c_853>
|
|||
|
|
06:59 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_16><s_b_876><s_c_3026>
|
|||
|
|
07:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_1427><s_b_3150><s_c_47>
|
|||
|
|
07:19 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_16><s_b_2539><s_c_5944>
|
|||
|
|
【2026-02-03】
|
|||
|
|
05:11 [视频-转发/点赞/长播] <|video_begin|><s_a_5988><s_b_6537><s_c_5988>
|
|||
|
|
05:11 [视频-转发/点赞/长播] <|video_begin|><s_a_5476><s_b_6973><s_c_1511>
|
|||
|
|
05:16 [视频-长播] <|video_begin|><s_a_2143><s_b_2485><s_c_301>
|
|||
|
|
05:21 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_1206><s_c_5416>
|
|||
|
|
05:21 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_4552><s_c_853>
|
|||
|
|
05:21 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_5511><s_c_6379>
|
|||
|
|
05:21 [视频-点赞/长播] <|video_begin|><s_a_3532><s_b_8035><s_c_5671>
|
|||
|
|
05:31 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_5668><s_c_146>
|
|||
|
|
05:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_5906><s_b_4474><s_c_6222>
|
|||
|
|
05:35 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_7381><s_c_5555>
|
|||
|
|
05:35 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_1411><s_c_5646>
|
|||
|
|
05:35 [视频-点赞/长播] <|video_begin|><s_a_4016><s_b_1258><s_c_5563>
|
|||
|
|
05:53 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_6966><s_c_7899>
|
|||
|
|
05:53 [视频-长播] <|video_begin|><s_a_2616><s_b_2171><s_c_6178>
|
|||
|
|
05:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_1726><s_b_6637><s_c_5452>
|
|||
|
|
15:31 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_7261><s_c_301>
|
|||
|
|
15:31 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_4252><s_c_6306>
|
|||
|
|
15:47 [视频-点赞/长播] <|video_begin|><s_a_4969><s_b_7959><s_c_7456>
|
|||
|
|
15:47 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1952><s_c_1935>
|
|||
|
|
15:47 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_4252><s_c_4631>
|
|||
|
|
15:47 [视频-长播] <|video_begin|><s_a_3660><s_b_7665><s_c_7347>
|
|||
|
|
15:49 [视频-点赞/长播] <|video_begin|><s_a_7783><s_b_7455><s_c_25>
|
|||
|
|
15:49 [视频-点赞/长播] <|video_begin|><s_a_2505><s_b_57><s_c_47>
|
|||
|
|
15:49 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_5511><s_c_2309>
|
|||
|
|
15:49 [视频-评论/点赞/长播] <|video_begin|><s_a_116><s_b_3952><s_c_7180>
|
|||
|
|
15:52 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_2789><s_c_286>
|
|||
|
|
15:52 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_8049><s_c_7257>
|
|||
|
|
15:52 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_3845><s_c_7616>
|
|||
|
|
15:55 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_5668><s_c_4603>
|
|||
|
|
15:55 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_4746><s_c_887>
|
|||
|
|
15:55 [视频-转发/点赞/长播] <|video_begin|><s_a_5452><s_b_5394><s_c_6326>
|
|||
|
|
15:55 [视频-收藏/点赞/长播] <|video_begin|><s_a_764><s_b_3138><s_c_5809>
|
|||
|
|
16:02 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7348><s_c_2309>
|
|||
|
|
16:02 [视频-评论/点赞/长播] <|video_begin|><s_a_4343><s_b_6354><s_c_7268>
|
|||
|
|
16:06 [视频-点赞/长播] <|video_begin|><s_a_932><s_b_2461><s_c_790>
|
|||
|
|
16:06 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_1411><s_c_4508>
|
|||
|
|
16:06 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_4939><s_c_2695>
|
|||
|
|
16:14 [视频-长播] <|video_begin|><s_a_7460><s_b_1258><s_c_2568>
|
|||
|
|
16:21 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_6442><s_c_4237>
|
|||
|
|
【2026-02-04】
|
|||
|
|
03:45 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_7181><s_c_6557>
|
|||
|
|
03:45 [视频-点赞/长播] <|video_begin|><s_a_2441><s_b_6170><s_c_4454>
|
|||
|
|
04:32 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_177><s_c_2568>
|
|||
|
|
04:32 [视频-点赞/长播] <|video_begin|><s_a_7268><s_b_6519><s_c_92>
|
|||
|
|
04:32 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_5121><s_c_2212>
|
|||
|
|
04:36 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_3589><s_c_1335>
|
|||
|
|
04:36 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6779><s_c_291>
|
|||
|
|
04:36 [视频-长播] <|video_begin|><s_a_6165><s_b_668><s_c_3145>
|
|||
|
|
04:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_5991><s_b_6519><s_c_2647>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_5845><s_c_4846>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7938><s_c_3207>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7851><s_b_5373><s_c_724>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3061><s_b_4538><s_c_6918>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1456><s_b_4937><s_c_6932>
|
|||
|
|
04:41 [视频-点赞/长播] <|video_begin|><s_a_4064><s_b_5893><s_c_5506>
|
|||
|
|
07:42 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_6234><s_c_6067>
|
|||
|
|
07:42 [视频-转发/点赞/长播] <|video_begin|><s_a_16><s_b_6358><s_c_2522>
|
|||
|
|
08:18 [视频-点赞/长播] <|video_begin|><s_a_2374><s_b_558><s_c_7675>
|
|||
|
|
08:23 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_56><s_c_4932>
|
|||
|
|
08:23 [视频-点赞/长播] <|video_begin|><s_a_7451><s_b_1410><s_c_7975>
|
|||
|
|
08:28 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_7776><s_c_3291>
|
|||
|
|
09:30 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_1822><s_c_2468>
|
|||
|
|
09:30 [视频-长播] <|video_begin|><s_a_579><s_b_6301><s_c_7532>
|
|||
|
|
09:30 [视频-长播] <|video_begin|><s_a_3364><s_b_908><s_c_4032>
|
|||
|
|
09:33 [视频-点赞/长播] <|video_begin|><s_a_2505><s_b_8151><s_c_3871>
|
|||
|
|
09:33 [视频-转发/点赞/长播] <|video_begin|><s_a_3766><s_b_1435><s_c_3047>
|
|||
|
|
09:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_5991><s_b_7262><s_c_1900>
|
|||
|
|
09:41 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_7762><s_c_2262>
|
|||
|
|
09:41 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_6379><s_c_2568>
|
|||
|
|
09:47 [视频-长播] <|video_begin|><s_a_4284><s_b_4733><s_c_443>
|
|||
|
|
09:49 [视频-点赞/长播] <|video_begin|><s_a_1743><s_b_4018><s_c_1948>
|
|||
|
|
09:49 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_3378><s_c_4519>
|
|||
|
|
09:49 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_5511><s_c_5162>
|
|||
|
|
09:49 [视频-长播] <|video_begin|><s_a_1726><s_b_3246><s_c_1259>
|
|||
|
|
09:49 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_1596><s_c_5100>
|
|||
|
|
12:43 [视频-点赞/长播] <|video_begin|><s_a_3660><s_b_852><s_c_5875>
|
|||
|
|
12:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_6539>
|
|||
|
|
12:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7551><s_c_6611>
|
|||
|
|
【2026-02-05】
|
|||
|
|
02:01 [视频-点赞/长播] <|video_begin|><s_a_1427><s_b_6051><s_c_1004>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_5658><s_c_4908>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3156><s_c_398>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5265><s_b_4641><s_c_2405>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2385><s_b_7843><s_c_2795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2154><s_b_7878><s_c_7575>
|
|||
|
|
10:30 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_7246><s_c_6977>
|
|||
|
|
|
|||
|
|
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：从娱乐消遣到工具化投入的文玩兴趣深化
|
|||
|
|
|
|||
|
|
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。
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
["<|living_begin|><s_a_901><s_b_6158><s_c_616>","<|prod_begin|><s_a_4626><s_b_4930><s_c_4641>","<|prod_begin|><s_a_3865><s_b_3865><s_c_6073>","<|living_begin|><s_a_2616><s_b_8049><s_c_1935>","<|prod_begin|><s_a_2395><s_b_5549><s_c_5353>","<|prod_begin|><s_a_4887><s_b_3865><s_c_5540>","<|prod_begin|><s_a_4626><s_b_1991><s_c_5585>","<|prod_begin|><s_a_4887><s_b_197><s_c_1159>","<|prod_begin|><s_a_2395><s_b_7027><s_c_6056>","<|prod_begin|><s_a_2395><s_b_1312><s_c_2630>","<|prod_begin|><s_a_4887><s_b_5987><s_c_1159>","<|living_begin|><s_a_901><s_b_3865><s_c_6278>","<|prod_begin|><s_a_1157><s_b_3440><s_c_3103>","<|living_begin|><s_a_901><s_b_3865><s_c_557>","<|prod_begin|><s_a_4887><s_b_3865><s_c_7838>","<|prod_begin|><s_a_4887><s_b_3865><s_c_3997>","<|living_begin|><s_a_901><s_b_3865><s_c_1423>","<|prod_begin|><s_a_2395><s_b_4097><s_c_1218>","<|prod_begin|><s_a_4887><s_b_3865><s_c_8039>","<|prod_begin|><s_a_4887><s_b_3865><s_c_4553>","<|living_begin|><s_a_2616><s_b_697><s_c_4722>","<|prod_begin|><s_a_4887><s_b_3865><s_c_92>","<|living_begin|><s_a_901><s_b_697><s_c_6266>","<|living_begin|><s_a_901><s_b_971><s_c_7588>","<|prod_begin|><s_a_2395><s_b_8121><s_c_4412>","<|prod_begin|><s_a_4887><s_b_3865><s_c_1159>","<|prod_begin|><s_a_4524><s_b_3865><s_c_3226>","<|prod_begin|><s_a_1802><s_b_329><s_c_5717>","<|prod_begin|><s_a_3101><s_b_5340><s_c_7655>","<|prod_begin|><s_a_3061><s_b_4538><s_c_6918>"]<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2023-07-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1966><s_c_7261>
|
|||
|
|
【2023-07-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1966><s_c_7261>
|
|||
|
|
【2024-02-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3457><s_b_2649><s_c_823>
|
|||
|
|
【2024-03-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3457><s_b_1505><s_c_8057>
|
|||
|
|
【2024-05-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1134><s_b_6065><s_c_3897>
|
|||
|
|
【2024-07-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_3321><s_c_1335>
|
|||
|
|
【2024-08-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_200><s_c_4165>
|
|||
|
|
【2024-08-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1736><s_c_4348>
|
|||
|
|
【2025-01-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
|
|||
|
|
【2025-01-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3457><s_b_2649><s_c_2629>
|
|||
|
|
【2025-02-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5940><s_c_705>
|
|||
|
|
【2025-03-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5293><s_c_4817>
|
|||
|
|
【2025-03-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4021><s_c_2526>
|
|||
|
|
【2025-03-24】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7756><s_c_2880>
|
|||
|
|
【2025-03-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_3284><s_c_4195>
|
|||
|
|
【2025-04-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_1330><s_c_4165>
|
|||
|
|
【2025-04-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2033><s_c_7366>
|
|||
|
|
【2025-06-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_7084><s_c_7615>
|
|||
|
|
【2025-07-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3147><s_c_1905>
|
|||
|
|
【2025-08-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8180><s_b_1715><s_c_1374>
|
|||
|
|
【2025-10-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1915><s_b_3859><s_c_2670>
|
|||
|
|
【2025-10-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7060><s_b_3206><s_c_6409>
|
|||
|
|
【2025-11-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_4561><s_c_2072>
|
|||
|
|
【2025-11-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1455><s_b_3840><s_c_591>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_3393><s_c_7169>
|
|||
|
|
【2025-11-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_823>
|
|||
|
|
【2025-11-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_3364>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_3022>
|
|||
|
|
【2025-11-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1025><s_c_7402>
|
|||
|
|
【2025-12-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6878><s_c_5882>
|
|||
|
|
【2026-01-04】
|
|||
|
|
07:28 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6597>
|
|||
|
|
08:28 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_4422>
|
|||
|
|
【2026-01-06】
|
|||
|
|
04:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_108><s_c_535>
|
|||
|
|
05:05 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
|||
|
|
07:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1310><s_c_3026>
|
|||
|
|
18:43 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_827>
|
|||
|
|
【2026-01-07】
|
|||
|
|
01:49 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_7671>
|
|||
|
|
【2026-01-09】
|
|||
|
|
07:46 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_665><s_c_5851>
|
|||
|
|
【2026-01-11】
|
|||
|
|
10:43 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
|||
|
|
12:50 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_6771>
|
|||
|
|
【2026-01-12】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2298>
|
|||
|
|
【2026-01-13】
|
|||
|
|
01:20 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1317>
|
|||
|
|
02:07 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_8128>
|
|||
|
|
08:04 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7498><s_c_4636>
|
|||
|
|
10:05 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7608><s_c_5563>
|
|||
|
|
12:34 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7498><s_c_5563>
|
|||
|
|
14:10 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_2485><s_c_1935>
|
|||
|
|
15:50 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_5798>
|
|||
|
|
【2026-01-14】
|
|||
|
|
09:28 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1659>
|
|||
|
|
11:43 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_6058><s_c_6341>
|
|||
|
|
【2026-01-15】
|
|||
|
|
07:18 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
|
|||
|
|
07:39 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5064>
|
|||
|
|
【2026-01-16】
|
|||
|
|
03:36 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6519><s_c_1322>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2985><s_b_7986><s_c_5387>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1446><s_b_614><s_c_7251>
|
|||
|
|
10:17 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1277><s_c_6240>
|
|||
|
|
【2026-01-17】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_6925><s_c_6176>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_614><s_c_7251>
|
|||
|
|
【2026-01-18】
|
|||
|
|
04:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_2370>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6879><s_b_5298><s_c_1524>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5706><s_c_7323>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1446><s_b_614><s_c_7251>
|
|||
|
|
05:57 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_1322>
|
|||
|
|
06:27 [广告-点击] <|ad_begin|><s_a_4815><s_b_3678><s_c_5563>
|
|||
|
|
11:54 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3678><s_c_5563>
|
|||
|
|
11:54 [广告-点击] <|ad_begin|><s_a_4815><s_b_3678><s_c_5563>
|
|||
|
|
12:15 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_2453>
|
|||
|
|
12:15 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_2453>
|
|||
|
|
12:32 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4373>
|
|||
|
|
12:32 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4373>
|
|||
|
|
13:45 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_581><s_c_2360>
|
|||
|
|
13:45 [广告-点击] <|ad_begin|><s_a_3069><s_b_581><s_c_2360>
|
|||
|
|
14:07 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
|
|||
|
|
14:07 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
|
|||
|
|
16:14 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_2460>
|
|||
|
|
16:14 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_2460>
|
|||
|
|
16:48 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2695>
|
|||
|
|
16:48 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2695>
|
|||
|
|
23:34 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_1402>
|
|||
|
|
【2026-01-19】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1142><s_b_6454><s_c_4060>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4443><s_b_4692><s_c_7215>
|
|||
|
|
14:20 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_8151><s_c_1941>
|
|||
|
|
14:20 [广告-点击] <|ad_begin|><s_a_1351><s_b_8151><s_c_1941>
|
|||
|
|
【2026-01-20】
|
|||
|
|
03:05 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_404><s_c_5563>
|
|||
|
|
03:05 [广告-点击] <|ad_begin|><s_a_6956><s_b_404><s_c_5563>
|
|||
|
|
06:51 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_3659>
|
|||
|
|
06:51 [广告-点击] <|ad_begin|><s_a_4039><s_b_5511><s_c_3659>
|
|||
|
|
10:32 [广告-点击] <|ad_begin|><s_a_2734><s_b_5693><s_c_831>
|
|||
|
|
11:09 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_123><s_c_5076>
|
|||
|
|
11:09 [广告-点击] <|ad_begin|><s_a_6921><s_b_123><s_c_5076>
|
|||
|
|
【2026-01-21】
|
|||
|
|
01:46 [广告-点击] <|ad_begin|><s_a_6766><s_b_7381><s_c_6707>
|
|||
|
|
06:49 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
|
|||
|
|
06:49 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
|
|||
|
|
07:46 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5749>
|
|||
|
|
07:46 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5749>
|
|||
|
|
10:24 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_1738>
|
|||
|
|
10:24 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_1738>
|
|||
|
|
10:52 [广告-深度转化] <|ad_begin|><s_a_2526><s_b_2828><s_c_1935>
|
|||
|
|
10:52 [广告-点击] <|ad_begin|><s_a_2526><s_b_2828><s_c_1935>
|
|||
|
|
16:26 [视频-点赞/长播] <|video_begin|><s_a_5424><s_b_6234><s_c_7979>
|
|||
|
|
19:56 [视频-浏览] <|video_begin|><s_a_1336><s_b_1712><s_c_499>
|
|||
|
|
【2026-01-22】
|
|||
|
|
06:25 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
|
|||
|
|
06:25 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
|
|||
|
|
09:26 [视频-点赞/长播] <|video_begin|><s_a_6616><s_b_4552><s_c_4467>
|
|||
|
|
09:29 [视频-转发/长播] <|video_begin|><s_a_2764><s_b_2299><s_c_7311>
|
|||
|
|
22:32 [视频-收藏/长播] <|video_begin|><s_a_2764><s_b_3973><s_c_4543>
|
|||
|
|
【2026-01-23】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_5974><s_c_7354>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6397><s_b_4295><s_c_7840>
|
|||
|
|
06:14 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_4041><s_c_3948>
|
|||
|
|
06:14 [广告-点击] <|ad_begin|><s_a_2996><s_b_4041><s_c_3948>
|
|||
|
|
11:39 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3768>
|
|||
|
|
11:39 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_3768>
|
|||
|
|
21:07 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6047>
|
|||
|
|
21:07 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6047>
|
|||
|
|
【2026-01-24】
|
|||
|
|
00:13 [广告-点击] <|ad_begin|><s_a_1383><s_b_4733><s_c_656>
|
|||
|
|
11:48 [广告-点击] <|ad_begin|><s_a_497><s_b_7342><s_c_3308>
|
|||
|
|
12:27 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_7616>
|
|||
|
|
12:27 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_7616>
|
|||
|
|
12:46 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_4058>
|
|||
|
|
12:46 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_4058>
|
|||
|
|
13:28 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_2693>
|
|||
|
|
13:28 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_2693>
|
|||
|
|
13:41 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_4058>
|
|||
|
|
13:41 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_4058>
|
|||
|
|
14:40 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_6616>
|
|||
|
|
14:40 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_6616>
|
|||
|
|
【2026-01-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7894><s_c_3676>
|
|||
|
|
14:15 [广告-点击] <|ad_begin|><s_a_6766><s_b_1029><s_c_8003>
|
|||
|
|
19:56 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_4058>
|
|||
|
|
19:56 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_4058>
|
|||
|
|
【2026-01-26】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_7120><s_c_1742>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_4516><s_c_2932>
|
|||
|
|
19:19 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2912>
|
|||
|
|
19:19 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_2912>
|
|||
|
|
20:30 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_2814>
|
|||
|
|
20:30 [广告-点击] <|ad_begin|><s_a_1935><s_b_6234><s_c_2814>
|
|||
|
|
【2026-01-27】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_6925><s_c_845>
|
|||
|
|
【2026-01-28】
|
|||
|
|
00:10 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_6436><s_c_7106>
|
|||
|
|
02:22 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_4076>
|
|||
|
|
02:22 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_4076>
|
|||
|
|
05:00 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3340><s_c_4393>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_5537><s_c_6353>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4120><s_b_4148><s_c_2143>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_4516><s_c_4336>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_2379><s_c_2224>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1523><s_b_2304><s_c_708>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_6804><s_c_5190>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_2956><s_c_6499>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_1144><s_c_2531>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_2474><s_c_6777>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_5658><s_c_7638>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_5426><s_c_6664>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_6595><s_c_3603>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_614><s_c_7251>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_2379><s_c_2224>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7058><s_b_6804><s_c_5190>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_2474><s_c_6777>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_1144><s_c_2531>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_5426><s_c_6664>
|
|||
|
|
09:40 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_4216><s_c_3026>
|
|||
|
|
09:40 [广告-点击] <|ad_begin|><s_a_7939><s_b_4216><s_c_3026>
|
|||
|
|
09:49 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_1141><s_c_7380>
|
|||
|
|
09:49 [广告-点击] <|ad_begin|><s_a_6399><s_b_1141><s_c_7380>
|
|||
|
|
18:29 [视频-点赞/长播] <|video_begin|><s_a_4470><s_b_7971><s_c_7802>
|
|||
|
|
【2026-01-29】
|
|||
|
|
03:36 [广告-点击] <|ad_begin|><s_a_5229><s_b_59><s_c_339>
|
|||
|
|
05:03 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_3009><s_c_4348>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3961><s_c_3296>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_5571><s_c_5387>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_7132><s_c_2224>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_5269><s_c_6093>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_7827><s_c_6982>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3721><s_c_2224>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3666><s_c_2224>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_5269><s_c_6093>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_3259><s_c_6762>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_7178><s_c_3055>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_7178><s_c_3055>
|
|||
|
|
09:08 [视频-浏览] <|video_begin|><s_a_2125><s_b_2299><s_c_5874>
|
|||
|
|
09:10 [视频-收藏/长播] <|video_begin|><s_a_5144><s_b_4746><s_c_1337>
|
|||
|
|
14:30 [视频-浏览] <|video_begin|><s_a_2364><s_b_4475><s_c_932>
|
|||
|
|
【2026-01-30】
|
|||
|
|
04:58 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_665><s_c_3475>
|
|||
|
|
04:58 [广告-点击] <|ad_begin|><s_a_1608><s_b_665><s_c_3475>
|
|||
|
|
05:23 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2374>
|
|||
|
|
05:23 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2374>
|
|||
|
|
05:59 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5200><s_c_1223>
|
|||
|
|
05:59 [广告-点击] <|ad_begin|><s_a_1608><s_b_5200><s_c_1223>
|
|||
|
|
06:03 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5061>
|
|||
|
|
06:08 [广告-点击] <|ad_begin|><s_a_5673><s_b_665><s_c_2897>
|
|||
|
|
12:02 [广告-点击] <|ad_begin|><s_a_6921><s_b_7608><s_c_77>
|
|||
|
|
15:22 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
|
|||
|
|
15:22 [广告-点击] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
|
|||
|
|
19:33 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_1659>
|
|||
|
|
19:41 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_978><s_c_6676>
|
|||
|
|
19:50 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_1000>
|
|||
|
|
19:50 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_1000>
|
|||
|
|
20:05 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_5563>
|
|||
|
|
23:19 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_6616>
|
|||
|
|
23:19 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_6616>
|
|||
|
|
23:57 [视频-收藏/长播] <|video_begin|><s_a_6958><s_b_6234><s_c_6691>
|
|||
|
|
【2026-01-31】
|
|||
|
|
00:01 [广告-点击] <|ad_begin|><s_a_2859><s_b_6690><s_c_7671>
|
|||
|
|
00:06 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_3235><s_c_1161>
|
|||
|
|
00:08 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_7762><s_c_853>
|
|||
|
|
00:52 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_7180><s_c_6020>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3378><s_c_1164>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2449><s_b_5200><s_c_989>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3721><s_c_6777>
|
|||
|
|
08:20 [广告-点击] <|ad_begin|><s_a_1375><s_b_123><s_c_7395>
|
|||
|
|
13:24 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
|||
|
|
13:24 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
|||
|
|
14:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_3036>
|
|||
|
|
14:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_3036>
|
|||
|
|
14:59 [广告-点击] <|ad_begin|><s_a_1608><s_b_7498><s_c_7616>
|
|||
|
|
【2026-02-01】
|
|||
|
|
05:52 [视频-浏览] <|video_begin|><s_a_5476><s_b_5985><s_c_7601>
|
|||
|
|
11:20 [广告-点击] <|ad_begin|><s_a_5229><s_b_3278><s_c_5903>
|
|||
|
|
11:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_77>
|
|||
|
|
16:07 [广告-深度转化] <|ad_begin|><s_a_7443><s_b_1141><s_c_6240>
|
|||
|
|
16:07 [广告-点击] <|ad_begin|><s_a_7443><s_b_1141><s_c_6240>
|
|||
|
|
21:48 [视频-转发/长播] <|video_begin|><s_a_3216><s_b_3235><s_c_7790>
|
|||
|
|
【2026-02-02】
|
|||
|
|
01:51 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_7671>
|
|||
|
|
01:51 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_7671>
|
|||
|
|
03:24 [视频-点赞/长播] <|video_begin|><s_a_6399><s_b_1206><s_c_8075>
|
|||
|
|
05:04 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_7395>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_1144><s_c_2531>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5271><s_b_5612><s_c_6673>
|
|||
|
|
【2026-02-03】
|
|||
|
|
05:22 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6915>
|
|||
|
|
05:22 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6915>
|
|||
|
|
14:58 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_3616>
|
|||
|
|
14:58 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_3616>
|
|||
|
|
23:08 [视频-转发/长播] <|video_begin|><s_a_1003><s_b_7765><s_c_6550>
|
|||
|
|
【2026-02-04】
|
|||
|
|
01:15 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
|
|||
|
|
05:19 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_4058>
|
|||
|
|
05:20 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_354>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7859><s_b_6780><s_c_511>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_3284><s_c_4195>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6878><s_c_5882>
|
|||
|
|
08:36 [广告-点击] <|ad_begin|><s_a_3308><s_b_1330><s_c_1148>
|
|||
|
|
09:25 [视频-点赞/长播] <|video_begin|><s_a_1633><s_b_6110><s_c_1462>
|
|||
|
|
09:42 [广告-点击] <|ad_begin|><s_a_1721><s_b_1206><s_c_7548>
|
|||
|
|
11:49 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_581><s_c_8045>
|
|||
|
|
11:49 [广告-点击] <|ad_begin|><s_a_4403><s_b_581><s_c_8045>
|
|||
|
|
【2026-02-05】
|
|||
|
|
06:17 [视频-长播] <|video_begin|><s_a_2080><s_b_6436><s_c_3116>
|
|||
|
|
06:17 [视频-长播] <|video_begin|><s_a_2058><s_b_3447><s_c_4451>
|
|||
|
|
08:04 [视频-长播] <|video_begin|><s_a_1336><s_b_2486><s_c_4636>
|
|||
|
|
08:12 [视频-长播] <|video_begin|><s_a_7830><s_b_4410><s_c_2357>
|
|||
|
|
08:12 [视频-长播] <|video_begin|><s_a_2015><s_b_952><s_c_1933>
|
|||
|
|
08:12 [视频-长播] <|video_begin|><s_a_4957><s_b_4915><s_c_2930>
|
|||
|
|
08:12 [视频-长播] <|video_begin|><s_a_3632><s_b_7946><s_c_2704>
|
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08:21 [视频-长播] <|video_begin|><s_a_6510><s_b_6358><s_c_4479>
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08:21 [视频-长播] <|video_begin|><s_a_6510><s_b_4163><s_c_3843>
|
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08:21 [视频-长播] <|video_begin|><s_a_3308><s_b_5714><s_c_55>
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08:21 [视频-长播] <|video_begin|><s_a_5903><s_b_5797><s_c_6873>
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08:21 [视频-长播] <|video_begin|><s_a_4751><s_b_4571><s_c_2699>
|
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08:24 [视频-长播] <|video_begin|><s_a_3632><s_b_4491><s_c_111>
|
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08:26 [视频-长播] <|video_begin|><s_a_2364><s_b_6761><s_c_656>
|
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08:26 [视频-长播] <|video_begin|><s_a_1336><s_b_800><s_c_2225>
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08:26 [视频-长播] <|video_begin|><s_a_4946><s_b_1799><s_c_6364>
|
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08:30 [视频-长播] <|video_begin|><s_a_1336><s_b_6234><s_c_4032>
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08:30 [视频-长播] <|video_begin|><s_a_7077><s_b_5419><s_c_4722>
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09:27 [视频-长播] <|video_begin|><s_a_3632><s_b_6398><s_c_113>
|
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09:32 [视频-长播] <|video_begin|><s_a_5023><s_b_1292><s_c_2568>
|
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09:33 [视频-长播] <|video_begin|><s_a_148><s_b_6158><s_c_2395>
|
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09:34 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_5200><s_c_4373>
|
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09:35 [视频-长播] <|video_begin|><s_a_1003><s_b_1799><s_c_7780>
|
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09:35 [视频-长播] <|video_begin|><s_a_5818><s_b_6234><s_c_1469>
|
|||
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09:37 [视频-长播] <|video_begin|><s_a_1336><s_b_5597><s_c_2369>
|
|||
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09:37 [视频-长播] <|video_begin|><s_a_1336><s_b_5647><s_c_4261>
|
|||
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09:37 [视频-长播] <|video_begin|><s_a_3689><s_b_1119><s_c_5839>
|
|||
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09:37 [视频-长播] <|video_begin|><s_a_2335><s_b_1277><s_c_5737>
|
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09:38 [视频-长播] <|video_begin|><s_a_2015><s_b_5961><s_c_8180>
|
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09:38 [视频-长播] <|video_begin|><s_a_2526><s_b_1596><s_c_6583>
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|||
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09:38 [视频-长播] <|video_begin|><s_a_575><s_b_3826><s_c_3648>
|
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09:42 [视频-长播] <|video_begin|><s_a_3689><s_b_3271><s_c_5839>
|
|||
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|
09:42 [视频-长播] <|video_begin|><s_a_6987><s_b_4010><s_c_5244>
|
|||
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|
09:43 [视频-长播] <|video_begin|><s_a_6280><s_b_5090><s_c_369>
|
|||
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|
09:43 [视频-长播] <|video_begin|><s_a_5023><s_b_4944><s_c_4182>
|
|||
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|
09:44 [视频-长播] <|video_begin|><s_a_7879><s_b_6435><s_c_143>
|
|||
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09:44 [视频-长播] <|video_begin|><s_a_3632><s_b_2799><s_c_3766>
|
|||
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09:44 [视频-长播] <|video_begin|><s_a_5144><s_b_7498><s_c_4373>
|
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09:50 [视频-长播] <|video_begin|><s_a_7981><s_b_575><s_c_3167>
|
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09:50 [视频-长播] <|video_begin|><s_a_6843><s_b_5231><s_c_5890>
|
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09:50 [视频-长播] <|video_begin|><s_a_2364><s_b_3832><s_c_4315>
|
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09:51 [视频-长播] <|video_begin|><s_a_4113><s_b_4291><s_c_3033>
|
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09:51 [视频-长播] <|video_begin|><s_a_1336><s_b_800><s_c_2584>
|
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09:55 [视频-长播] <|video_begin|><s_a_6566><s_b_6379><s_c_5967>
|
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09:55 [视频-长播] <|video_begin|><s_a_6510><s_b_3898><s_c_655>
|
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09:55 [视频-长播] <|video_begin|><s_a_6510><s_b_5454><s_c_3346>
|
|||
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10:12 [视频-长播] <|video_begin|><s_a_2526><s_b_3009><s_c_4636>
|
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10:23 [视频-长播] <|video_begin|><s_a_7642><s_b_5176><s_c_3534>
|
|||
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12:01 [视频-长播] <|video_begin|><s_a_3433><s_b_3518><s_c_2783>
|
|||
|
|
12:15 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_1212><s_c_3363>
|
|||
|
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12:15 [广告-点击] <|ad_begin|><s_a_3578><s_b_1212><s_c_3363>
|
|||
|
|
12:25 [广告-深度转化] <|ad_begin|><s_a_491><s_b_876><s_c_4548>
|
|||
|
|
12:25 [广告-点击] <|ad_begin|><s_a_491><s_b_876><s_c_4548>
|
|||
|
|
14:44 [视频-长播] <|video_begin|><s_a_5144><s_b_7549><s_c_6583>
|
|||
|
|
15:43 [视频-长播] <|video_begin|><s_a_3632><s_b_971><s_c_2082>
|
|||
|
|
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和内在联系的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
|||
|
|
核心提取逻辑 (递进性准则)：
|
|||
|
|
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
|||
|
|
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
|||
|
|
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
|||
|
|
3.需求深度细化：在同一主题类目下，交互 B 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。
|
|||
|
|
请围绕以下主题提取行为逻辑链：
|
|||
|
|
主题：从泛化健康焦虑到聚焦男性保健的认知收敛
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从泛化健康焦虑到聚焦男性保健的认知收敛",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
<think>
|
|||
|
|
好的，这项任务要求我基于用户的交互历史，推理出他从泛化的健康焦虑到最终聚焦于男性保健品的认知收敛过程。我将以推荐分析师的视角，深入挖掘行为时间线背后的动机变化。 我注意到这位用户的消费行为在早期呈现出较为分散和日常化的特点。例如，他购买过多次货车相关的配件，如空气滤芯 <|prod_begin|><s_a_3457><s_b_2649><s_c_823>、<|prod_begin|><s_a_3457><s_b_1505><s_c_8057> 和篷布修补贴 <|prod_begin|><s_a_1134><s_b_6065><s_c_3897>，这让我初步判断他可能从事与货车驾驶或运输相关的职业。这个职业特点通常伴随着长时间久坐、作息不规律和身体疲劳等问题，这或许为他后来的健康需求埋下了伏笔。 在2024年8月，我观察到他首次购买了一款泛化型保健品——磷虾油凝胶糖果 <|prod_begin|><s_a_2950><s_b_1736><s_c_4348>。这类产品通常宣传对心血管健康有益，适用人群广泛，购买行为本身并未显现出非常明确和紧急的健康诉求，更像是一种初步的、带有尝试性质的健康投资，可能受到了促销活动的吸引。此后，他还购买了皮肤敷料 <|prod_begin|><s_a_4233><s_b_5274><s_c_3809> 和痔疮凝胶 <|prod_begin|><s_a_4233><s_b_5940><s_c_705> 等外用药品，这些消费行为反映出他存在一些具体的、但较为分散的健康困扰。 到了2025年3月，我发现了一个关键的转变。在3月12日，他购买了党参丁香猴头菇沙棘片 <|prod_begin|><s_a_2950><s_b_5293><s_c_4817>。这表明他的兴趣从西式的营养补充剂转向了更偏向传统草本调理的产品，关注点可能涉及肠胃或免疫力调节，但方向依然比较宽泛。然而，仅仅一天之后，也就是3月13日，他购买了一款明确标注为“男士高浓度抗疲劳”的参灵宝胶囊 <|prod_begin|><s_a_2950><s_b_4021><s_c_2526>。
|
|||
|
|
</think>
|
|||
|
|
{"logic_chain":{"name":"从泛化健康焦虑到聚焦男性保健的认知收敛","events":[{"date":"2024-08-21","action":"[商品-购买] <|prod_begin|><s_a_2950><s_b_1736><s_c_4348>","logic":"初始探索：购买泛化型保健品（磷虾油），需求不明确，可能受促销活动影响。"},{"date":"2025-03-12","action":"[商品-购买] <|prod_begin|><s_a_2950><s_b_5293><s_c_4817>","logic":"需求分化：转向传统草本成分的复合保健品，显示出对调理身体的兴趣，但方向仍较宽泛（如肠胃、免疫力）。"},{"date":"2025-03-13","action":"[商品-购买] <|prod_begin|><s_a_2950><s_b_4021><s_c_2526>","logic":"认知跃迁与收敛：首次购买明确标注“男士”、“抗疲劳”的产品，需求从泛化健康转向精准的男性功能性保健，实现了认知上的聚焦。"},{"date":"2025-11-19","action":"[商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_823>","logic":"兴趣深化与验证：在“男性抗疲劳”的基础上，进一步探索更具针对性的“滋补”类成分（鹿鞭），并开始连续、密集地购买同类产品，表明前期认知已形成稳定决策。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
Solve for $x$: $$\log_2 \frac{3x+9}{5x-3} +\log_2\frac{5x-3}{x-2}=2$$/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
\[
|
|||
|
|
\log_2 \frac{3x+9}{5x-3} + \log_2 \frac{5x-3}{x-2} = 2
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Combine the logarithms:
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\log_2\left( \frac{3x+9}{5x-3} \cdot \frac{5x-3}{x-2} \right) = 2
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Cancel \(5x-3\) (provided it is non‑zero, which will be checked later):
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\log_2 \frac{3x+9}{x-2} = 2
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Exponentiate both sides with base 2:
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\frac{3x+9}{x-2} = 2^2 = 4
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Solve for \(x\):
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
3x+9 = 4(x-2) \quad\Rightarrow\quad 3x+9 = 4x-8
|
|||
|
|
\]
|
|||
|
|
\[
|
|||
|
|
9+8 = 4x-3x \quad\Rightarrow\quad 17 = x
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Check the domain conditions:
|
|||
|
|
|
|||
|
|
- Denominators: \(5x-3 \neq 0\) and \(x-2 \neq 0\) ⇒ for \(x=17\), \(5x-3=82\neq0\), \(x-2=15\neq0\).
|
|||
|
|
- Arguments of the logs must be positive:
|
|||
|
|
\[
|
|||
|
|
\frac{3x+9}{5x-3} = \frac{60}{82} > 0,\quad \frac{5x-3}{x-2} = \frac{82}{15} > 0.
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
All conditions are satisfied, so \(x=17\) is the solution.
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\boxed{17}
|
|||
|
|
\]<|im_end|>
|
|||
|
|
<|endoftext|><|endoftext|><|endoftext|>
|
|||
|
|
label_ids:
|
|||
|
|
[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -1
|
|||
|
|
[INFO|configuration_utils.py:847] 2026-07-16 01:39:59,700 >> Model config Qwen3Config {
|
|||
|
|
"architectures": [
|
|||
|
|
"Qwen3ForCausalLM"
|
|||
|
|
],
|
|||
|
|
"attention_bias": false,
|
|||
|
|
"attention_dropout": 0.0,
|
|||
|
|
"bos_token_id": null,
|
|||
|
|
"dtype": "bfloat16",
|
|||
|
|
"eos_token_id": 151645,
|
|||
|
|
"head_dim": 128,
|
|||
|
|
"hidden_act": "silu",
|
|||
|
|
"hidden_size": 1024,
|
|||
|
|
"initializer_range": 0.02,
|
|||
|
|
"intermediate_size": 3072,
|
|||
|
|
"layer_types": [
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention",
|
|||
|
|
"full_attention"
|
|||
|
|
],
|
|||
|
|
"max_position_embeddings": 40960,
|
|||
|
|
"max_window_layers": 28,
|
|||
|
|
"model_type": "qwen3",
|
|||
|
|
"num_attention_heads": 16,
|
|||
|
|
"num_hidden_layers": 28,
|
|||
|
|
"num_key_value_heads": 8,
|
|||
|
|
"pad_token_id": 151643,
|
|||
|
|
"rms_norm_eps": 1e-06,
|
|||
|
|
"rope_parameters": {
|
|||
|
|
"rope_theta": 1000000,
|
|||
|
|
"rope_type": "default"
|
|||
|
|
},
|
|||
|
|
"sliding_window": null,
|
|||
|
|
"tie_word_embeddings": false,
|
|||
|
|
"transformers_version": "5.6.0",
|
|||
|
|
"use_cache": false,
|
|||
|
|
"use_sliding_window": false,
|
|||
|
|
"vocab_size": 176253
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
|
|||
|
|
labels:
|
|||
|
|
{"logic_chain":{"name":"从泛化健康焦虑到聚焦特定问题的解决方案探索","events":[{"date":"2025-06-26","action":"[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>","logic":"问题触发与初步尝试：首次购买明确指向“便秘”问题的产品，表明用户开始正视该健康问题，并尝试通过天然食疗方式解决。"},{"date":"2025-06-29","action":"[商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>","logic":"认知升级与路径修正：在购买食疗产品后仅3天，用户迅速转向购买具有明确药理作用的“通便”胶囊。这表明食疗方案可能效果不佳或不及时，促使用户寻求更直接、更强效的药物解决方案，完成了从“调理”到“治疗”的认知跃迁。"}]}}<|im_end|>
|
|||
|
|
{"logic_chain":{"name":"从泛化美妆教程到精细化局部技巧的深度学习","events":[{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_772><s_b_7857><s_c_457>","logic":"信息输入阶段：用户在当天密集观看了大量美妆相关视频，内容涵盖粉底、遮瑕、假睫毛、美甲等多个方面，属于知识的广泛摄入期。"},{"date":"2026-02-05","action":"[视频-收藏/长播] <|video_begin|><s_a_772><s_b_4475><s_c_5768>","logic":"认知分化与瓶颈识别：在广泛浏览后，用户开始对“修容”这一更具技术性的特定环节进行“收藏”，表明其识别出这是知识体系中的一个难点或重点，兴趣开始聚焦。"},{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_772><s_b_4600><s_c_5036>","logic":"技能深化与工具探索：用户的学习兴趣进一步细化，从面部轮廓（修容）深化到唇部细节（唇线笔），这代表了从宏观妆效向微观技巧的认知升级，开始关注能提升妆容精致度的具体工具和方法。"}]}}<|im_end|>
|
|||
|
|
["<|living_begin|><s_a_901><s_b_6158><s_c_616>","<|prod_begin|><s_a_4626><s_b_4930><s_c_4641>","<|prod_begin|><s_a_3865><s_b_3865><s_c_6073>","<|living_begin|><s_a_2616><s_b_8049><s_c_1935>","<|prod_begin|><s_a_2395><s_b_5549><s_c_5353>","<|prod_begin|><s_a_4887><s_b_3865><s_c_5540>","<|prod_begin|><s_a_4626><s_b_1991><s_c_5585>","<|prod_begin|><s_a_4887><s_b_197><s_c_1159>","<|prod_begin|><s_a_2395><s_b_7027><s_c_6056>","<|prod_begin|><s_a_2395><s_b_1312><s_c_2630>","<|prod_begin|><s_a_4887><s_b_5987><s_c_1159>","<|living_begin|><s_a_901><s_b_3865><s_c_6278>","<|prod_begin|><s_a_1157><s_b_3440><s_c_3103>","<|living_begin|><s_a_901><s_b_3865><s_c_557>","<|prod_begin|><s_a_4887><s_b_3865><s_c_7838>","<|prod_begin|><s_a_4887><s_b_3865><s_c_3997>","<|living_begin|><s_a_901><s_b_3865><s_c_1423>","<|prod_begin|><s_a_2395><s_b_4097><s_c_1218>","<|prod_begin|><s_a_4887><s_b_3865><s_c_8039>","<|prod_begin|><s_a_4887><s_b_3865><s_c_4553>","<|living_begin|><s_a_2616><s_b_697><s_c_4722>","<|prod_begin|><s_a_4887><s_b_3865><s_c_92>","<|living_begin|><s_a_901><s_b_697><s_c_6266>","<|living_begin|><s_a_901><s_b_971><s_c_7588>","<|prod_begin|><s_a_2395><s_b_8121><s_c_4412>","<|prod_begin|><s_a_4887><s_b_3865><s_c_1159>","<|prod_begin|><s_a_4524><s_b_3865><s_c_3226>","<|prod_begin|><s_a_1802><s_b_329><s_c_5717>","<|prod_begin|><s_a_3101><s_b_5340><s_c_7655>","<|prod_begin|><s_a_3061><s_b_4538><s_c_6918>"]<|im_end|>
|
|||
|
|
<think>
|
|||
|
|
好的，这项任务要求我基于用户的交互历史，推理出他从泛化的健康焦虑到最终聚焦于男性保健品的认知收敛过程。我将以推荐分析师的视角，深入挖掘行为时间线背后的动机变化。 我注意到这位用户的消费行为在早期呈现出较为分散和日常化的特点。例如，他购买过多次货车相关的配件，如空气滤芯 <|prod_begin|><s_a_3457><s_b_2649><s_c_823>、<|prod_begin|><s_a_3457><s_b_1505><s_c_8057> 和篷布修补贴 <|prod_begin|><s_a_1134><s_b_6065><s_c_3897>，这让我初步判断他可能从事与货车驾驶或运输相关的职业。这个职业特点通常伴随着长时间久坐、作息不规律和身体疲劳等问题，这或许为他后来的健康需求埋下了伏笔。 在2024年8月，我观察到他首次购买了一款泛化型保健品——磷虾油凝胶糖果 <|prod_begin|><s_a_2950><s_b_1736><s_c_4348>。这类产品通常宣传对心血管健康有益，适用人群广泛，购买行为本身并未显现出非常明确和紧急的健康诉求，更像是一种初步的、带有尝试性质的健康投资，可能受到了促销活动的吸引。此后，他还购买了皮肤敷料 <|prod_begin|><s_a_4233><s_b_5274><s_c_3809> 和痔疮凝胶 <|prod_begin|><s_a_4233><s_b_5940><s_c_705> 等外用药品，这些消费行为反映出他存在一些具体的、但较为分散的健康困扰。 到了2025年3月，我发现了一个关键的转变。在3月12日，他购买了党参丁香猴头菇沙棘片 <|prod_begin|><s_a_2950><s_b_5293><s_c_4817>。这表明他的兴趣从西式的营养补充剂转向了更偏向传统草本调理的产品，关注点可能涉及肠胃或免疫力调节，但方向依然比较宽泛。然而，仅仅一天之后，也就是3月13日，他购买了一款明确标注为“男士高浓度抗疲劳”的参灵宝胶囊 <|prod_begin|><s_a_2950><s_b_4021><s_c_2526>。
|
|||
|
|
</think>
|
|||
|
|
{"logic_chain":{"name":"从泛化健康焦虑到聚焦男性保健的认知收敛","events":[{"date":"2024-08-21","action":"[商品-购买] <|prod_begin|><s_a_2950><s_b_1736><s_c_4348>","logic":"初始探索：购买泛化型保健品（磷虾油），需求不明确，可能受促销活动影响。"},{"date":"2025-03-12","action":"[商品-购买] <|prod_begin|><s_a_2950><s_b_5293><s_c_4817>","logic":"需求分化：转向传统草本成分的复合保健品，显示出对调理身体的兴趣，但方向仍较宽泛（如肠胃、免疫力）。"},{"date":"2025-03-13","action":"[商品-购买] <|prod_begin|><s_a_2950><s_b_4021><s_c_2526>","logic":"认知跃迁与收敛：首次购买明确标注“男士”、“抗疲劳”的产品，需求从泛化健康转向精准的男性功能性保健，实现了认知上的聚焦。"},{"date":"2025-11-19","action":"[商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_823>","logic":"兴趣深化与验证：在“男性抗疲劳”的基础上，进一步探索更具针对性的“滋补”类成分（鹿鞭），并开始连续、密集地购买同类产品，表明前期认知已形成稳定决策。"}]}}<|im_end|>
|
|||
|
|
\[
|
|||
|
|
\log_2 \frac{3x+9}{5x-3} + \log_2 \frac{5x-3}{x-2} = 2
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Combine the logarithms:
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\log_2\left( \frac{3x+9}{5x-3} \cdot \frac{5x-3}{x-2} \right) = 2
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Cancel \(5x-3\) (provided it is non‑zero, which will be checked later):
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\log_2 \frac{3x+9}{x-2} = 2
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Exponentiate both sides with base 2:
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\frac{3x+9}{x-2} = 2^2 = 4
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Solve for \(x\):
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
3x+9 = 4(x-2) \quad\Rightarrow\quad 3x+9 = 4x-8
|
|||
|
|
\]
|
|||
|
|
\[
|
|||
|
|
9+8 = 4x-3x \quad\Rightarrow\quad 17 = x
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
Check the domain conditions:
|
|||
|
|
|
|||
|
|
- Denominators: \(5x-3 \neq 0\) and \(x-2 \neq 0\) ⇒ for \(x=17\), \(5x-3=82\neq0\), \(x-2=15\neq0\).
|
|||
|
|
- Arguments of the logs must be positive:
|
|||
|
|
\[
|
|||
|
|
\frac{3x+9}{5x-3} = \frac{60}{82} > 0,\quad \frac{5x-3}{x-2} = \frac{82}{15} > 0.
|
|||
|
|
\]
|
|||
|
|
|
|||
|
|
All conditions are satisfied, so \(x=17\) is the solution.
|
|||
|
|
|
|||
|
|
\[
|
|||
|
|
\boxed{17}
|
|||
|
|
\]<|im_end|>
|
|||
|
|
|
|||
|
|
[INFO|2026-07-16 01:39:59] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
|||
|
|
[INFO|2026-07-16 01:39:59] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
|||
|
|
[INFO|modeling_utils.py:748] 2026-07-16 01:40:00,128 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
|
|||
|
|
[INFO|modeling_utils.py:821] 2026-07-16 01:40:00,128 >> Will use dtype=torch.bfloat16 as defined in model's config object
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[INFO|configuration_utils.py:1027] 2026-07-16 01:40:00,179 >> Generate config GenerationConfig {
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"eos_token_id": 151645,
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"output_attentions": false,
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"output_hidden_states": false,
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"pad_token_id": 151643,
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"use_cache": false
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}
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[INFO|configuration_utils.py:978] 2026-07-16 01:40:00,474 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
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[INFO|configuration_utils.py:1027] 2026-07-16 01:40:00,474 >> Generate config GenerationConfig {
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"do_sample": true,
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"eos_token_id": [
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151645,
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151643
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],
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"pad_token_id": 151643,
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"temperature": 0.6,
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"top_k": 20,
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"top_p": 0.95
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}
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[INFO|dynamic_module_utils.py:406] 2026-07-16 01:40:00,474 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
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[INFO|2026-07-16 01:40:00] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
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[INFO|2026-07-16 01:40:00] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
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[INFO|2026-07-16 01:40:00] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
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[INFO|2026-07-16 01:40:00] llamafactory.model.adapter:144 >> Fine-tuning method: Full
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[INFO|2026-07-16 01:40:00] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
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[INFO|trainer.py:1469] 2026-07-16 01:40:00,602 >> ***** Running training *****
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[INFO|trainer.py:1470] 2026-07-16 01:40:00,602 >> Num examples = 315
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[INFO|trainer.py:1471] 2026-07-16 01:40:00,602 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-16 01:40:00,602 >> Num update steps per epoch = 79
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[INFO|trainer.py:1473] 2026-07-16 01:40:00,602 >> Instantaneous batch size per device = 1
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[INFO|trainer.py:1476] 2026-07-16 01:40:00,602 >> Total train batch size (w. parallel, distributed & accumulation) = 4
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[INFO|trainer.py:1477] 2026-07-16 01:40:00,602 >> Gradient Accumulation steps = 4
|
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[INFO|trainer.py:1478] 2026-07-16 01:40:00,602 >> Total optimization steps = 32
|
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|
[INFO|trainer.py:1479] 2026-07-16 01:40:00,602 >> Number of trainable parameters = 801,433,600
|
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100%|██████████| 32/32 [04:18<00:00, 8.11s/it][INFO|trainer.py:1823] 2026-07-16 01:44:19,452 >>
|
|||
|
|
|
|||
|
|
Training completed. Do not forget to share your model on huggingface.co/models =)
|
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|
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|
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[INFO|trainer.py:3815] 2026-07-16 01:44:19,467 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v48_v29_clean_fused_lr45e7_ep040
|
|||
|
|
[INFO|configuration_utils.py:533] 2026-07-16 01:44:19,468 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v48_v29_clean_fused_lr45e7_ep040/config.json
|
|||
|
|
[INFO|configuration_utils.py:816] 2026-07-16 01:44:19,469 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v48_v29_clean_fused_lr45e7_ep040/generation_config.json
|
|||
|
|
{'loss': '2.188', 'grad_norm': '11.06', 'learning_rate': '3.8e-07', 'epoch': '0.127'}
|
|||
|
|
{'loss': '2.155', 'grad_norm': '11.19', 'learning_rate': '1.686e-07', 'epoch': '0.254'}
|
|||
|
|
{'loss': '2.012', 'grad_norm': '13.44', 'learning_rate': '1.032e-08', 'epoch': '0.381'}
|
|||
|
|
{'train_runtime': '258.9', 'train_samples_per_second': '0.487', 'train_steps_per_second': '0.124', 'train_loss': '2.148', 'epoch': '0.4063'}
|
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|
|||
|
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[INFO|modeling_utils.py:3471] 2026-07-16 01:44:20,344 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v48_v29_clean_fused_lr45e7_ep040/model.safetensors
|
|||
|
|
[INFO|tokenization_utils_base.py:3278] 2026-07-16 01:44:20,452 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v48_v29_clean_fused_lr45e7_ep040/chat_template.jinja
|
|||
|
|
[INFO|tokenization_utils_base.py:2111] 2026-07-16 01:44:20,473 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v48_v29_clean_fused_lr45e7_ep040/tokenizer_config.json
|
|||
|
|
***** train metrics *****
|
|||
|
|
epoch = 0.4063
|
|||
|
|
total_flos = 14142439GF
|
|||
|
|
train_loss = 2.1477
|
|||
|
|
train_runtime = 0:04:18.86
|
|||
|
|
train_samples_per_second = 0.487
|
|||
|
|
train_steps_per_second = 0.124
|
|||
|
|
Figure saved at: /home/ll/llm4rec/experiments/outputs/v48_v29_clean_fused_lr45e7_ep040/training_loss.png
|
|||
|
|
[WARNING|2026-07-16 01:44:20] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
|||
|
|
[WARNING|2026-07-16 01:44:20] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
|||
|
|
[INFO|modelcard.py:263] 2026-07-16 01:44:20,571 >> Dropping the following result as it does not have all the necessary fields:
|
|||
|
|
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|